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AFBE JOURNAL
Volume 5, No. 2, December, 2012
ISSN 2071-7873
I
TABLE OF CONTENTS
ACADEMIC PAPERS
Jamnean Joungtrakul, Brian Sheehan, Byoung Mohk Choi, Vipawan
Klinhom, Chuleeporn Lakhanapipat, “Rigor in Qualitative Research: A
Comparative Study of Qualitative Doctoral Dissertations Submitted to
Universities in The USA and Thailand 2001-2010”
113
Neha Kalra, Shaveta Gupta, Rajesh Bagga, “Non-Performing Assets: A
Brunt on Financial Performance of Banks”
129
Oswald Mascarenhas, Ram Kesavan, Michael Bernacchi, “The Ethics of Global
Marketing: An Evolutionary Approach” 151
Razzaque H Bhatti, “The Profitability of Carry Trade: Evidence for Five CIS
Countries” 179
Steven J. Balassi, Richard H. Courtney, William Lee, “Does Adding
Intermediate Algebra as a Prerequisite for Economics Principles Courses
Improve Student Success?”
192
Voinov Vassilly, Pya Natalya, Makarov Rashid, Voinov Yevgeniy,
“Goodness-Of-Fit Tests for Two-Dimensional Circular Normal
Probability Distribution”
201
Rachaya Indanon, “Case Study of Ubon Ratchathani Rice Farmers: Thai
Government‟s Responsibility in Supporting The Export Of Rice” 219
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RIGOR IN QUALITATIVE RESEARCH: A COMPARATIVE STUDY OF
QUALITATIVE DOCTORAL DISSERTATIONS SUBMITTED TO UNIVERSITIES
IN THE USA AND THAILAND 2001-2010
Jamnean Joungtrakul, LL.B., DBA.
Professor of Human Resource Management, School of Global Business,
Far East University, Korea
Chair of DBA Program, Rattana Bundit University (RBAC), Thailand
E-mail: [email protected]
Brian Sheehan, Ph.D.
President, Asian Forum on Business Education
E-mail: [email protected]
Byoung Mohk Choi, Ph. D.
Professor and Dean of School of Social Works, Far East University, Korea
E-mail: email: [email protected]
Vipawan Klinhom, Ph. D.
Faculty Member, School of Management, Walailak University, Thailand
Chuleeporn Lakhanapipat, Ph.D. (Candidate)
International Graduate Studies Human Resource Development Center
Faculty of Education, Burapaha University, Thailand
ABSTRACT
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The objective of this study is to explore the current practices of an application of rigor
strategy in qualitative research conducted by Ph.D. candidates in the USA and in Thailand.
To guide the study three questions were posed: (1) has the researcher explicitly identified
rigor issues in the research? (2) Is literature related to rigor reviewed and presented? (3)
What rigor strategies are identified and applied? To answer these questions the concept of
rigor, rigor strategies, and the application of rigor strategy in qualitative dissertations were
reviewed. Ten qualitative dissertations each conducted by Ph.D. candidates from 2001-2010
in the USA and in Thailand were selected for review and evaluation. Discussions,
conclusions and recommendations were then made. The findings of this study reveal that the
conduct of qualitative research in the USA is more advanced than those conducted in
Thailand in terms of rigor in qualitative research. At the same time major improvement is
needed in the conduct of qualitative research in Thailand. This indicates that there is a lack
of knowledge and understanding of the importance of rigor of research especially in
qualitative research. There is also a lack of knowledge and understanding of rigor issues,
rigor criteria and strategy and how to apply them in qualitative research. To improve the
current situation in Thailand the following recommendations are made: (1) all research
training courses should include the rigor issue; (2) university research courses should
include rigor issues in research especially in qualitative research; (3) rigor of research
awareness programs should be developed and implemented to create awareness of all
research stakeholder groups.
Keywords :Qualitative Research, Rigor, Rigor Criteria, Rigor Strategy, Qualitative
Dissertation.
INTRODUCTION
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This paper is adapted and expanded from the original study of “Rigor Strategies Application
in Qualitative Research: A Study of Qualitative Doctoral Dissertations Submitted to
Universities in Thailand 2001-2010” (Joungtrakul et al. 2012). A study of rigor strategies
application in qualitative research (QR) doctoral dissertations submitted to universities in the
USA during 2001-2010 was made and added to this paper. It aims to understand the current
practices of the application of rigor strategy in QR conducted by Ph.D. candidates in the USA
and Thailand. To guide the study three questions were posed: (1) has the researcher explicitly
identified rigor issues in the research? (2) Is literature related to rigor reviewed and
presented? (3) What rigor strategies are identified and applied? To answer these questions the
concept of rigor, rigor strategy, and the application of rigor strategy in QR dissertations were
reviewed. The review of several concepts in this part is adapted from the original study by
Joungtrakul, et al., 2012. Ten QR dissertations conducted by Ph.D. candidates from 2001-
2010 in the USA were selected and evaluated against the three posed questions. A
comparison of this study was made with the study of ten QR dissertations submitted to
universities in Thailand made in the original study by Joungtrakul, et al. (2012), and
similarities and differences were identified. Discussions, conclusions and recommendations
were then made. The limitations of the study follow.
THE CONCEPT OF RIGOR
As described by Joungtrakul, et al.. (2012), Lincoln & Guba (1985) suggested that, to be
asked to ensure the trustworthiness of their study, researchers should focus on the following
questions: (1) how can the investigator establish confidence in the “truth” of the findings of a
particular study?; (2) How can the investigator determine the extent to which the findings of
the particular study have applicability in other contexts or with other participants?; (3) How
can the investigator determine whether the findings of the study would be repeated if the
study were replicated with the same or similar participants in the same or similar context?;
and (4) how can the investigator establish the degree to which the findings of the study are
determined by the participants and conditions of the study and not the biases, motivation,
interests, or perspectives of the researchers? They further argued that trustworthiness is
demonstrated through credibility, transferability, dependability, and confirmability. They
suggested specific strategies be used to attain trustworthiness such as negative cases, peer
debriefing, prolonged engagement and persistent observation, audit trails and member checks
(Morse et al., 2002).
However, Morse, et al.. (2002) expressed their concerns that “there has been a tendency for
qualitative researchers to focus on the tangible outcomes of the research… rather than
demonstrating how verification strategies were used to shape and direct the research during
its development.” (p. 17). They further elaborated that “while strategies of trustworthiness
may be useful in attempting to evaluate rigor, they do not in themselves ensure rigor. While
standards are useful for evaluating relevance and utility, they do not in themselves ensure that
the research will be relevance and useful.” (p. 17). They argued that strategies for ensuring
rigor must be built into the process of the qualitative research and proposed the following
strategies: (1) investigator responsiveness; (2) methodological coherence; (3) theoretical
sampling and sampling adequacy; (4) an active analytical stance; and (5) saturation. They
argued that “these strategies, when used appropriately, force the researcher to correct both the
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direction of the analysis and the development of the study as necessary, thus ensuring
reliability and validity of the complete report” (p.17).
In addition, there are many approaches to qualitative research including those from the work
of Glaser & Strauss (1967) on grounded theory, Yin (1994) on case study research, Miles &
Huberman (1994) on qualitative data analysis, Patton (1990) on triangulation etc. These
approaches have some differences of rigor consideration. For instance, a multiple-case design
within the positivist tradition (Yin, 1994), has its basics in the natural sciences which takes an
objective physical and social world that exists independent of humans. The major role of
researchers is to discover this reality by crafting precise measures that will find out and
measure those dimensions of reality that the researcher is interested in it. However, the
critical point is the understanding of phenomena, a primary problem of modeling and
measurement (Orlikowski & Baroudi, 1991). Therefore, it is necessary for the researcher to
consider seriously in order to understand what is the real phenomenon including the entire
context of that phenomenon to ensure validity and reliability of the results.
Lincoln & Guba (1985) summarize rigor strategies to be used for each criterion of credibility,
transferability, dependability, and confirmability in Table 1.
TABLE 1: RIGOR STRATEGIES FOR QUALITATIVE RESEARCH
Criterion Area Technique
Credibility
Transferability
Dependability
Comfirmability
All of the above
(1) activities in the field that increase the probability of high credibility
(a) prolonged engagement
(b) persistent observation
(c) triangulation (sources, methods, and investigators)
(2) peer debriefing
(3) negative case analysis
(4) referential adequacy
(5) member checks (in process and terminal)
(6) thick description
(7a) the dependability audit, including the audit trail
(7b) the confirmability audit, including the audit trail
(8) the reflexive journal
Source: Lincoln & Guba, 1985, p. 328.
To be the basis for further understanding of rigor strategy application in qualitative research a
review is made on some rigor strategy for qualitative research in the following section.
RIGOR STRATEGY FOR QUALITATIVE RESEARCH
Rigor strategy refers to the measures that the researcher uses in controlling and enhancing the
quality of qualitative research (Joungtrakul, et al., 2012). Miles & Huberman (1994) provide
26 tactics for drawing and for verifying conclusions. They classified the strategies into 13
groups: (1) checking for representativeness; (2) checking for researcher effects; (3)
triangulating; (4) weighting the evidence; (5) checking the meaning of outliers; (6) using
extreme cases; (7) following up surprises; (8) looking for negative evidence; (9) making if-
then tests; (10) ruling out spurious relations; (11) replicating a finding; (12) checking out
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rival explanations; and (13) getting feedback from informants. Some of the most frequently
used strategies in these groups are triangulation, member checking and researcher as the
research instrument. Creswell (2009) provides eight primary strategies, “organized from
those most frequently used and easy to implement to those occasionally used and more
difficult to implement” (p. 191). These include: (1) use triangulation techniques; (2) use
member checking; (3) use rich, thick description; (4) clarify the bias the researcher brings to
the study; (5) present negative or discrepant information; (6) spend prolonged time in the
field; (7) use peer debriefing; and (8) use an external auditor. Seale (1999) suggests four
major strategies: (1) triangulation; (2) member validation; (3) analytic induction; and (4)
search for negative instances. Whiteley (cited in Joungtrakul, 2010) concentrates on four
major strategies: (1) authenticity; (2) triangulation; (3) audit trail and (4) familiarization
study.
Generally, most rigor strategies in qualitative research are based on the participants‟ theories
which assist researchers to theorise about contexts (Whiteley, 2011), as Bashir, et al (2008)
stated that “the qualitative researcher often goes to the site of the participant, enabling him or
her to develop a level of details about the individual or place to be highly involved in actual
experiences of the participants” (p. 38). In particular, the voice of the participant is utilized
gratefully in the data analysis step, including following the data in terms of organizing it into
concepts and constructs (Whiteley, 2011). Moreover, Bashir, et al.(2008) indicated that “in
qualitative studies multi-method approaches has been employed by the researcher towards the
generalizability of the research that is to enhance the reliability and validity of the research”
(p. 41). However, they suggest that “researcher bias is able to be minimized if the researcher
spends enough time in the field and employ multiple data collection strategies to corroborate
the findings” (p. 41).
RIGOR STRATEGY APPLICATION IN QUALITATIVE RESEARCH
In practice rigor strategy is usually explicitly presented in a separate section of the
dissertation proposal and the text of the final report. Literature related to rigor is presented
followed with an identification of a specific rigor strategy to be used in the research along
with the rationale justifying why the researcher selected such a rigor strategy to be applied in
the research. For example, Hocking (2002) presents a rigor strategy section on authenticity in
her dissertation as follows:
Educative authenticity was achieved because all the respondents were familiar with
research processes as the majority had university degrees and essentially the research
was about gaining the respondent‟s understanding of their world. In addition the
researcher attempted to clarify and answer questions that were posed by the
respondents as openly as possible. Catalytic authenticity was ensured by an informed
consent contract as it contained the usefulness of the research and its future
application. Tactical authenticity was ensured because the ownership of the data will
always lie with the respondents due to the confidentiality placed on their identity and
of the organization (pp. 134-135).
Further discussions and examples of rigor strategy application in qualitative research can be
found in Hocking (2002); Joungtrakul (2009); Nitimanop (2005); and Siriwaiprapan, (2000).
The application of rigor strategy in QR dissertations conducted in the USA is presented next.
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THE APPLICATION OF RIGOR STRATEGY IN QUALITATIVE RESEARCH
DISSERTATIONS CONDUCTED IN USA
Ten qualitative dissertations conducted by Ph.D. candidates in the USA during 2001-2010
were selected based on the purposive and convenience techniques for review and evaluation.
The data and information reviewed and evaluated is mostly based on the methodological and
analytical parts of the studies. A summary of each study is illustrated in Table 2.
TABLE 2: THE APPLICATION OF RIGOR STRATEGY IN QUALITATIVE
RESEARCH DISSERTATIONS CONDUCTED IN USA 2001-2010
Case
Rigor
Issues
Identified
Rigor
Literature
Presented
Rigor Strategy Applied Remarks
Case 1 yes yes Triangulation, member checks, peer
debriefing, and a reflective journal were
applied to ensure rigor in the study.
(pp.100-102)
An explanation of
rigor strategy is clear
in both reviewing
literature and
applying.
Case 2 yes no Triangulation, diverse types of documents
and sources were reviewed for study to
avoid the undue influence of any one
source. (p.167)
Negative case sampling was utilized for
analysis, and units of analysis were drawn
from a broad and varied number of
documents selected based on the
authenticity and academic or journalistic
standing of the document and its source of
publication. (p.167)
To promote validity, data collection
focused on direct, verbatim quotations and
on information found in multiple sources. .
(p.168)
Avoidance of personal prejudice, using
direct and verbatim quotations to add to
the authenticity or realism of results and to
serve to enhance the methodological
quality of the work (p.169)
Sources that had as their obvious aim
propaganda or defame the participant
were either rejected as unacceptably
biased or were not trusted as the sole
source of any one unit of analysis. (p.169)
The study consisted of a purposeful
sample of persons who were representative
of the critical elements of the phenomena
of interest. This match between participant
variables and the central constructs of the
study adds to its validity. (p.170)
An explanation of
rigor strategy
applying is clear.
However, rigor
literature review were
presented only as
references but did not
explain thoroughly in
the background and
detail of those
information.
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Case
Rigor
Issues
Identified
Rigor
Literature
Presented
Rigor Strategy Applied Remarks
The use of published text prevents
reactivity effects in the sense that
statements were not tailored to conform to
the projected or assumed focus of this
study. (p.170)
A second coder was recruited and trained
to categorize verbatim and identical units
of analysis sets to promote or reinforce the
reliability and validity of coding
procedures. (p.170)
Case 3 yes no A field test to check the validity and
reliability of the researcher‟s interview
instrument. (p.27)
Transcribing the results of the interviews
in their entirety to allow the reader to
compare and contrast the answers to the
questions contained in the interview
instrument. (p.27)
An explanation of
rigor strategy
applying is not clear,
just presenting about
how to ensure the
quality of instrument,
interview questions
and representation
the real answering of
participants with
transcribing their
explanation.
Case 4 yes yes Incorporating secondary data collected
through program documents strengthened
the internal validity of study outcomes.
(p.56)
Piloting the interview process promoted
rigor and assured that the construction of
questions and conversational techniques
effectively yielded in-depth descriptive
data. Participants‟ responses to the
interview questions confirmed the viability
of the interview format. (p.64)
Several strategies were applied in the
qualitative tradition, embedded processes
contributed to validity (Yin, 2003), such as
protocols, triangulation, and data
crosschecks throughout the research
process minimized researcher bias and
assured accurate and credible reporting
(pp.70-71)
The use of an interview Matrix promoted
consistency in the data gathering process
(Yin, 2003). (p.71)
Semi structured interviewing involved the
consistency of thematic exploration
through questions that framed general
concepts according to the evaluation‟s
purpose (Maxwell). (p.72)
An explanation of
rigor strategy is clear.
It is not in the section
of validity, but is also
explained in other
research procedures.
It is divided into two
major parts of
validity: internal
validity and external
validity.
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Case
Rigor
Issues
Identified
Rigor
Literature
Presented
Rigor Strategy Applied Remarks
The issue of transferability addressed
feasibility in applying the evaluation
design and methodology to similar
program settings (Yin, 2003).
Transferability of the study‟s evaluation
design to other formative evaluations is
cogent with external validity. (p.72)
Case 5 yes yes Triangulation, five triangulation
techniques were employed. First, a
triangulation technique was to evaluate
alternative approaches to categorizing the
data. Second, analytical triangulation was
also used, four of the five participants met
with the researcher to review the results of
the analysis. The third technique employed
was the use of multiple data sources. The
sources included multiple participants,
combining interview data with field notes,
and observations. The fourth technique
was the comparison of the results with the
findings from Hill‟s (1993) study. The
fifth triangulation method was that the
researcher, having made the transition
personally, was able to review the results
and verify that they were valid based upon
personal experience. (pp.75-76)
Test of credibility, an external
methodology review of this study was
conducted, that the reviewer has a Ph.D. in
Sociology and teaches graduate courses in
qualitative research methods. (p.77)
Using the data directly from the source
when possible and rich, detailed, and
concrete descriptions of people and places
were used for understanding the
phenomenon studied and drawn our own
interpretations about meanings and
significance. (p.78)
Using many participant quotes allowed the
participants in the study to speak for
themselves and researchers studying
different topics can consider the quotes
from the framework of their research and
better determine the transferability. (p.78)
An explanation of
rigor strategy is clear.
Case 6 yes yes Data check transcribed interviews returned
to respondents. (member checking) (p.67)
Taking detailed notes of program
participation, document participant
interviews, and comments. (p.80)
A second coder was trained in the coding
process. (p.80)
An initial intercoder reliability rate was
used by following the formula
recommended by Miles and Huberman
An explanation of
rigor strategy is just a
small part. Literature
review was focused
only on the
importance of the
data analysis step.
Rigor section was
presented in the topic
of validity and
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Case
Rigor
Issues
Identified
Rigor
Literature
Presented
Rigor Strategy Applied Remarks
(1996, p. 64). The coefficient of reliability
can be interpreted as the percentage of
observed agreement between the coders.
Reliability rates that fell within the range
of the 70% and 90% agreement levels
recommended by Miles and Huberman
(1996, p. 64), and suggest that the coding
schemes were valid as applied. (pp.80-81)
Triangulation: using at least three methods
of data collection, interviews, documents,
observation and participation, and an auto-
ethnographic essay.
reliability and it was
calculated as the
method of
quantitative study.
It does not indicate
clearly in the rigor
section for the
triangulation
technique, employed
in the study.
Case 7 yes yes Pilot study (p. 78)
Training Interpreters (p. 78)
The methodology of participant
observation was used to improve the
validity of the data obtained from the
interviews. It is as the mean of
triangulation. (p.81, p.89)
The verbatim transcription approach as
“Rich Data” was used to improve the
quality of the data. (pp.83-84)
Member checking: A member check
involves providing all or a portion of a
final report to people who have served as
participants on the project, that is, who are
the members of the sample. (p.90)
An explanation of
rigor strategy is clear.
It is not only
presented in the
quality of data
section but also
explained in each
step of research
procedure, such as
“Process of
Conducting the
Research” and
“Analysis Strategy.“
Case 8 yes yes Qualitative reliability is determined by
conducting identical interviews with
African-American human service
employees at different points in time.
(p.66)
Literature review is
just the brief concept
of validity and
reliability, mostly
shows only the
picture of the
quantitative
approach. It is not
presented clearly for
rigor strategy of the
qualitative approach
both literature review
and application. It is
indicated as only a
part of reliability.
Case 9 yes yes Validity was measured based upon
content, criterion-related, concurrent,
predictive, and construct types. Judgment
of the content was both digital (software)
and human interpretation (researcher). The
criteria involved four qualities (relevance,
freedom from bias, reliability, and
availability) to preserve the validity of the
data. The construct validity was derived
An explanation of
rigor strategy is just
small part, as validity
and reliability.
Similarly, literature
review is just the
brief concept of
validity and
reliability.
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Case
Rigor
Issues
Identified
Rigor
Literature
Presented
Rigor Strategy Applied Remarks
from the common themes (thoughts and
ideas derived from the interviews) found
while utilizing the software. (p.86)
Case 10 yes yes Pilot test: Using the protocols approved by
the Institutional Review Board (IRB), it
aims to assist the researcher in developing
a more concise and relevant line of
questioning. The pilot study results
confirmed its goal, which was to ensure
that the instrument and guide were
understandable, concise, and viable. (pp.
57-58)
Reporting sufficient details about the
process of data collection and analysis to
enable other researchers to assess the
quality of research findings. (p.56), given
the phenomenon of executive perceptions
and experiences. (p.56)
Member-checking, peer information, peer
debriefing, external auditors, and
clarifying bias were applied to this study.
(p.56)
Much of the trustworthiness that was
achieved in this project was gained by the
use of the ATLAS/ti software package.
(P.57)
An explanation of
rigor strategy is clear.
As shown in Table 2, most of QR dissertations conducted in the USA have provisions to deal
with rigor issues although some of them did not explicitly identify the rigor section in the
dissertations. Almost all of the QR dissertations reviewed identified ethical issues and
presented rigor related literature and rigor strategy and its application in the dissertations.
Only two (case 2 and 3) out of ten cases did not provide a literature review related to rigor.
One important point is that although rigor issues were identified and literature was presented
and rigor strategy and its application were present the presentation was made in terms of
validity and reliability as in quantitative approach. The application of rigor strategy in QR
dissertations conducted in Thailand is presented next for comparative purposes.
THE APPLICATION OF RIGOR STRATEGY IN QUALITATIVE RESEARCH
DISSERTATIONS CONDUCTED IN THAILAND
Ten qualitative dissertations conducted by Ph.D. candidates in Thailand during 2001-2010
were selected based on the purposive and convenience techniques for review and evaluation.
The data and information reviewed and evaluated is mostly based on the methodological and
analytical parts of the studies. A summary of each study is indicated in Table 3.
123
TABLE 3: THE APPLICATION OF RIGOR STRATEGY IN QUALITATIVE
RESEARCH DISSERTATIONS CONDUCTED IN THAILAND 2001-2010
Case
Rigor
Issues
Identified
Rigor
Literature
Presented
Rigor Strategy Applied Remarks
Case 1 No No No
Case 2 No No
No
Case 3 Yes No Triangulation A short statement indicating
rigor issue is made in the
research procedure section
(p. 92).
Case 4 Yes No Data examination through
Delphi Technique.
A short statement indicating
rigor issue is made in the
research procedure section
(p. 68).
Case 5 Yes No A general statement
indicating that an
examination of results with
experts was made to ensure
proper understanding with
informants.
It is not clear what rigor
strategy is being applied in
this study.
Case 6 Yes No Methodological
Triangulation.
An explanation of rigor
strategy is not clear.
Case 7 No No A general statement
indicating that the
researcher takes the result of
data analysis to present in a
workshop conducted with
key informants to ensure
mutual understanding.
It is not clear what rigor
strategy is being applied in
this study.
Case 8 No No No
Case 9 Yes Yes Triangulation A brief statement making
reference to literature on
rigor is made.
Case 10 Yes Yes Triangulation A brief statement making
reference to literature on
rigor is made.
Source: Joungtrakul, et al., 2012.
As shown in Table 3, Joungtrakul et al. (2012), there are six cases (Cases 3, 4, 5, 6, 9 and 10)
out of ten qualitative dissertations reviewed indicated rigor issue in the report of study.
However, explanation on the rigor issue is rather brief and insufficient to demonstrate that the
researcher has a thorough knowledge and understanding of it in qualitative research. Four
cases (Cases 1, 2, 7 and 8) make no mention about it at all. None of the studies reviewed and
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presented literature related to rigor with the exception of two studies (Case 9 and 10) where
the researchers made a brief statement referring to literature on rigor. However, the brief
statement provided is not sufficient to demonstrate that the researcher has sufficient
knowledge in the rigor issue in qualitative research and skills in application of it in qualitative
research. There are seven cases (Cases 3, 4, 5, 6, 7, 9 and 10) identifying and indicating the
application of rigor strategy. However, most of the rigor strategies identified were not clearly
explained. Although triangulation was mentioned in four cases (Cases 3, 6, 9 and 10) no
detailed explanation were made. There are three cases (Cases 1, 2 and 8) that make no
mention about rigor strategy identification and application.
COMPARISON OF RIGOR STRATEGY APPLICATIONS IN QR DISSERTATIONS
CONDUCTED IN THE USA AND THAILAND 2001-2010
Based on the review made in Tables 2 and 3, a comparison of the results was made based on
the three questions posed. It was found that: (1) All of dissertations conducted in the USA
identified rigor issues in the research, while there are only six dissertations conducted in
Thailand during the same period which presented rigor issues in the research; (2) The text of
the report of dissertations conducted in the USA explained rigor literature clearer than those
dissertations conducted in Thailand; (3) Most of dissertations conducted in the USA
explained the concept and theories of rigor in the report of the study. In contrast, those
dissertations conducted in Thailand presented just a brief statement referring to rigor
literature; (4) One similarity identified in this study is that triangulation is mostly used in
dissertations conducted in the USA and Thailand; and (5) dissertations conducted in the USA
described more detail about the application of rigor strategies in the report than those
dissertations conducted in Thailand.
DISCUSSION
The discussion of the findings in this study first is made corresponding to the three questions
posed. Having replied to the three questions a general discussion follows.
In replying to the first question of: (1) has the researcher explicitly identified rigor issues in
the research? In the case of the studies conducted in the USA all studies identified rigor
issues. In the case of the studies conducted in Thailand, it was found that from ten QR
dissertations reviewed, there are only six studies which presented ethical issues.
In replying to the second question of: (2) Is literature related to rigor reviewed and presented?
In the case of the studies conducted in the USA, it was found that there are only two out of
ten cases that did not provide a literature review related to rigor. In the case of the studies
conducted in Thailand, it was found that there are two studies where the researchers made a
brief statement referring to literature on rigor. However, the brief statement provided is not
sufficient to demonstrate that the researcher has sufficient knowledge in rigor issue in
qualitative research and skills in application of rigor strategy. It is essential that the Ph.D.
candidates express their rigor knowledge through the presentation of literature as many of
them will become professional researchers when they have completed their Ph.Ds.
In replying to the third question of: (3) What rigor strategies are identified and applied? In the
case of the studies conducted in the USA most studies identified rigor strategies. Several
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rigor strategies were identified and applied in different studies including triangulation and
negative cases identification. However, triangulation was the greatest rigor strategy identified
and applied. In the case of the studies conducted in Thailand, it was found that there are
seven cases which identified and indicated the application of rigor strategy. However, most of
the rigor strategies identified were not clearly explained. Although triangulation was
mentioned in four cases no detailed explanation was made. There are three cases that make
no mention about rigor strategy identification and application. It should be noted that
triangulation is the most well-known rigor strategy using in both the studies conducted in the
USA and Thailand.
The above findings reveal that improvement is needed in conducting QR in Thailand. This
study reviews ten QR Ph.D. dissertations conducted by ten candidates. As elaborated in the
original study by Joungtrakul et al.. (2012) that the major objective of the Ph.D. process is to
produce professional researchers it is the comprehensive training in which its final product is
a Ph.D. dissertation (Phillips & Pugh, 1994). Thus the Ph.D. must be an authority of both
methodology and subject matter of the dissertation (IUBMB, 2006; Phillips & Pugh, 1994).
Since rigor is one of the most important components of QR they must have thorough
knowledge of rigor issues and strategies and be able to apply them in conducting research
properly. In addition, one of the functions of the Ph.D. is to learn to teach, so it is very
important that they teach especially the teaching of undertaking research properly both in
terms of subject matter, content and methodology. If they do not understand and do not
realize the importance of rigor in research it will be very difficult to expect them to teach
rigor and the application of rigor strategies in research. This is a serious problem that needs
early resolution as Morse, et al. (2002) argued that “without rigor, research is worthless,
becomes fiction, and loses its utility” (p. 14). So, “all research must respond to canons of
quality-criteria against which the trustworthiness of the project can be evaluated” (Marshall
& Rossman, 1999, p.191). It was argued that “unless you can show your audience the
procedures you used to ensure that your methods were reliable and your conclusions valid,
there is little point in aiming to conclude a research dissertation” (Silverman, 2000, p.175).
One of the major causes of this situation might be that we have been concentrating on
teaching quantitative research in Thailand (Joungtrakul et al., 2012; Joungtrakul, 2010;
Joungtrakul, 2007; Joungtrakul, Aticomsuwan, & Someran, 2011). Although rigor is
important to all kinds of research, however, due to its nature, qualitative research requires
more attention to rigor issues. The Association of Researchers plays a key role in research
training but rigor issues are not emphasized. Joungtrakul (2010) points out ten stakeholder
groups of QR in Thailand requiring more knowledge and understanding of QR and rigor
issues in QR. They are: (1) educational institutions who design curricula and produce
professional researchers; (2) faculty members who teach research; (3) supervisors who
supervise theses and dissertations; (4) students who are conducting research for their theses
or dissertations; (5) professional researchers who conduct research for their clients; (6)
funding organizations who support research projects; (7) experts or peers who review
research papers or reports; (8) users of research; (9) the research community; and (10) the
general public. Awareness of all stakeholder groups of the importance of rigor in research
especially in QR would help improve the current situation and that rigor should be included
in all phases of research from the beginning of identifying the needs for research to the
conclusion of the research process (Joungtrakul, 2009, 2010; Joungtrakul et al. 2012;
Whiteley, 2002).
126
CONCLUSIONS AND RECOMMENDATIONS
The findings of this study reveal that samples of qualitative studies conducted in the USA are
more advanced than those conducted in Thailand in terms of rigor in qualitative research. At
the same time major improvement is needed in the conduct of QR in Thailand. It indicates
that there is a lack of knowledge and understanding of the importance of rigor issues in
conducting research especially in QR. There is also a lack of knowledge and understanding of
rigor issues, rigor strategies, and how to apply them (Joungtrakul, et al., 2012).
To improve the current situation in Thailand the following recommendations are made: (1) all
research training courses should include rigor issues; (2) university research courses should
be revised to include rigor issues; (3) rigor in research awareness programs should be
developed and implemented to create awareness of all research stakeholder groups
(Joungtrakul, et al., 2012).
LIMITATION OF THE STUDY
Although this study indicates some critical issues in rigor in qualitative research conducted in
the USA and in Thailand there are some limitations. This study reviewed ten QR studies
conducted by Ph.D. candidates in Thailand and another ten conducted in the USA during
2001-2010. These studies were selected based on the purposive and convenience techniques.
It cannot be claimed that these studies represent all QR dissertations conducted in Thailand or
the USA. In addition the ten Thai studies selected are written in Thai language. Those
dissertations submitted by Ph.D. candidates in English in Thailand or in international
programs are not included. At the same time the selection of ten QR dissertations conducted
in the USA were also made based on the purposive and convenience techniques. It cannot be
claimed that these studies represent all QR dissertations conducted in the USA. In addition
the data and information reviewed and evaluated is mostly based on the methodological and
analytical parts of the studies. A more rigorous study should be conducted for generalization
purposes.
ACKNOWLEDGEMENTS
We are grateful to Dr. Katsunori Kaneko and Nawasanan Wongprasit for their agreement to
us to use the original study of “Rigor Strategies Application in Qualitative Research: A study
of Qualitative Doctoral Dissertations Submitted to Universities in Thailand 2001-2010”
(Joungtrakul, et al., 2012), as a basis for this study.
127
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129
NON-PERFORMING ASSETS: A BRUNT ON FINANCIAL PERFORMANCE OF
BANKS
Neha Kalra
Shaveta Gupta
Rajesh Bagga
Apeejay Institute of Management Technical Campus
Jalandhar
ABSTRACT
Non-Performing assets (NPAs) in the banking arena is adding to the troubles of Indian
economy. It is apparent that banks in each and every economy are behind propelling of an
economic growth. And in turn, the growing economy has positive impact on the survival of
banks too in terms of augmenting demand for credit. The brisk rate of Indian economic
growth can be considered as good example of the role played by banks in the country‟s
success. Now days, banks are playing the role of credit creators and are offering number of
services by widening their area of operations. But along with the expansion of banks, have
emerged a biggest problem and that is NPAs. Though this problem is not new yet a lot of
efforts are required to be put into this specific area. So to solve this problem, a lot of
concentrated efforts with a focused approach are the need of hour and Government of India
along with RBI has started to take steps to tackle this mounting edifice of NPAs. The current
study has been carried out on nationalized banks in India in order to study the impact of
NPAs on liquidity and profitability of banks using Correlation and Multiple regression
analysis. The study bring forth that NPAs reduce the profitability of banks, weaken its
financial health and erode its liquidity. The study also reveals that the NPA to total advances
is a critical variable that not only affect the profitability of the banks but also affect the
liquidity position of the banks.
Keywords: Non-performing assets, SARFAESI, Correlation Analysis and Multiple
Regression Analysis.
INTRODUCTION
Banking sector reforms in India have sheltered facets like models for interest rates and its deregulation,
decreasing the statutory ratio requirements, the concepts of asset classification etc. But the results were not as
expected. This was because of the reason of lack of reforms related to the execution stages drawn in the
banking activities. So the preamble of transformations without the changes in the execution of work can only
add to the situation of mayhem and the conditions will only worsen rather than to improve. After India gained
independence in the year 1947 and before the era of nationalization of banks, the banking sector was the
puppet in the private hands. As the control power was with the private hands, so the big industrial house were
successful in eating out a big chunk of the financial resources for their own benefit and as per their own
priority. These kinds of activities add to the sufferings of various sectors of Indian economy. Banks directly or
indirectly affect economic development (Schumpter1961, Goldsmith 1969, Anagdi 2003) and established all
over the world to mobilize savings and invest into economy either directly or indirectly for production and
generation of income and employment (Shrivastav 1981). The importance and necessity of banking system has
been realised in post-independence period and were restructured into nationalised or public sector banks till
eighties to achieve broader economic objectives (Chhipa, 1987 Deb, 1988). It was with the nationalization of
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banks in the year 1969 that all the sections of the society accepted this move as a way to revolutionise the
economic scenario of India. Government of India issued the directive to the banking sector to enlarge the base
of their activities by entering the rural areas and to sanction loans on the basis of priority to sectors like
agriculture, small-scale industries etc. To a certain extent the banking sector has achieved this mandate.
Lead Bank Scheme enabled the banking system to expand its network in a planned way and
make available banking series to the large number of population and touch every strata of
society by extending credit to their productive endeavors. The importance of bank‟s stability
in a developing economy is noteworthy as any distress affects the development plans
(Rajaraman and Vasishtha, 2002) thereby the economic progress (Thiagarajan et al. 2011).
During the decades of 1980 and 1990, banking industry throughout the world was in a state
of crisis. India was no exception. The high-flying reason for the crisis was well built edifice
of NPAs that was continuously mounting up. Numerous factors were there that lead to
escalating up of NPAs like lack of objectivity in the credit assessment of the borrowers,
loopholes in the legal system, increasing influence of politicians etc.
RBI has been taking strong measures from time to time and based on the recommendations of
the Narsimahan Committee, the landscape of Indian banking changed altogether. All the
banks were directed to follow the norms of capital adequacy, asset quality, provisioning for
NPAs, prudential norms, disclosure requirements, acceleration of pace and reach of latest
technology, streamlining the procedures and complying with accounting standards and
making financial statements transparent. The banks were not only required to take the above
steps but always evaluate their financial position from period to period. Because of this
factor, the interest of the analysts and researchers got developed to analyze, evaluate, measure
and finally manage the financial performance of the Indain banks. In this direction, the
researchers like Chidambaram and Alemelu (1994), Sarkar and Das(1997), Ajit and Bangar
(1998), Bhatia and Verma (1998), Kaur and Bhatia (1998), Padmanabhan (1998), Dasgupta
(2000), Desai and Farmer (2001), Edirisuriya and Fang (2001), Mittal (2001), Passah (2001),
Sikander and Mukherjee (2001), Khatik (2002), Sangmi (2002), Purohit et al. (2003), Kapil
and Nagar (2003), Duncan et al. (2004), Reddy (2004) and Mohanty (2006) have attempted
to make a contribution in the field.
Everyone is aware of the fact that the banking activities primarily, include borrowing and
lending of funds. As far as lending is concerned, risk is involved. The best indicator for the
health of the banking industry in a country is its level of Non-performing assets (NPAs).
NPAs are one of the major concerns for banks in India. It reflects the performance of banks.
When the lending of funds or the loan extended by the bank is not recovered or turns out to
be unproductive, then that loan is termed as Non-Performing asset. Reduced NPAs generally
gives the impression that banks have strengthened their credit appraisal processes over the
years and growth in NPAs involves the necessity of provisions, which bring down the over all
profitability of banks (Bhavani Prasad and Veena, 2011).
As per SARFAESI Act 2002, NPA is defined as an asset or borrower‟s account, which has
been classified by bank as sub-standard asset, doubtful or loss asset, in accordance with the
guidelines related to asset classification issued from time to time by RBI. Previously, the loan
and advances that remained overdue for more than 180 days were termed as NPAs but now
the time period has been reduced to 90 days with effect from 31st March 2004. The banking
system is, therefore, sure to see a bulge NPA portfolio in the coming years. This poses a
serious liquidity and credit risk on the banking system, which unless managed effectively
would jeopardize the same. NPAs include: Standard Assets, Sub-standard assets, doubtful
assets and loss assets. This classification is based on the time period when the assets remain
131
overdue but the time period may vary. But from 2005, the internationally accepted criterion
of 12 months has been applicable. No doubt that bank are playing an important role in the
development of an economy in terms of the various activities that they carry out for the
benefit of all sections of an economy, but they also suffer from some hurdles which acts as
impediment to the economy‟s growth. This obstacle is in terms of NPAs that are generated in
ordinary course of banking activities that is, lending of funds but with inefficient process. So,
ultimately this inefficiency retards the growth rate of an economy. The impact of NPAs on
the activities of a bank can be: the profits of a bank suffer a setback, cost of capital will
increase and return on investment falls. Due to mounting edifice of NPAs, RBI in co-
operation with Government undertook various measures to resolve this problem that has the
inclination of intensification if relaxations are there. So number of measures has already been
in place to tackle this problem and up to some extent, this issue is under control.
REVIEW OF LITERATURE
Realising the importance of banking sector for an economy, NPAs as an area of research has
attracted the attention of lot many researchers all over the world. Numerous researches have
been carried out from time to time in the arena of NPAs. This section covers a snapshot of the
previous studies on impact of NPAs on the financial performance of the banks.
A study by Sergio (1996) examined the non-performing loans in Italy and found that an
increase in the riskiness of loan assets was rooted in a Bank‟s lending policy adducing to
relatively unselective and inadequate assessment of sectoral prospects. Business cycle could
be a primary reason for Bank non-performing loans. But the increase in bad debts as a
consequence of recession alone was not empirically demonstrated. With many countries
adopting the policy of liberalization, a research by Brooks (2003) put forth new empirical
evidence on the impact of financial liberalization on the performance of Indian commercial
banks. The analysis focused on examining the behaviour and determinants of bank
intermediation costs and profitability during the liberalization period. The empirical results
suggest that ownership type has a significant effect on some performance indicators and that
the observed increase in competition during financial liberalization has been associated with
lower intermediation costs and profitability of the Indian banks. With the policy of
privatization resulting in more number of foreign banks entering domestic markets, a study
by Sathya (2005) examined the effect of privatization of banks on performance and
efficiency. The data taken was for five years (1998-2002) and it was analyzed by using
difference of means test. It was concluded that partially privatized banks have performed
better as compared to fully public sector banks in respect of financial performance and
efficiency.
It is apparent that banks in each and every economy are behind propelling of an economic
growth. And in turn, the growing economy has positive impact on the survival of banks too in
terms of augmenting demand for credit. Working on these lines, Dash and Kabra (2010)
analysed the sensitivity of non-performing loans to macroeconomic and bank specific factors
in India. In particular, it employed regression analysis and a panel dataset covering 10 years
(1998-99 to 2008-09) to examine the relationship between non performing loans and several
key macroeconomic and bank specific variables. The results revealed a significant positive
relationship between non-performing loans and the real effective exchange rate.
132
The liberalisation policy adopted by India in 1990s resulted in emergence of new foreign
banking players hitting Indian market resulting in increased competition in the banking
sector. A study by Saluja and Lal (2010) compared the performance of public and private
sector banks and in foreign banks in India with special reference to their NPAs. For this
purpose four banks from public sector: State Bank of India, Allahabad Bank, Bank of Baroda
and United Bank of India, from private sector: Axis Bank, HDFC Bank, ICICI Bank and
Indusind Bank, from foreign banks: Citibank, Deutsche Bank, HSBC Bank and Standard
Chartered Bank were selected and comparative analysis of all three categories was made
on the basis of gross NPAs and Net NPAs. The study inferred that there was huge difference
in NPAs of public, private and foreign banks and greater quantum of NPAs was observed in
non-priority sector than in priority sector. The results also put forth the differential
management of NPAs in different bank categories. Extending the findings of this research,
another study by Ghosh and Ghosh(2011) emphasized on management of non-performing
assets in the perspective of the public sector banks in India. This study traced the movement
of the nonperforming assets present in public sector banks of India by analyzing the financial
performance of the banks with respect to key performance indicators and management of
the non-performing assets under the purview of new policy actions and regulatory
compliance of the Reserve Bank of India. On the same lines, another research by Malyadri
and Siricha (2011) examined the state of affair of the Non performing Assets (NPAs) of the
public sector banks and private sector banks in India with special reference to weaker
sections. The study was based on the secondary data retrieved from Report on Trend and
Progress of Banking in India and was limited to the analysis of NPAs of the public sector
banks and private sector banks for the period seven (7) years i.e. from 2004-2010. The data
was analyzed by statistical tools such as percentages and Compounded Annual Growth
Rate (CAGR). The study observed that the public sector banks have achieved a greater
penetration compared to the private sector banks vis-à-vis the weaker sections.
Highlighting the importance of growth of banks in Indian economy, a study by Kaur and
Saddy (2011) put forth that non-performing assets are one of the major concerns for banks in
India. NPAs reflect the performance of banks. An attempt has been made in the paper to
explore the factors contributing to NPAs, the magnitude of NPAs, reasons for high NPAs and
their impact on Indian banking operations. Another effort in the same direction was made by
Poongavanam (2011) who analysed the mounting nonperforming assets (NPAs) in the recent
times. The paper discussed that an NPA account not only reduces profitability of banks by
provisioning in the profit and loss account, but their carrying cost is also increased which
results in excess & avoidable management attention. Similarly, Yadav (2011) found that one
fourth credit of total advances was in the form of doubtful asset in the initial year of the
nineties and had an adverse impact on profitability of public banks at aggregate or sectoral
level indicating high degree of riskiness in credit portfolio. The profitability of all public
sector banks was affected at very large extent when non-performing assets (NPAs) work with
133
other banking strategic variables and also affected productivity and efficiency. Carrying out
the research in tandem with the earlier findings, Kavitha (2012) observed in the study that
credit of total advances was in the form of doubtful asset in the past and had an adverse
impact on profitability of public sector banks. The profitability of all public sector banks was
affected at very large extent when non-performing assets (NPAs) worked with other banking
and also affected the productivity and efficiency of the banking groups. Banks directly or
indirectly affected trade and industry development.
In an attempt to explore the indicators of NPAs and its related impact, Rajput, Gupta,and
Sharma (2012) used an empirical approach to analyse the profitability indicators as a focal
point on non-performing assets (NPAs) of commercial banks in the Indian context. The
empirical findings used observation method and statistical tools like DEA, correlation,
regression and data representation techniques that identified a negative relationship between
profitability measure and NPAs. Also in another study, an attempt was made by Siraj and
Pillai (2012) where they explored movement of various NPA indicators; Gross NPA, Net
NPA, Additions to NPA, Reductions to NPA and Provisions towards NPA and compared it
with Total Advances and Total Deposits of banks up to the period ended 31st December
2011. The study utilized growth rate calculating using correlation and regression study to
analyze the movement and significance of NPA indicators during the period. The study
concluded that NPA still remains a major threat and the incremental component explained
through additions to NPA poses a great question mark on efficiency of credit risk
management of banks in India.
A final point of distinction is that our study allows for the possibility of performance
measures to respond asymmetrically to mounting NPAs, and examines the direction and
impact of relationship in the nationalised banks in India.
NEED AND OBJECTIVES OF THE STUDY
Non-performing Asset is an important parameter in the analysis of financial performance of a
bank as it results in decreasing margin and higher provisioning requirement for doubtful
debts.When the previous researches conducted on the Impact of NPA were reviewed, a wide
research gap was identified as far as the researches in Indian context are concerned.
Therefore the current research was conducted to investigate into the impact of NPA on
liquidity and profitability of nationalized banks in India. The study has been carried out in
light of the following objectives:
To explore the relationship between NPAs and performance of banks.
To measure the impact of NPA on liquidity and profitability of banks.
HYPOTHESES OF THE STUDY
The success of banking is assessed on the basis of its profit and quality of asset. A major
threat to banking sector is prevalence of Non-Performing Assets (NPAs). Michael et al.
(2006) emphasized that NPA in loan portfolio affect operational efficiency which in turn
affects profitability, liquidity and solvency position of banks. Batra (2003) noted that in
addition to the influence on profitability, liquidity and competitive functioning, NPA also
affect the psychology of bankers in respect of their disposition of funds towards credit
delivery and credit expansion. Chijoriga (2000) and Dash et al. (2010) showed the
relationship between bank failures and higher NPAs worldwide. Brooks (2003), Ghosh and
134
Ghosh (2011), Poongavanam (2011), Kavitha (2012) and Rajput, Gupta and Sharma (2012)
examined that the profitability of all banks was affected at very large extent when a high level
of non-performing assets (NPAs) constituted the portfolio. In order to examine the same in
case of nationalised banks in India, the following null hypotheses were framed and tested:
H01: There is no significant impact of holding of Non- performing assets on the profitability
of nationalized banks in India.
H02: There is no significant impact of holding of Non- performing assets on the liquidity of
nationalized banks in India.
DATA BASE AND METHODOLOGY
In order to carry out the study, secondary data has been extracted from annual reports of
banks, Journal of Indian Banking Association and Report on Trend and Progress of Banking
in India and statistical tables relating to banks in India as published by RBI. The final list of
variables has been identified after a brief review of studies of Saluja and Lal (2010), Sangmi
and Nazir (2010) and Siraj and Pillai (2012). The data has been collected regarding different
parameters affecting the profitability and liquidity of the banks and has been segregated into
dependent and independent variables as given in table 1. Here return and Liquidity have been
taken as the dependent or the criterion variable and Gross NPA, Net NPA, provision coverage
ratio and Capital adequacy ratio have been taken as the independent or the predictor
variables.
TABLE 1 DESCRIPTION OF DEPENDENT AND INDEPENDENT VARIABLES
FACTOR VARIABLE DESCRIPTION OF VARIABLE
INDEPENDENT VARIABLES
NON
PERFORMING
ASSETS (NPA)
Gross NPA Ratio Gross NPA/Gross Advances
Net NPA Ratio Net NPA/Net Advances
Net NPA = Gross NPA – (Balance in Interest Suspense account +
DICGC/ECGC claims received and held pending adjustment +
Part payment received and kept in suspense account + Total
provisions held)
Provision Coverage
Ratio
Total Provision/Gross NPA
Capital Adequacy Ratio Qualifying capital/risk adjusted (or weighted) assets
DEPENDENT VARIABLES
PROFITABILITY Return on Net Worth Net Profit/ Net Worth
LIQUIDITY
Current Ratio Current Assets/Current Liabilities
Quick Ratio Quick Assets/Current Liabilities
Source: Authors‟ own.
Statistical Tools and Techniques of Analysis
Dash and Kabra (2010), Yadav (2011) and Rajput, Gupta and Sharma (2012) and Siraj and
Pillai (2012) have made use of correlation and multiple regression methodologies to test the
impact of NPAs on liquidity and profitability of banks. Following their methodologies, in
135
order to analyse the data in the present study, Correlation and Multiple Regression approach
have been used. For this purpose, SPSS has been meticulously used. Correlation Analysis
The Bivariate Correlations procedure computes the pairwise associations for a set of variables and
displays the results in a matrix. It is useful for determining the strength and direction of the
association between two scale or ordinal variables. Under this Pearson correlation coefficients have
been computed which measure the degree of linear association between two variables. The correlation
table shows correlation coefficients ranging in value from –1 (a perfect negative relationship) and +1
(a perfect positive relationship). A value of 0 indicates no linear relationship.
Multiple Regression Analysis Multiple Regression Analysis is a statistical technique which analyses the linear relationship between
a dependent variable and multiple independent variables by estimating coefficients for the equation
for a straight line. The linear regression model assumes that there is a linear, or "straight line,"
relationship between the dependent variable and each predictor variable. On the lines of the study
based on regression analysis carried out by Elder, Miao and Ramchander (2012), in order to examine
the impact of NPA on the performance of the firms, univariate and stepwise regression analysis has
been applied. Stepwise regression analysis is procedure in which the predictor variables enter or are
removed from the regression equation one at a time. The purpose of this procedure is to select from a
large number of predictor variables a subset of variables that account for most of the variation in the
dependent or the criterion variable.
RESULTS AND DISCUSSIONS
The results have been presented in two sections. The first section briefs the results of correlation
analysis and second section covers the results of multiple regression analysis. Table 2 shows the
Pearson correlation coefficients of the dependent and the independent variables.
136
TABLE 2 CORRELATIONS ANALYSIS OF NPA WITH PROFITABILITY AND LIQUIDITY MEASURES
Gross
NPA Ratio
Net
NPA Ratio
Provision
Coverage Ratio
Capital
Adequacy Ratio
Return
On Net Worth
Current
Ratio
Quick
Ratio
Gross NPA
Ratio
Pearson Correlation 1 .253 -.224 -.345* -.728
** -.542
* -.415
Sig. (2-tailed) .296 .357 .043 .000 .017 .077
N 19 19 19 19 19 19 19
Net NPA
Ratio
Pearson Correlation .253 1 -.305 -.211 -.272 -.035 -.347
Sig. (2-tailed) .296 .205 .385 .260 .887 .145
N 19 19 19 19 19 19 19
Provision
Coverage
Ratio
Pearson Correlation -.224 -.305 1 .313 .120 -.203 -.013
Sig. (2-tailed) .357 .205 .192 .624 .404 .958
N 19 19 19 19 19 19 19
Capital
Adequacy
Ratio
Pearson Correlation -.345* -.211 .313 1 .268 -.359 .457
*
Sig. (2-tailed) .043 .385 .192 .267 .132 .049
N 19 19 19 19 19 19 19
Return On Net
Worth
Pearson Correlation -.728**
-.272 .120 .268 1 -.313 .300
Sig. (2-tailed) .000 .260 .624 .267 .192 .212
N 19 19 19 19 19 19 19
Current Ratio
Pearson Correlation -.542* -.035 -.203 -.359 -.313 1 -.366
Sig. (2-tailed) .017 .887 .404 .132 .192 .124
N 19 19 19 19 19 19 19
Quick Ratio
Pearson Correlation -.415 -.347 -.013 .457* .300 -.366 1
Sig. (2-tailed) .077 .145 .958 .049 .212 .124
N 19 19 19 19 19 19 19
137
TABLE 2 CORRELATIONS ANALYSIS OF NPA WITH PROFITABILITY AND LIQUIDITY MEASURES
Gross
NPA Ratio
Net
NPA Ratio
Provision
Coverage Ratio
Capital
Adequacy Ratio
Return
On Net Worth
Current
Ratio
Quick
Ratio
Gross NPA
Ratio
Pearson Correlation 1 .253 -.224 -.345* -.728
** -.542
* -.415
Sig. (2-tailed) .296 .357 .043 .000 .017 .077
N 19 19 19 19 19 19 19
Net NPA
Ratio
Pearson Correlation .253 1 -.305 -.211 -.272 -.035 -.347
Sig. (2-tailed) .296 .205 .385 .260 .887 .145
N 19 19 19 19 19 19 19
Provision
Coverage
Ratio
Pearson Correlation -.224 -.305 1 .313 .120 -.203 -.013
Sig. (2-tailed) .357 .205 .192 .624 .404 .958
N 19 19 19 19 19 19 19
Capital
Adequacy
Ratio
Pearson Correlation -.345* -.211 .313 1 .268 -.359 .457
*
Sig. (2-tailed) .043 .385 .192 .267 .132 .049
N 19 19 19 19 19 19 19
Return On Net
Worth
Pearson Correlation -.728**
-.272 .120 .268 1 -.313 .300
Sig. (2-tailed) .000 .260 .624 .267 .192 .212
N 19 19 19 19 19 19 19
Current Ratio
Pearson Correlation -.542* -.035 -.203 -.359 -.313 1 -.366
Sig. (2-tailed) .017 .887 .404 .132 .192 .124
N 19 19 19 19 19 19 19
Quick Ratio
Pearson Correlation -.415 -.347 -.013 .457* .300 -.366 1
Sig. (2-tailed) .077 .145 .958 .049 .212 .124
N 19 19 19 19 19 19 19
Source: Authors‟ own.
Notes: **Correlation is significant at the 0.01 level (2-tailed).
138
TABLE 2 CORRELATIONS ANALYSIS OF NPA WITH PROFITABILITY AND LIQUIDITY MEASURES
Gross
NPA Ratio
Net
NPA Ratio
Provision
Coverage Ratio
Capital
Adequacy Ratio
Return
On Net Worth
Current
Ratio
Quick
Ratio
Gross NPA
Ratio
Pearson Correlation 1 .253 -.224 -.345* -.728
** -.542
* -.415
Sig. (2-tailed) .296 .357 .043 .000 .017 .077
N 19 19 19 19 19 19 19
Net NPA
Ratio
Pearson Correlation .253 1 -.305 -.211 -.272 -.035 -.347
Sig. (2-tailed) .296 .205 .385 .260 .887 .145
N 19 19 19 19 19 19 19
Provision
Coverage
Ratio
Pearson Correlation -.224 -.305 1 .313 .120 -.203 -.013
Sig. (2-tailed) .357 .205 .192 .624 .404 .958
N 19 19 19 19 19 19 19
Capital
Adequacy
Ratio
Pearson Correlation -.345* -.211 .313 1 .268 -.359 .457
*
Sig. (2-tailed) .043 .385 .192 .267 .132 .049
N 19 19 19 19 19 19 19
Return On Net
Worth
Pearson Correlation -.728**
-.272 .120 .268 1 -.313 .300
Sig. (2-tailed) .000 .260 .624 .267 .192 .212
N 19 19 19 19 19 19 19
Current Ratio
Pearson Correlation -.542* -.035 -.203 -.359 -.313 1 -.366
Sig. (2-tailed) .017 .887 .404 .132 .192 .124
N 19 19 19 19 19 19 19
Quick Ratio
Pearson Correlation -.415 -.347 -.013 .457* .300 -.366 1
Sig. (2-tailed) .077 .145 .958 .049 .212 .124
N 19 19 19 19 19 19 19
*Correlation is significant at the 0.05 level (2-tailed).
139
The perusal of results in table 2 reveals that the Pearson‟s correlation coefficient of Gross
NPA ratio and return on net worth is -0.728 at 0.01 level of significance indicating presence
of negative and highly significant correlation. It clearly shows that a higher ratio of non-
performing assets to advances for nationalized banks results in a corresponding fall in return
on net worth for banks. It is so because, gross NPA reflects the quality of the loans made by
banks. It consists of all the non standard assets like sub-standard, doubtful and loss assets.
Because of the money getting blocked the prodigality of bank decreases not only by the amount
of NPA but NPA leads to opportunity cost also so that much of profit
invested in some return earning project/asset. The NPAs do not generate interest income for
banks but at the same time banks are required to provide provisions for NPAs from their
current profits. So NPA not only affect current profits but also future stream of
profit, which may lead to loss of some long-term beneficial opportunity.
Further the correlation coefficient of gross NPA and current ratio is -0.542 at 0.05 level of
significance depicting existence of negative correlation. It can be inferred that a rise in the
gross NPA ratio of the banks results in deterioration of liquidity (current ratio) for banks.
Since money is getting blocked and profits are declining due to increased Gross NPA ratio, it
leads to lack of enough cash at hand which fosters borrowing money for shortest
period of time leading to additional cost to the company, difficulty in operating
the functions of bank and delays in making routine payments.
Also the correlation coefficient of capital adequacy ratio and quick ratio is 0. .457 at 0.05
level of significance, showing that banks in India have been able to manage high level of
CRAR to provide adequate cushion for any unexpected losses which ultimately improving
their liquidity position and also resulting in less quantum of gross NPAs by banks (evident
from the coefficient of capital adequacy ratio and gross NPA i.e., -.345*
at 0.05 level of
significance).
The Pearson correlation coefficients of the other variables are found to be insignificant. Since
some NPA variables have been found to have significant correlation with the dependent
variables of return and liquidity, therefore to further analyse the impact of NPA on returns
and liquidity of the nationalized banks in India, the data has been regressed.
Multiple Regression Analysis
Having established the nature of association of NPAs and performance measures in case of
nationalised banks in India, we now investigate the degree of impact of increased NPAs in
banks portfolios on its performance. In the first step we fit a univariate regression model of
the following form:
Y1 = a + b1X1 + b2 X2 + b3 X3 + b4 X4 + u-------------- (1) Where Y= Return on Net Worth,
X1= Gross non- performing asset Ratio; a= intercept, b=regression parameter; u= standard error.
X2= Net non- performing asset Ratio
X3= Provision coverage Ratio
X4= Capital adequacy Ratio
Y2 = a + b1X1 + u -------------------------------------- (2)
Where Y2= Current Ratio,
Y3 = a + b1X1 + u -------------------------------------- (3)
Where Y3= Quick Ratio,
140
The table 3 reports the estimated univariate regression models for the impact of NPAs on the
profitability (return on net worth) and liquidity (current ratio and quick ratio) of nationalised
banks.
141
TABLE 3 IMPACT OF NPAS ON PROFITABILITY AND LIQUIDITY OF BANKS: RESULTS FROM UNIVARIATE
REGRESSIONS.
Return on Net worth Current Ratio Quick Ratio
Non-
Performi
ng Assets
Optimal
regressors
β
T-stat Collinearity
Statistics
Tolerance
VIF
β
T-stat Collinearity
Statistics
Tolerance VIF
β
T-stat Collinearity
Statistics
Tolerance
VIF Gross NPA -.709 -3.599 .841 1.189 -.510 -2.218 .841 1.189 -.272 -1.198 .841 1.189
Net NPA -.112 -.576 .867 1.154 -.237 -1.044 .867 1.154 -.282 -1.260 .867 1.154
Provision
Coverage -.081 -.408 .837 1.195 -.098 -.424 .837 1.195 -.282 -1.241 .837 1.195
Capital
Adequacy .025 .128 .818 1.222 -.202 -.867 .818 1.222 .392 1.702 .818 1.222
R2 .543 .377 .393
F- Ratio 4.163 2.118 2.270
p-value .020a .133 .113
Source: Authors‟ own.
Notes: a Indicate significance at the 5% level.
142
Table 3 reports estimated coefficients with corresponding standardized β values, t-statistics,
collinearity stats, adjusted R-squares, F-ratio and p-values obtained from univariate regression
models. The standardized beta coefficients show how strongly the independent variable is associated
with the dependent variable, when adjusted for standard error to provide more comparable results.
The t and Sig (p) values give a rough indication of the impact of each predictor variable – a big
absolute t value and small p value suggests that a predictor variable is having a large impact on the
criterion variable. The F- test value helps to determine whether the model is a good fit for the data.
The variance inflation factor (VIF) was used to assess the multi-collinearity and the VIF scores ranged
between 1.154 and 1.222. Threshold values of tolerance above .10 (Hair et al. 1998) and VIF scores
of less than 10 suggest minimal multi-collinearity and stability of the parameter estimates (Neter et al.
1985; Dielman, 1991).
The results are discussed for the NPAs and performance of the banks. We notice that when
all the predictor variables were taken together in univariate regression analysis, all three
performance indicators were found to be sensitive to NPAs, but in different ways. In
particular, a significant relation was identified between NPAs and return on net worth causing
a variance of 54.3%, with an F-value of 4.163. The results were significant at less than 5%
level of significance. In addition to the above results, the other two liquidity measures,
current ratio and quick ratio, were affected by NPAs to the tune of 37.7% and 39.3%
respectively, but these results were found to be insignificant.
In addition to estimating the full model, we also estimate a stepwise regression model that
identifies a restricted set of regressors in the joint model with the most influential factors.
Stepwise regressions allow some or all of the independent variables in a standard linear
regression to be chosen automatically from a set of variables. We also check for consistency
of the stepwise coefficients with the univariate model containing all variables in the system.
We also allow for manual additions of selected factors from categories that are not
represented in the stepwise approach. The stepwise regression results, which are reported in
Table 4, are largely consistent with the univariate regression results discussed earlier.
The table 4 reports the estimated coefficients with corresponding t-statistics, p-values and
adjusted R-squares obtained from stepwise regression models for the impact of NPAs on the
profitability (return on net worth) and liquidity (current ratio and quick ratio) of nationalised
banks.
143
TABLE 4 STEPWISE MODELS OF IMPACT OF NPAS ON PROFITABILITY AND LIQUIDITY OF BANKS
Return on Net worth Current Ratio Quick Ratio
Non-
Performing
Assets
Optimal
regressors
β
T-stat Optimal
regressors
β
T-stat Optimal
regressors
β
T-stat
Intercept 24.361 14.039 Intercept .012 2.325 Intercept -
21.459
.9888
Gross NPA -.728 -4.375a Gross NPA .542 2.658
b Capital
adequacy .457 2.116
b
Adjusted R2 .502 Adjusted R
2 .252 Adjusted R
2 .162
F- Statistics 19.138a F- Statistics 7.063
a F- Statistics 4.479
b
Source: Authors‟ own.
Notes: a Indicate significance at the 1% level.
b Indicate significance at the 5% level.
144
The regression equation for non-performing assets on profitability and liquidity at aggregate
level is:
Y1 = a + b1X1 + b2 X2 + b3 X3 + b4 X4 + u-------------- (4)
Where Y= Return on Net Worth,
X1= Gross non- performing asset Ratio; a= intercept, b=regression parameter; u= standard
error.
X2= Net non- performing asset Ratio
X3= Provision coverage Ratio
X4= Capital adequacy Ratio
Y2 = a + b1X1 + u -------------------------------------- (5)
Where Y2= Current Ratio,
Y3 = a + b1X1 + u -------------------------------------- (6)
Where Y3= Quick Ratio,
We notice that several Gross NPAs and Capital adequacy, as a measure of NPAs have
a significant impact on performance indicators viz. return on net worth, current ratio
and quick ratio. All three performance indicators are sensitive to NPAs, but in
different ways. The stepwise regression picks up only the Gross NPAs which have an
impact on the Profitability and liquidity at the 5% significance level. In particular,
Gross NPA has a negative influence on banks performance (return on net worth and
current ratio), and a negative association has been established between capital
adequacy and quick ratio. Here the t-value for Gross NPA ratio is significant at less
than 1% level of significance showing that it has a huge impact on Return on Net
Worth.
In interpreting the adjusted R-square values, it is worth pointing out that Gross NPA
indicator has the highest degree of explanatory power in the regressions for return on
net worth (53%) and current ratio (29%). The results also indicate that alone Capital
adequacy ratio causes a variance of 20% in quick ratio. It shows that as the capital
adequacy ratio increases, it enhances the liquidity (quick ratio) of banks. The F- test
value determines whether the model is a good fit for the data. For the Return on net
worth, F-ratio is 19.138, highly significant at less than 1% level of significance, for
current ratio the F-value is 7.063, and for quick ratio, the F-value is 4.479, significant
at less than 5% level of significance in both the cases.
The results in Table 4 provide meaningful insights into the nature of the relationship
between NPAs and performance of the banks. If the results of correlation and
regression analysis are summated, it is clear that a high level of NPAs suggests high
probability of a large number of credit defaults that affect return on net-worth of
banks. The loan portfolio of banks with NPAs also reduces the liquidity position of
the credit institution. Since money is getting blocked and profits are declining due to
145
increased Gross NPA ratio, it leads to lack of enough cash at hand which fosters
borrowing money for shortest period of time leading to additional cost to
the company, difficulty in operating the functions of bank and delays in making
routine payments. A bank's capital ratio is the ratio of qualifying capital to risk
adjusted (or weighted) assets. The RBI has set the minimum capital adequacy ratio at
9% for all banks. A ratio below the minimum indicates that the bank is not adequately
capitalized to expand its operations. The ratio ensures that the bank do not expand
their business without having adequate capital. This signifies that Indian banks
successfully managed to meet the increased capital requirement under the changed
framework and it has enhanced its liquidity position. Again, the increase in CRAR,
however, has reduced the quantity but cannot undermine the fact that quality of
advances has deteriorated for nationalised banks in India in recent years. The results
of the study have lead to the rejection of null hypotheses H01 and H02 indicating a
significant negative impact of holding of Non- performing assets on the profitability
and liquidity of nationalized banks in India.
The results of the present study has been documented in earlier studies of Michael et
al.. (2006), Batra (2003), Chijoriga (2000), Dash et al. (2010), Brooks (2003), Ghosh
and Ghosh (2011), Poongavanam (2011), Kavitha (2012) and Rajput, Gupta and
Sharma (2012).
CONCLUSIONS
Non-performing assets are assets which cease to generate any income for the bank.
These have become the major concern of banks in India. It is just not a problem for
the banks; they are bad for the economy too. The money locked up in NPAs is not
available for productive use and adverse effect on banks' profitability is there.
Nationalised banks are under severe pressures of NPAs as compared to its
counterparts that private and foreign banks. The paper deals with understanding the
concept of NPAs and investigating into the impact of NPA on liquidity and
profitability of nationalized banks in India. Here profitability and Liquidity have been
taken as the dependent or the criterion variable and Gross NPA, Net NPA, provision
coverage ratio and Capital adequacy ratio have been taken as the independent or the
predictor variables. The data has been analyzed by employing Correlation and
Multiple Regression approach with the help of SPSS. The results revealed that a
higher level of NPA in the portfolio of the banks has an adverse impact on
profitability of public banks. An NPA account not only reduces profitability of banks
by provisioning in the profit and loss account, but their carrying cost is also increased
which results in excess & avoidable management attention. Apart from this, a high
level of NPA also puts strain on a banks net worth because banks are under pressure
to maintain a desired level of Capital Adequacy and in the absence of comfortable
profit level, banks eventually look towards their internal financial strength to fulfil the
146
norms thereby slowly eroding the net worth. The enormous provisioning of NPA
together with the holding cost of such non-productive assets over the years has acted
as a severe drain on the profitability of the banks. NPA is not merely non-
remunerative. It is also cost absorbing and profit eroding. The study reveals that the
level of Non Performing Assets (Credit Risk) has a significant negative influence on
the profitability and liquidity of banks. The NPAs do not generate interest income for
banks but at the same time banks are required to provide provisions for NPAs from
their current profits. The negative influence of the NPA to total advances is a critical
variable that not only affect the profitability of the banks but also can undermine the
very existence of the banking sector. To improve the efficiency and profitability of
banks the NPA need to be reduced and controlled.
147
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THE ETHICS OF GLOBAL MARKETING:
AN EVOLUTIONARY APPROACH
Oswald Mascarenhas
Saint Aloysius College
Mangalore-575022
India
Ram Kesavan
University of Detroit Mercy
4001 W McNichols Rd
Detroit MI 48221
USA
Michael Bernacchi
University of Detroit Mercy
4001 W McNichols Rd
Detroit MI 48221
USA
Corresponding Author: [email protected]
ABSTRACT
With all the recent changes in the global marketing arena, global management ethical
responsibilities in general and global marketing ethical responsibilities in particular,
increase. Global distributive justice in marketing calls for extensive global cooperation,
including a commitment from multinational corporations to help “distribute” prosperity to
the less fortunate among us. Our central thesis is that since global marketing is the
generalization of all domestic to non-domestic marketing strategies and institutions, the
former should include the ethical imperatives of all the latter institutions. Specifically, we
invoke the normative theory of distributive justice to spell out the micro ethical imperatives of
global marketing. We trace the evolution of global marketing from its predecessor domestic
to non-domestic marketing strategies and institutions and derive ethical imperatives for
global marketers.
INTRODUCTION
During the last four to five decades, domestic marketing strategies have evolved and
expanded into many non-domestic marketing areas such as export marketing, foreign
152
marketing, international marketing, multinational marketing, and global marketing. These
strategies have also penetrated via several intermediaries such as multi-cultural marketing,
multi-domestic marketing, pan-regional marketing, transnational and Internet marketing.
Recently, there has been significant interest on issue concerning business ethics among
multinationals firm (Budden and Budden 2011; Chan, Fung and Yau 2009; Chitakornkijsil
2011; Choi, Kim and Kim 2010; McKinney and Moore 2008; Pies 2010). In this article, we
review the historical transitioning of domestic to global marketing strategies and evaluate its
evolution from the viewpoint of the ethical normative theory of distributive justice. An
analysis of the evolutionary process can unravel institutional and well-accepted ethical and
moral imperatives.The historical evolution of domestic to global marketing provides a
rational justification for its ethical imperatives.
The emergence and sustained management of global resources, human skills, production,
distribution and marketing imply many new or augmented corporate responsibilities. Global
corporations have progressively become aware of this and have, therefore, sought a united
front to reflect and formulate some commonly agreed responsibilities. Their first outcome
was the Caux Round Table Principles for Socially Responsible Business Practices formulated
in Caux, Switzerland by executives from representative global corporations. The goal of the
principles was to set a world standard against which business behavior could be assessed, a
yardstick that individual multinational or global companies could use to write their own
business codes. The grounding principles are rooted in two basic ethical ideals: human
dignity (sacredness and value of each person as an end, and not simply as a means to the goals
of others), and koysei (a Japanese term for living and working together for the common good
that enables cooperation and mutual prosperity with healthy and fair competition).
The Caux Principles offer a basic ethical background against which concrete global corporate
ethics behavior must be assessed. The Principles, however, need much more specificity and
teeth. The Caux Principles are macro-ethical principles that require detailed micro ethical and
moral imperatives. This paper provides such detail. Our approach is new in several ways: a)
We are blueprinting micro the ethics of global marketing as opposed to global corporate
ethics that the Caux Principles represent; b) We derive the evolution of global marketing
ethical principles by tracing the growth of domestic marketing to global marketing via several
intermediary strategies and institutions that postures the principles as being a posteriori rather
than a priori as does the Caux Principles; c) We invoke the normative theory of distributive
justice, both individual and social justice principles to global marketing ethics in a
comprehensive manner..
This paper, accordingly, has three parts: 1) Historical development of domestic to global
marketing strategies and institutions; 2) Discussion and presentation of the theory of
Distributive Justice, and 3) Derivation of micro ethical and moral imperatives from the
evolutionof domestic to global marketing. In sum, we discuss practical managerial and
marketing implications of these ethical imperatives.
A HISTORICAL DEVELOPMENT OF DOMESTIC TO
153
GLOBAL MARKETING STRATEGIES
We trace the historical evolution of various marketing strategies and institutions from
domestic to global marketing as they developed in the history of corporate strategy. This
evolution is best characterized into three distinct stages: strategies and institutions that
primarily focused: a) on marketing of goods and services; b) on production and marketing of
goods and services; and c) on the entire process of management from product design to
market launch.
Marketing Strategies that Focus Primarily on Marketing:
Domestic Marketing: Historically marketing starts as the selling of domestically produced
products and services. Companies are designated as domestic if their foreign content (as
measured by percentage of sales, operating profits, employees, and assets) is less than, say, 10
to 15 percent (Quian 1998). In the initial stage, the innovating company produces and
markets the product at home to its growing market (Wells 1968), and marketing, therefore,
targets its domestic market (Jeannet and Hennessey 1998: 4). Thus, historically the first
marketing strategy is always domestic marketing that is adapted to meet the needs and wants
of its domestic consumers.
Multicultural Marketing: Is a more recent development of domestic marketing. It is
marketing to diverse nationality-ethnicity-specific target groups that are large and steadily
growing within a country. If the set target markets also have high-buying power (e.g., White
Caucasian, Afro-American, Hispanic-Mexican, or Pacific-Asian in the USA), then these are
multicultural markets that marketers must tailor their products and services to such that their
cultural and sub-cultural sensitivities are safeguarded – this is multicultural domestic
marketing strategy. This strategy is capturing executive attention in recent years (e.g.,
Deresky 2003; Harris and Moran 2000; Lee 1996; Linowes 1993).
Export and Import Marketing: Despite strong domestic and multicultural marketing,
however, rival brands and products from competing domestic companies begin to challenge
the domestic innovating company, and eventually, with the saturation of domestic markets,
export marketing emerges. The international product cycle (IPC) theory of Vernon (1966) as
applied by Wells (1968) maintains that as domestic production increases above the home
market demands, the firm turns to exports and develops markets in other developed countries.
When these new markets get saturated with both foreign exporters and local producers, the
firms shift their trade to the Third World markets. Export Marketing is marketing to foreign
consumers outside one‟s domestic base of operation and mostly consists of shipping products
from home (domestic) country to host countries. Conversely, when quality products and
services are more cheaply available abroad than in domestic markets, or are not just produced
domestically, then import marketing arises.
Foreign and Regional Marketing: When export marketing transits from sporadic ad hoc
transactions or discrete exchanges of one-time orders at list prices to long-term exporter-
importer relationships of continuous ordering at bargained prices and negotiated currency
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choices, then we move into the domain of foreign marketing. Foreign marketing is
“marketing in foreign countries” (Johansson 2000: 9). Foreign marketing implies developing
export channels such as export branches, sales-districts, local warehousing, local brokers,
local distribution centers, and local advertising and promotion programs - all these activities
are primarily geared to fight local (host) competition. This is the stage of intensive
international trade, and the classical theories of country-specific absolute advantage and
country-specific comparative advantage come into play. Both comparative and absolute
advantages get exploited in the process of bilateral or multilateral trade between exporting
(domestic) companies and importing (host) companies. Given the diseconomies of scale still
associated with foreign marketing strategies tailored to each market country, however,
multinational companies begin to emphasize marketing strategies for larger trade areas that
embrace several preference-based markets and countries – this is Regional Marketing that
covers several countries within a trade area (e.g., EU, NAFTA, Pacific Rim, ASEAN, and
MERCOSUR). Regional marketing corresponds to Perlmutter‟s (1969) concept of
regiocentric management: each region is considered as a unique market opportunity.
Pan-regional Marketing: These multicountry trade regions began to be progressively
integrated via common trade customs protocol (Customs Union), low and equivalent trade-
barriers (Common Market), international transfer of labor and assets (Economic Unions),
common currency (Monetary Union), and common economic and defense policy (Political
Union) – a phenomenon that was called Pan-regional Marketing. Thus, some contend that the
Latin American market is pan-regional market and that a marketing strategy aimed at the
overall Latin American region will be more effective than a strategy targeted to each of the
Latin American countries (e.g., Johansson 1997). A similar argument is made for the Pan-
European or the EU markets (Halliburton and Jones 1993). Pan-regional marketing obtains
and services demand abroad with product-mix and marketing mix strategies coordinated to
target large regions of countries.
Internet Marketing: A still more recent phenomenon that involves aspects of domestic,
foreign, transnational and global marketing is Internet Marketing. The Internet is a gigantic
global mall that shelters all websites or “online retail outlets” of the world. The Web is a vast
collection of interconnected documents stored on computers (called “hosts”) all around the
world that is linked to the Internet (Hoffman and Novak 1996). Any company that uses the
Internet automatically has a global supply presence. A typical homepage describes the main
purpose and features of the website that provides an interactive table of contents that is a
navigation scheme for the website. These doors lead to other doors that lead to other doors
connecting to documents all over the world, and so on. It is a maze, and hence its name the
www. But it is a retail maze, a virtual global market mall.
Marketing Strategies that Focus both on Production and Marketing:
Production Abroad for Domestic Markets: The domestic firm gets more and more
internationalized at this stage and begins to produce abroad. During the two decades after
World War II, while the rest of war-torn world was reconstructing its nations, multinational
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companies began to make massive U. S. foreign direct investments [USFDI] abroad to form
wholly owned subsidiaries, branches and affiliates. During its earlier stages, the primary
purpose of USFDI was to produce products and services for U. S. domestic markets – a
phenomenon we call as Production Abroad for Domestic Markets. During later stages,
products and services of USFDI were also marketed abroad, and this phenomenon is called
International Marketing.
International Marketing: This stage is an extension and combination of foreign marketing and
production abroad for domestic markets. It follows the third stage of the international product
cycle (IPC). The Third World countries or the newly industrialized countries (NICs) develop
their own manufacturing capability, helped by the technology transfers from and alliances
with the home country. As low-cost but high-quality production gets developed in these
countries, the home country imports the products that it had originally innovated back home,
thus completing the IPC (Wells 1968). As many other countries other than U.S.A. begin to
invent and produce new products and processes, home (e.g., U. S. A.) countries begin to
strike joint ventures with them with majority to minority local participation. The IPC theory
gets revised to include this phenomenon (see Vernon 1979). The home country that started
production of a given innovative product, however, may still continue as the foremost
manufacturing site (Vernon 1979). This is particularly true in the case of computers and other
high-tech products (Porter 1990).
Multinational marketing further expands international marketing. The focus of multinational
marketing came as a result of the development of the multinational corporation (Jeannet and
Hennessey 1998:5). Multinational companies are those that have significant (say, over 30%)
shares of foreign sales, operating profits, number of employees abroad, foreign assets, or
combinations of any of these variables (Shaked 1986; Quian 1998). Multinational marketing
companies expand their participation in foreign markets and integrate their marketing efforts
in various host countries (Yip 1995). During this stage foreign multinationals begin to invest
heavily in the United States. Massive USFDI abroad invites enormous reverse foreign direct
investments [RFDI] in the U. S., thus increasing interdependence between countries and
economies (Kujawa 1986).
Multidomestic Marketing: The term multidomestic was first proposed by Hout, Porter and
Rudden (1982) in the context of industries and not strategies (Yip 1995). Multidomestic
markets are defined as product markets in which local consumers have preferences and
functional requirements widely different from those of other markets or countries (Johansson
2000). It is running different businesses in a number of countries, and hence the term “multi-
domestic,” each subsidiary represents a separate business that must be run profitably (Jeannet
and Hennessey 1998: 288). Multidomestic Marketing strategies compete with many
strategies, each one tailored to a particular local market (Jeannet and Hennessey 1998;
Keegan 1999). Hence, Yip suggests the term “multilocal” rather than multidomestic to
describe these strategies (Yip 1995: 24). Perlmutter (1969) would describe this strategy as
“polycentric,” that is, each country is a unique market center.
Marketing Strategies that integrate all major Business Functions
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Transnational Marketing is an extension of multinational marketing, and as such, follows
transnational firms. Transnational firms are stateless corporations that are global in
operations. Bartlett and Goshal (1989) first proposed the term “transnational organizations”
for emphasizing their cross-country management-production-marketing network. No country
has a majority control in equity, top management, corporate mission and policy (Wendt
1993). Some of the top 50 Fortune Global Companies may be truly transnational in this sense
(e.g., GM, Ford, Toyota, IBM, GE, Unilever, and Exxon).
Global Marketing: Currently pan-regional marketing and transnational marketing are
evolving into Global Marketing. Global Marketing is targeting homogenous markets in
several countries [e.g., the triad of North America, Western Europe and Japan] with
standardized products and globalized marketing programs (Buzzell 1968; Levitt 1983).
Global Marketing philosophy is “thinking globally but acting locally” (Ohmae 1985). Global
Marketing involves many activities: global supplies, global financing, global human
resources, global advertising and promotions, global technological alliances, global
production, global sourcing, global standardization of the product mix, globalization of the
marketing mix, global transactions via global currencies, global markets and global Internet
marketing. The domestic company may develop a core product mix and marketing mix
strategy, but it soon globalizes by integrating it across almost all countries of the world (Yip
1995).
Table 1 sketches this evolution. Historically the first eight strategies, domestic, multicultural,
export/import, foreign/regional, pan-regional and Internet marketing have focused primarily
on the marketing function. The next four, production abroad for domestic markets,
international, multinational and multi-domestic marketing strategies and institutions have
primarily focused on both production and marketing. The final two, transnational and global
marketing strategies, are currently focusing on global integrated the management of
purchasing, process, production and marketing functions. As is evident from this
evolutionary analysis (see also Table 1), global marketing, by definition includes all strategies
and institutions from domestic to global marketing, and hence, may be considered as the
generalization of all other marketing strategies and institutions (Bartels 1968; Mascarenhas
1978). Ethics of global marketing, accordingly, is comprehensive and must include all the
ethical imperatives of domestic to global marketing strategies and institutions.
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TABLE 1: CLASSIFICATION OF DOMESTIC AND NON-DOMESTIC
MARKETING STRATEGIES
Marketing Strategy &
Institution
Foreign Content1
(FC)
Domestic Control
(DC)
Basic Strategy
Primary Focus: Marketing
Domestic
Marketing
FC: Low
DC: High
Home produced products and services for home use.
Marketing for a single market.
Multicultural
Marketing
FC: Low
DC: High
Home produced products and services adapted to
domestic mlticultures. Promotions are dovetailed to
cultural market sensitivities.
Export/Import
Marketing
FC: Growing
DC: Growing
Given saturated domestic markets, market penetration
abroad is necessary (export mktg); Import finished
products for domestic markets and components and
parts for better scale economies.
Foreign/Regional
Marketing
FC: Medium
DC: Medium
Marketing in foreign countries via local branches,
brokers, channels and media (foreign mktg).
Marketing by regions and for regions (regional mktg)
Pan-Regional
Marketing
FC: Medium
DC: Medium
Marketing in multicountry trade regions that are
integrated as common markets, economic unions,
monetary unions or political unions.
Internet Marketing FC: Medium
DC: Medium
Online marketing of products and sources that is 24/7
and global.
Primary Focus: Production and Marketing
Production abroad for
Domestic Marketing
FC: Medium
DC: Medium
Manufacturing abroad for domestic markets.
Creation of wholly owned subsidiaries, affiliates,
branches and other joint ventures.
International
Marketing
FC: Medium
DC: Medium
Production abroad for domestic and foreign markets.
Multinational
Marketing
FC: Majority
DC: Minority
Marketing by multinational companies that have
significant equity and control from many countries.
Multidomestic
Home Marketing
FC: Majority
DC: Minority
Multiple businesses targeting multiple country markets
by the home country or host country multinational
corporations.
Primary Focus: Global Management, Production and Marketing
Transnational
Marketing
FC: Majority
DC: Minority
Giant stateless corporations with equal equity and
control spread across nations optimizing management,
production and marketing functions.
Global Marketing FC: Majority
DC: Minority
Targeting homogenous markets in several countries via
global supply, skills, finance, logistics, distribution and
promotions management.
1 Foreign Content may be measured as percentage of Company‟s sales revenue, operating
profits, assets, and employees coming from non-domestic operations (Quian 1998). Domestic
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(foreign) control may be assessed by home (host) country control of any or all of the money,
supply, skills, logistics, production, trade and promotions operations.
Also, our analysis of domestic to global marketing strategies and institutions, unravels several
interesting phenomena: a) foreign content of companies (measured by the percentage
revenues, assets, manpower, equity, skills, technology that comes from non-domestic
operations) keeps increasing and proportionately, domestic content decreases; b)
consequently, the domain of non-domestic or foreign control keeps increasing while domestic
control decreases (see Table 1); c) flowing from (a) and (b) are other concomitant phenomena
such as: c) stakeholders increase by number, types and ubiquity from domestic to global
strategies as the domains of operations increase; d) especially, as global marketing spreads to
third world countries, the number of vulnerable stakeholder communities keeps increasing,
and e) consequently, global income and opportunity inequalities between home and host
countries begin to widen. All these phenomena have distributive justice ethical implications
that we investigate in the next section.
THE THEORY OF DISTRIBUTIVE JUSTICE AND ITS
RELEVANCE TO GLOBAL MARKETING
Ethical scholars distinguish at least three primary positions when evaluating moral rectitude
of decisions, actions, and institutions (Beauchamp and Bowie 1993; Frankena 1973). Applied
to assess the ethics of domestic to global marketing systems, the three ethical theories are:
TELEOLOGY: this position maintains that the moral correctness of all marketing actions is
primarily determined by their consequences. For example, to the question what makes a
domestic or global marketing strategy or institution teleologically just, a teleologist would
argue
that this strategy should bring more advantages over disadvantages to the greatest number of
stakeholders.
DEONTOLOGY: this position holds that the moral appropriateness of all strategies and
institutions primarily determined by certain principles, rules, rights and duties of the subjects
involved. To the question what renders a domestic to global marketing strategy or institution
deontologically just, deontologists would argue that it should uphold the moral rights and
duties
of all stakeholders involved.
DISTRIBUTIVE JUSTICE: this position affirms that the morality of some actions is
dependent
upon how the costs and benefits, rights and duties of these actions are distributed among its
many stakeholders. To the question what assures a domestic to global marketing strategy or
institution distributively just, the advocates of distributive justice would argue that the said
strategy or institution should ensure that the rights and duties, costs and benefits involved
should
be equitably spread across all stakeholders affected by that strategy or institution.
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Marketing ethics literature has regularly invoked teleology (as utilitarianism or
consequentialism) and deontology (as right/duty or norms based reasoning), in analyzing
ethical decision-making process in marketing (e.g., Ferrell and Gresham 1985; Hunt and
Vitell 1986; Laczniak 1983; Reidenbach and Robin 1990). More recently, a third moral
system, justice in general, or distributive justice in particular, has also been included (e.g.,
Ferrell, Gresham, and Fraedrich 1989; Laczniak and Murphy 1993; Mascarenhas 1990, 1991,
1995; Reidenbach, Robin, and Dawson 1991; Robin and Reidenbach 1993). This paper
argues for a more explicit and comprehensive inclusion of distributive justice considerations
in the ethical assessment of domestic to global marketing strategies and institutions.
Justice is commonly defined as giving unto others what rightfully belongs to them (Rawls
1971). Justice, therefore, has both deontological and teleological aspects. The theory of
distributive justice is particularly relevant when different people put forth conflicting claims
on society's rights and duties, benefits and burdens and when all claims cannot be equitably
satisfied. In such cases, the standards of justice are generally taken more seriously than
utilitarian considerations (Hare 1978; Rawls 1958). The moral right to be treated as free and
equal persons is the basic foundation of distributive justice (Vlastos 1962). For instance,
target marketing to vulnerable minorities, charging exorbitant premium prices on new drug
introductions, and by using coercive channel power against competing products in retail
stores are marketing strategies that may be productive and profitable (and hence justifiable on
utilitarian grounds). Additionally, they may not explicitly violate consumer rights or duties
(and hence justifiable on deontological grounds). But in as much as these marketing
strategies distribute costs and burdens, rights and duties, unevenly across various global
stakeholders such as customers, clients, consumers, competitors, and channel members, they
violate global distributive justice.
The theory of justice distinguishes three classic forms of justice or fairness, depending upon
the specific moral rule or standard used: a) distributive justice deals with an equitable
distribution of benefits and burdens, and states that equals should be treated equally and
unequals, unequally; b) retributive justice maintains that one should adequately reward a
person for right done and punish (blame) for wrong perpetrated; c) compensatory justice
affirms that one should compensate the wronged person for the wrong done by restoring the
person to his or her original position. Compensatory and retributive justices are subsets of
distributive justice since there are basically concerned with correcting wrongs using the
distributive justice rule (Boatright 2005). All three forms are subsets of a largest system:
corrective justice. Global marketing ethics involves the whole world of resources, skills,
markets and opportunities and thus challenges all three forms of corrective justice:
distributive, retributive and compensatory.
Distributive justice looks at two important factors (Ryan 1942): what is distributed, and how
it is distributed. What is distributed (e.g., product information, healthcare) "must itself be
generated by production, whether one produces agricultural products, manufactured goods
and commodities, or services" (Ryan 1942:181). One's share of what is distributed may
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depend upon various modes or canons of distributive justice: a) canon of equality based on
egalitarian justice; b) canon of need (socialist justice); c) canon of merit (naturalist justice); d)
canon of effort (retributive justice); e) canon of productivity (capitalist justice); f) canon of
common good (social libertarianism), and g) canon of supply demand (individual
libertarianism). Egalitarianism emphasizes equal access to the goods of life that every
rational person desires based on need and equality. Libertarianism focuses on equal access to
social and economic liberty and invokes fair procedures and free-market systems rather than
substantive outcomes. Naturalist Justice rewards one's innate merit or ability. Since global
marketing relates to the distribution of global purchasing and production, global products,
brands and services, what and how it is distributed becomes the scope of global marketing
ethics.
Distributive justice relates both to individuals (individual justice) or groups or societies
(social justice). Each aspect of distributive justice involves several theories, rules or
principles formulated by different philosophers of distributive justice.
TABLE 2: A TAXONOMY OF DISTRIBUTIVE JUSTICE PRINCIPLES
Generic
Justice
First
Basic
Division
Second Basic
Division: Sub
theories of
Justice
Basic Underlying
Principle
Global Marketing Ethical
Imperative
Distri-
butive
Justice
Individual
Justice
Retributive or
punitive justice
Quid pro quo:
principle of
retaliation
Institute just punitive
damages for offending
global marketing practices
Compensatory
justice
Restore the
harmed person to
one’s original
status
Compensate damages for
stakeholders adversely
affected by global products
and brands
Commutative
Justice
Distribute to each
one by one’s
deserves
Organize global equitable
distribution of quality
products, brands, services at
equitable prices
Rights/Duty or
deontological
Justice
Distribute to each
one by one’s rights
and fulfilled duties
Global marketing should
uphold rights/duties of
global citizens and
customers
Entitlement
Justice
Nozick’s
Principle:
distribute to each
one by one’s
entitlement
Minimally, global marketing
should distribute costs and
benefits by customer merits,
efforts and contribution
161
Cost-benefit or
Utilitarian
Justice
Distribute such
that benefits
exceed costs for
each one
Global marketing strategies
should act such that net
benefits accrue to the
greatest number of global
stakeholders.
Social
Justice
Liability
Justice
Distribute such
that all harm is
avoided
Global marketing should not
harm anyone in the world
Protective
Justice
Distribution
should protect all
people from
current harm
Global marketing should
protect every stakeholder in
the world
Preemptive
Justice
Distribution
should prevent all
people from
future harm
Global marketing should
prevent harm to all its
global stakeholders.
Procedural
Justice
Distribution set up
procedures to
avoid all harm
If harmed, global marketing
should establish due process
for stakeholder redress.
Egalitarian
Justice
Distribution
should be equal
for all
Global marketing should
eventually bring about
global equality in
opportunity and prosperity
Aristotle’s
Minimum
Justice
Distribute equally
among equals but
unequally among
unequals
Global marketing should at
least maintain equality
among equals and justifiable
inequality among unequals.
Rawls First
Principle of
Egalitarian
Justice
Distribution
should not merit
undeserved
advantages of
people
Global marketing
distribution should not favor
undeserved advantages of
color, lineage, ethnicity or
religion,
Rawls Second
Principle of
Egalitarian
Justice
Distribution
should nullify
undeserved
disadvantages of
people
Global marketing should
progressively nullify
disadvantages of color,
creed, gender or nationality
Beneficent
Justice
Distribution
should promote
good of all people
Global marketing should
promote the good of all its
stakeholders.
Table 2 categorizes some of them that have relevance to global marketing. For the sake of
brevity, we only state these principles, illustrating them by examples but without discussing
them in detail. [Such details may be found, for example, in Bowie 1971, Deutsch 1985,
Frankena 1973, Rawls 1971, Rescher 1966, and Ryan 1942].
ETHICAL IMPERATIVES OF GLOBAL MARKETING STRATEGIES AND
INSTITUTIONS
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Marketing strategies and institutions, from domestic to global, involve markets of individuals
and groups, countries and regions. Marketing impacts people, good or bad, rightly or
wrongly, justly or unjustly. Thus, an overarching normative ethical theory that can best deal
with domestic to global marketing strategies and institutions is the theory of justice, in
general, and the theory of distributive justice, in particular. Normative ethical theory is the
reasoning process that one uses to justify the moral goodness or ethics of judgments, actions
or institutions. We apply the theory of distributive justice in order to identify and understand
ethical responsibilities of domestic to global marketing institutions...
Global Marketing Ethics of Strategies that Focus on Marketing
Since global marketing is a generalization of the domestic (see Bartels 1968; Mascarenhas
1978), that is, since the various strategies and institutions from domestic to non-domestic
marketing are contained in global marketing, our ethical discussion of global marketing must
include all strategies and institutions of domestic to global marketing. Our first normative
proposition is:
P1: Global marketing as a generalized version of domestic marketing must be guided by
domestic marketing ethical principles.
All the ethical theories, principles and imperative of individual and social distributive justice
listed in Table 2 apply to each strategy and institution of domestic marketing. For instance,
offending manufacturers and marketers are liable for retributive justice while wronged
customers are entitled for compensatory justice through proper consumer redress (Andreasen
1988). Artificial shortages, domestic or international, in distribution violate distributive
utilitarian justice and can particularly affect the poor (Alwitt 1995; Caplovitz 1963), the
ghettos (Sturdivant 1969) or the disadvantaged ethnic groups (Andreasen 1975, 1982).
Machiavellianism (Hunt and Chonko 1984) violates one‟s entitlement justice. All forms of
market greed and avarice that infect some domestic marketing practices such as predatory
pricing (Gundlach 1995; Sheffet 1994), seductive marketing (Deighton and Grayson 1995)
and easy credit granting (Faber and O‟Guinn 1988; Feinberg 1986) could easily slip
intoMachiavellianism. Persuasive advertising that leads to compulsive eating, smoking,
gambling and other addictions are violations of individual and social distributive justice
especially when such promotions target vulnerable consumer groups such as children,
teenagers and the elderly (see Andrews et al. 2004; Beauchamp 1983; Faber and O‟Guinn
1988; Faber et al. 1995).
The market does not treat all consumers fairly. The classic theory of price discrimination that
tries to maximize revenues by charging each customer the highest price one is willing to pay
may safeguard Nozick‟s theory of entitlement justice but violate Rawls theory of egalitarian
justice (see Kamen 1992; Maynes 1990). Pricing strategies such as price fixing, predatory
pricing, and bait-pricing are basically violations of commutative and procedural distributive
justice (Sheffet 1994). Prices based on value-in-use have been criticized as unfair and
violates protective and preemptive distributive justice (e.g., drug AZT). Over-pricing ghetto
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or inner city poor consumers compared to urban and higher income classes has been regularly
documented (e.g., Alwitt 1995; Andreasen 1975; Caplovitz 1963; Goodman 1968; Hudson
1993; New York Department of Consumer Affairs (NYDCA) 1992; Sturdivant 1969).
Redlining (a process by which goods or services are made unavailable, or made available on
less than favorable terms, to people because of race, color, creed, or nationality) violates
deontological distributive justice (Purviance 1993; Trout 1993).
Our second normative proposition is:
P2: Global marketing includes and affects cultures of the world and, therefore, must be guided
by ethical principles of global multicultural marketing.
Global marketing incorporates multicultural marketing. When there are several distinct
cultures within and between domestic markets, then new products may have to be streamlined
to respond to cultural and semi-cultural sensitivities (Terpstra and David 1991). Multicultural
marketing has social distributive justice implications. To be multi-culturally responsive to
ethnic, religious and national sensitivities is a distributive social justice mandate of
multicultural marketing. Conversely, effectively managing cultural differences (Harris and
Moran 2000) can be a virtue. Multicultural marketing should not disparage nor denigrate
ethnic cultures (this violates liability justice), but, instead, it must protect them (protective
justice) and prevent them from wasteful erosions (preemptive justice). At the same time,
multicultural marketing should not foster cultural hegemony and superiority (as in
ethnocentric marketing) for this would violate egalitarian justice, specifically expressed in
Rawls (1971) Principle of Egalitarian Justice (see Table 1).
A just society is not necessarily one in which all are equal, but one in which inequalities are
justifiable. Rawls (1971) proposed two principles of distributive justice to defend equality
and inequality: 1) The Equality Principle (Libertarian Fair Opportunism): where each person
engaged in an institution or affected by it has an equal right to the most extensive liberty
compatible with a like liberty for all; equality is the impartial and equitable administration
and application of rules which define a practice; 2) The Difference Principle (Libertarian
Egalitarianism): where inequalities as defined by the institutional structure or fostered by it
are arbitrary unless they work out to everyone's advantage and provided that the positions and
offices are open to all. The first principle requires basic equal liberty for all. The second
principle admits existing inequalities and differences, if a) they work to the advantage of all,
and b) if the social system offers equal opportunity for all to combat or compensate for these
differences. Peoples of different cultures (based on nationality, ethnicity and religiosity) have
an equal right to the most extensive liberty compatible with like liberty all. Multicultural
marketing must safeguard Rawls (1971) Equality Principle.
Our third normative proposition is:
164
P3: Global marketing includes export, import, foreign and regional, pan-regional, Internet and
global Internet marketing and must be guided by the marketing ethical principles of the latter
institutions.
Global marketing subsumes import and export marketing. Ethics of import and export
marketing specifically relates to distributive justice in relation to individual suppliers or
groups of distributors. Using one‟s centralized purchasing power to renege extant contracts
(e.g., see GM‟s case in Webster 1995), not to honor agreed on demand quotas (e.g., see the
case of Ford in Narayandas and Rangan 2004) or to engage in sweatshops (Hartman, Arnold
and Wokutch 2003), are some of the import marketing practices that violate individual and
social distributive justice.
In a seller‟s market, the exporter enjoys a quasi-monopolistic position and can engage in
competitive negotiating behavior to optimize trade margins (Dabholkar, Johnston and Cathey
1994). On the contrary, in a buyer‟s market, the importer can assume an aggressive
bargaining position and influence contract terms. In such situations, the exporting firm has
weak price-bargaining and negotiating control (Perdue and Summers 1991) and may transit to
foreign marketing to obtain better control. Ethical principles of protective, preemptive and
procedural distributive justice mandate equitable distribution of control among the export
marketing partners such that monopolies and monopsonies are discouraged.
Also, when export marketing transits to foreign marketing, the firm is increasingly export-
dependent, gathers much information on export countries through market intelligence, and
formulates long-term exporting strategies with several long exporter-importer negotiations.
There is more customer orientation at this stage and more cooperative behavior (Dabholkar,
Johnston, and Cathey 1994), more coordinative problem-solving behavior, a negotiation
posture aimed at maximizing joint benefits and rooted in extensive information sharing
(Ganesan 1993). There is greater interdependency between the exporting and the importing
firms (Frazier and Summers 1984). Export, foreign and/or global marketing encourage and
support utilitarian and deontological distributive justice responsibilities that develop long-
term supplier-buyer relationships, respect interdependencies and administering all exchanges
with fairness and equity.
Regional Marketing includes export marketing and foreign marketing that penetrates an entire
trade region (e.g., NAFTA, LAFTA, MERCOSUR, and ASEAN) or trade regions (e.g., EU,
Pacific Rim Countries, and WTO). Regional marketing extends the ethical imperatives of
export, import and foreign marketing, since stakeholders increase by types, numbers and
ubiquity. Hence, utilitarian distributive justice principles apply.
Currently, several tariff and non-tariff trade barriers are falling, larger continental trade
regions have emerged, markets have globalized, and even consumer needs and wants have
converged globally (Levitt 1983; Ohmae 1990). Global market share, beyond domestic
market share, is becoming a determinant in the areas of product design and development, core
and end product manufacturing, brand and trademark development, competence and licenses
165
pooling and formats and standards development (Ohmae 1979; Prahalad 1995). The more
that world trade is liberalized, the higher are the commutative, deontological and utilitarian
distributive justice responsibilities of global marketing.
Export, foreign and regional marketing strategies and institutions, moreover, have specific
ethical imperatives of distributive justice. All these forms of marketing imply some form of
mutually agreed upon contracts, written or unwritten, formal or informal. A contract between
two or more parties is valid if all the parties have full knowledge of the terms of the contract
that is properly represented to them, if they are free to become parties to it, and if the contract
is not for an unethical or immoral act. Human freedom is expanded by the recognition of
contractual rights and duties (Rawls 1971). A person has a duty to honor one's contracts, and
thus treat the other contracting parties as an end, and not as means to an end; failing to honor
one's contract is a practice that cannot be universalized (Kant 1964). Most contracts bind
under industry laws. Contractualism is a subset of deontological distributive justice.
Contractualism is a theory of social contract which maintains that the ultimate determinant of
the structure and performance of any strategy or institution is a set of reciprocal,
institutionalized duties and obligations which are broadly accepted by its citizens. More
recently, Donaldson and Dunfee (1994) have synthesized both normative and empirical
ethical decision and assessment approaches under contract-based norms and principles.
Corporations are socially responsible because of their social contract with justice behavior
and society; that is, they should constrain self-enhancement to allow society to act and grow
collectively (Dunfee 1999; Walster, Walster, and Berscheid 1978). These are the minimal
demands of contractarian justice which is a form of distributive justice.
Pan-Regional Marketing: Is a cost-effectiveness-based adjustment of multidomestic
strategies. The participating multinationals coming from the same major trade region or
serving the same trade region began to formulate production and marketing strategies that
would serve the entire trade region rather than each country within it. This is macro
multicultural marketing. The full value-chain could occur anywhere in the region where there
are better opportunities for cost containment, quality enhancement, and regional participation.
If the product sold transcends regional cultures, then pan-regional distribution, promotions,
advertising and retailing is in order (as in the case if Burger King in Latin America; see
Rosenberg (1993), and IBM in Latin America (Barks 1994)0. Global marketing utilitarian and
deontological justice imperatives must enable local actors to share in the creation and sharing
of the full-value chain that pan-regional marketing implies.
Internet Marketing and Global Internet Marketing: are the production and marketing of
various electronic products and services, and the marketing of all other products and services
to all the countries and markets of the world through the global network of computers,
laptops, servers, data warehouses, and other backbone network infrastructure (Kleindl 2003;
Turban et al. 2000). Internet marketing involves specific mandates of safeguarding consumer
privacy (Mascarenhas, Kesavan and Bernacchi 2003), eliminating consumer piracy, consumer
cyberfraud, merchant cyberfraud, cyber hacking, and infringement of intellectual property
rights. Minimally, these are the imperatives of liability, protective and preemptive justice.
166
Global Marketing Ethics of Strategies that Focus on Production and Marketing
A marketing strategy that includes production strategy chooses foreign markets that are good
sources of minerals and materials, skills and manpower, land and capital, stable hard
currency, high buying power and stable markets, low competition, and attractive political
incentives (Terpstra and Russow 2000). We distinguish five major production-marketing
strategies: a) Production abroad for domestic markets; b) International marketing; c)
Multinational marketing; d) Multidomestic marketing and e) and Panregional marketing. Our
fourth normative proposition in this regard is:
P4: Global marketing includes production abroad for domestic marketing, international,
multinational and multidomestic and, therefore, must be guided by the marketing ethical
principles of these respective strategies and institutions.
Production abroad for domestic marketing – this was pioneered by U. S. firms that invested
heavily abroad (via FDI: foreign direct investments) primarily for producing products that
would be sold in the U. S. markets. In turn, foreign countries (e.g., Japan, U.K., Netherlands)
have also invested heavily in the U. S. (via RFDI: reverse foreign direct investments) but with
the primary purpose of entering and capturing the US market. Ethical responsibilities include
those of domestic marketing as applicable abroad where production is organized. Specific
ethical responsibilities minimally include: a) protecting human rights of labor abroad and
refrain from hiring underage children (the International Labor Organization (ILO) estimates
that in developing nations 250 million children between the ages of 5 and 14 are working,
almost half working full time; close to a billion children ages 14-18 are working (see
Hartman, Arnold and Wokutch 2003: xix; b) avoiding sweatshops that involve 90-hour weeks
in subhuman working conditions (Hartman, Arnold and Wokutch 2003); c) honoring labor
contracts of one‟s employees with contractarian justice, and d) protecting the environment
where production takes place (Ruland 2002). For instance, Levi Strauss & Co. withdrew
production of denims from China in 1993 despite its strong market for over a billion denims
just because worker rights were seriously violated there (Davids 1999).
International Marketing: goes beyond export and foreign marketing, and streamlines ideation,
product designs, prototyping, fabricating, manufacturing, testing, pre-marketing, and the
marketing of products and services both at home and in host countries taking into full account
local markets, local cultures and environments, local laws and governments and local tariffs
and customs (Cateora 1993). Major ethical responsibilities include: host country production
(i.e., domestic production is now extended to several host countries for scale economies, local
development opportunity, and local stakeholder participation), international purchasing of
materials, international employment of skills, international investor participation and host
country advertising agencies and promotional tools. An important ethical challenge for the
international marketing manager is to understand and respect the political, cultural, and
economic environments of the host countries while dovetail inginternational production and
167
marketing to environmental responsibilities (Cateora 1993). All the theories, principles and
imperatives of social distributive justice (see Table 1) apply here.
Multinational marketing: Multinational marketing is marketing by multinational companies
in several foreign countries with the entire value chain of products, production,
advertisements, promotions, distribution networks and financing adapted to local stakeholder
needs and wants, cultures and political climate (Keegan 1999). The primary focus is cost
containment, creating value, sustained competitive advantage (SCA) and re-exporting to
maximize domestic and foreign market shares. All domestic and foreign marketing ethical
responsibilities apply here.
Multidomestic Marketing: Is a sequel to multinational marketing. In general, a very large
percentage of sales and profits of these multidomestic firms are generated overseas. In their
early stages of development, multinational companies operate in a number of countries or
markets as if they were local companies with strong local preferences (Kogut and Zander
1993), a phenomenon that eventually was called multidomestic marketing. The distinction
between home and host begins to fade as all participating nations are “home” or “domestic”
and several domestic strategies each one tailored to one‟s local market are created (Jeannet
and Hennessey 2000). “While some key strategic decisions with respect to product and
technology are made at the central or head office, the initiative of implementing marketing
strategies is left largely to local-country subsidiaries” (Jeannet and Hennessey 1998: 287).
Local operating managers, presumably much more attuned to local market needs, are given
the freedom and ethical responsibility to develop marketing strategies tailored to local needs.
Technology transfers occur at this stage and care should be taken that these transfers
contribute to the development of host countries.
Typical products of multidomestic or multilocal marketing strategies reflect specific religious,
cultural and social values such as apparel that includes shoe-wear and jewelry, food and
beverages, insurance and financial services, and movies and entertainment (Johansson 1997).
The focus is on market segmentation strategies that satisfy different markets either within a
country or across countries. When this strategy functions within a country, the phenomenon
is best designated as multicultural, and when this strategy is targeted across countries, it is
multidomestic. Global marketing ethical imperatives should respect and reflect local
religious, cultural and social values rather than disparage them.
Global Marketing Ethics for Strategies that Focus on Management,
Production and Marketing:
When management competencies, core competencies, core products, production and content
of products and services, and corresponding marketing skills begin to migrate to countries,
continents and the globe, there emerge different genera of non-domestic marketing.
Currently, we can distinguish two: transnational marketing and global marketing. Our fifth
normative proposition in this regard is:
168
P5: Global marketing as including transnational and global marketing should be guided by the
marketing ethical principles of these institutions.
Transnational Marketing follows the emergence of transnational corporations whose
ownership, equity control, core competencies and products, production and marketing bases
are so spread across various countries that no nation can claim the corporation as its own.
Neither single home nor host country controls major product and marketing mix strategies
(Bannister, Braga and Petry 1994), and as a consequence, corporate headquarters and core
management are volatile moving from country to country (Miller 1992). No particular
national status is important; most operations are metanational (Doz and Asakawa 1997). The
center of expertise, ownership, power, control and operations may reside anywhere they best
reside (Bluemenstein 1997); there are no German nor American companies, only “successful
ones”(White 1998). When no country can officially control nor legally bind transnational
companies, some countries can ensure that the codes of conduct and environmental laws that
apply in developed countries are applied when functioning in the developing nations
(Aaronson 2005; Davids 1999; Logsdon and Wood 2005).Global marketing ethical
imperatives should respect and develop transnational values and environments rather than be
ethnocentric or foster home country value hegemony. All the theories, principles and
imperatives of social distributive justice (see Table 1) particularly apply here.
Global Marketing: is a sequel to transnational marketing; the sphere and center of all
activities is global (Jeannet and Hennessey 2000; Keegan 1998; Keegan and Green 2003); it
is a geocentric organization (Perlmutter 1969). For instance, the Caux Principles suggest the
following concrete global responsibilities for the corporate executives of global corporations:
1) The Responsibilities of Businesses: Beyond shareholders toward stakeholders. 2) The
Economic and Social Impact of Businesses: Innovation, justice and world community. 3)
Business Behavior: Beyond the letter of law toward a spirit of trust. 4) Respect for rules that
promote free trade, competition and fair treatment of all. 5) Support and liberalize
multinational trade systems (e.g., GATT, WTO). 6) Respect for environment: protect,
improve and develop environment and 7) Avoidance of Illicit operations: avoid and eliminate
bribery, money laundering and other corrupt (e.g., terrorism, drug-traffic) business practices.
Specifically, global marketing whose domain is the entire resource base of the world, should
bring about equality of opportunity to basic human rights in general such as freedom (Nielsen
1985), justice (Nielsen 1979) and to specific needs such as healthcare (e.g., Calmen 1994;
Outka 1987), lifesaving drugs (Mascarenhas, Kesavan and Bernacchi 2005c), donor organs
(Purviance 1993), and the like. The basic ethical imperative of global production and
marketing should be the progressive reduction of global inequalities of income and
opportunity (Mascarenhas, Kesavan and Bernacchi 2005 b) and working towards global
prosperity. In this regard, even the poor can be profitable for global corporations (Prahalad
2004). By domain and definition, global marketing ethics should also include the
demarketing of drugs and tobacco (e.g., Andrews et al. 2004), pornography, gambling and the
like products.
169
With an effective combination of regional, pan-regional and Internet marketing strategies and
global marketing results the phenomenon of Global Internet Marketing. For instance, over
the last eight years (i.e. 1994-2002), the Internet has evolved from a mere communications
medium to a global epicenter of technological transformation in business models and
processes. Businesses are adapting new IT technologies to improve their management,
purchasing, production, and marketing strategies. New technologies include the Internet,
WWW, Extranets, Intranets, databases, enterprise resource management (e-ERM), supply
chain management (e-SCM), customer relationship management (e-CRM), and mass
customization software (Kleindl 2003). Currently, all over the world, over 900 million
computers are connected to the Internet, with over a billion users, and the WWW has over 60
million websites (Kleindl 2003). The monthly Internet user rates are still growing in double
digits; the user numbers are projected to reach a billion by the end of 2003 (Bidgoli 2002).
Current global Internet marketing institutions include eBay, Amazon.com, Yahoo.com,
Google.com and Dell.com. The ethical imperatives of traditional brick-and-mortar global
marketing institutions should also apply to global Internet marketing institutions.
CONCLUSIONS
Justice commonly defined as giving to others what rightfully belongs to them (Rawls 1971),
plays a major role in all areas of human exchange and interaction and particularly in
marketing exchanges (Reidenbach, Robin, and Dawson 1991; Robin and Reidenbach 1993).
Justice becomes an issue whenever a distribution or exchange is made, regardless of what is
being distributed (e.g., goods, services, resources, benefits or costs, rights or duties, rewards
or punishment). Since most marketing activities involve distributions and exchanges, justice
pervades virtually all domains of marketing. Marketing is determined by relationships in
which power is unevenly distributed between stakeholders that can often be detrimental to
different publics (Robin and Reidenbach 1993:100). Such inequitable relationships need to
be specifically addressed by distributive justice principles (Robin and Reidenbach 1993).
Exchange as distribution is a basic concept in marketing and works very well as long as each
party to an exchange has something the other party values, and if both parties are on an even
playing field. But the exchange concept becomes problematic when some party to an
exchange (e.g., the poor, the children, the elderly, the minorities, the poor countries) does not
have something (e.g., money, resources, advantage, skills, information, opportunity) the other
party values or is burdened with undeserved social disadvantages. Under these circumstances
the marketing exchange is generally imbalanced in favor of the marketers (Alwitt 1995;
Andreasen 1975, 1993, 1995; Ringold 1995).
In the arena of global marketing, some consumers are naturally disadvantaged based on race,
color, gender, geography and nationality (Andreasen 1975), and hence, are vulnerable
(Andreasen 1988; Andreasen and Manning 1990). The moral right to be treated as free and
equal persons is the basic foundation of distributive justice (Vlastos 1962). For example,
target-marketing to vulnerable minorities or using coercive channel power against competing
170
products in retail stores are marketing strategies that may be productive and profitable, and
hence they are justifiable on utilitarian grounds. They may not explicitly violate consumer
rights or duties, and hence, they are justified on deontological grounds. But in as much as
they unevenly distribute costs and burdens, rights and duties across various stakeholders such
as consumers and local communities, competitors and channel members, they violate
distributive justice.
Global marketing Ethics as a Challenge to Global Prosperity
With the crumbling of the Berlin Wall, the fall of Communism, the dissolution of U. S. S. R.,
the demise of the command economies in general, and the enormous advances in
communication and transportation technologies, the world is progressively changing. It is
becoming a giant customs union (Jeannet and Hennessey 1998), a mega common market
(Levitt 1983; Ohmae 1990), a global economic union (Czinkota and Ronkainen 1995), a
virtual Eurodollar monetary union (Keegan 1995), and possibly, a political union during the
early Third Millennium (Jeannet and Hennessey 1998). With all these movements global
business ethical responsibilities in general and global marketing ethical responsibilities in
particular, increase.
The Preamble to the Caux Principles suggests that global markets and globalization of
markets imply the following: a) the increasing mobility of employment, capital, produce and
technology across countries and trade regions; b) current international laws and market forces
are necessary but insufficient guides for business conduct; c) responsibility for the politics
and actions of business and respect for the dignity and interests of its stakeholders are
fundamental, and d) shared values, including a commitment to shared prosperity are as
important for a global community as for communities of smaller scale. All four points need
concrete global marketing micro ethical imperatives that we have suggested to make them
realistic and motivating. Global distributive justice in marketing calls for global cooperation,
trusting inter-country and inter-firm trade relationships (Corsten and Kumar 2005;
Narayandas and Rangan 2004), and global environmental and developmental responsibilities
of corporate global citizenship (Logsdon and Wood 2005). The U. S. Government can offer
leadership in this regard (see Aaronson 2005; Mascarenhas, Kesavan and Bernachi 2005a)
and so can the U. S. Global corporations (e.g., Levi & Strauss, and Nike). Even the poor of
the third world countries can be profitable (Prahalad 2004).
171
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179
THE PROFITABILITY OF CARRY TRADE:
EVIDENCE FOR FIVE CIS COUNTRIES
Razzaque H Bhatti
Bang College of Business, KIMEP University
Almaty 050010, Kazakhstan
ABSTRACT
This paper explores whether carry trade operations in the five CIS currencies – Armenian
drams, Azerbaijani manat, Kazak tenge, Kyrgyz soms and Moldovan lei – were profitable
over the period 1996:01-2010:02. The results show that carry trades in the five CIS
currencies funded by short positions in the Japanese yen and Swiss franc outperform the two
major stock markets–the Japanese Nikkei 225 and Swiss market indices. The annualized
quarterly returns in carry trades range between 1.5% and 14.01%, whereas those on the
Swiss market and Japanese Nikkei 225 market indices are 5.79% and -3.4%. The results show
that the average annualized interest differential are the highest for the Kyrgyz soms and
Armenian drams and the lowest for the Kazakh tenge and Azerbaijani manat when carry
trades in these currencies are funded with short positions in both the Japanese yen and Swiss
franc. However, the quarterly annualized mean return in carry trades is the highest in the
case of Armenian drams and the lowest in the case of the Kazakh tenge. These findings are
also strongly supported by the Sharpe ratios, which are 0.44 and 0.48 for the former currency
pairs and only 0.04 and 0.05 for the latter pairs, implying that the risk-adjusted return in
carry trade is the highest for the Armenian drams.
Key words: Uncovered interest parity, exchange rate and open economy
JEL Classification: F30, F31, F41.
180
INTRODUCTION
This paper explores the profitability of carry trade in five CIS countries–Armenia, Azerbaijan,
Kazakhstan, Kyrgyzstan and Moldova. Carry trade is described as a highly speculative
investment strategy whereby a currency manager borrows funds in a currency yielding low
interest rates (funding currency) to finance investment in a currency yielding high interest
rates (target currencies) in order to capitalize on the interest differential and possibly on the
expected movement in the exchange rate of the target against the funding currency. The carry
trade operation remains profitable as long as the gain from the interest rate differential is not
overwhelmed by short-to-medium term movements in exchange rates (Galati et al, 2007).
While one can be certain about the interest differential, he is not what the exchange rate will
be of the target against the funding currency at the time the loan will be repaid in the funding
currency. The movement in the exchange rates between the time the funds are borrowed and
paid back in low-interest currencies can add to the gains emanating from the interest
differentials, result in a smaller gain, or give rise to even a huge loss1. This implies that the
return in carry trades depends not only on the interest differential between funding and target
currencies but also on the expected rate of change of the exchange rate of the latter against the
former currencies. The carry trade operation becomes highly profitable as long as the high-
interest currencies appreciate against the low-interest currencies. On the contrary,
depreciation of the high-interest currencies may wipe out much of the gains from the interest
differential, and can even put a carry trader out of business if the depreciation of the high-
interest currencies is much higher than the interest differential2. Consequently, the carry trade
operation may entail a high degree of risk if the target currencies depreciate possibly by more
than the interest differentials over the holding period.
Carry trades have important implications for the exchange rates of funding against target
currencies as well as for monetary policies pursued in countries with low- and high-interest
currencies. Galati et al (2007) argue that carry trades typically tend to have asymmetric
impact on exchange rates. In general, the build-up of these positions is viewed to result in a
persistent strengthening of target currencies and weakening of funding currencies3. La Marca
(2007) holds the same view by arguing that the relative funds involved in carry trade activities
may trigger a cumulative effect on exchange rates, inducing an appreciation of target
currencies and a depreciation of funding currencies. According to him, Japanese-yen- and
Swiss franc-funded carry trade operations appear to have been responsible for a persistent
trend to towards appreciation of high-yielding currencies, such as the Australian dollar, New
Zealand dollar, Brazilian real, Turkish lira, South African rand, Korean won and the
currencies of some transition economies such as Hungry, Romania, Bulgaria and the Baltic
states. Funding currencies, such as the Japanese yen and Swiss franc, have demonstrated an
opposite trend. It is also argued that national monetary policies in these countries have
become increasingly affected by the pressures on exchange rates and inflows of short term
capital. The fear of a sudden stop of inflows of short term capital, currency depreciation and a
consequent inflationary pressure may induce central banks in these countries to maintain high
interest differentials and accommodate the increasing appetite of carry traders.
181
This paper aims to explore the profitability of the Japanese yen and Swiss franc–funded carry
trades in five currencies of the countries of independent states (CIS) – Armenia, Azerbaijan,
Kazakhstan, Kyrgyzstan and Moldova – using historical quarterly data on three-month
Treasury bills interest and spot exchange rates over the period 1996:01-2010:02. Since the
independence of these countries from the Soviet Union and their transition to a market
economic system, nominal interest rates in these CIS countries have been, and are still
consistently much higher than those of the two major currencies. Over the period under
consideration, the annualized average quarterly interest rates on T-bills in Japan and
Switzerland are in the range of 0.21% and 1.26% respectively, whereas the average
annualized quarterly interest rates are in the range of 19.31% (Kyrgyzstan) and 10.31%
(Kazakhstan) in the five CIS countries. This provides incentive to currency managers around
the world to borrow funds in the Japanese yen and Swiss franc4 and invest the funds borrowed
in each of the five currencies of the CIS countries to capitalize on differences in interest rates
and possibly on exchange rate movements. The objective of the paper is to explore whether
such carry trade opportunities in 10 currency pairs of the CIS countries with the Japanese yen
and Swiss franc have been profitable over the period under consideration. Besides, the paper
aims to assess whether there is any degree of risk involved in carry trades in the five CIS
currencies funded by the two major currencies. Several measures of return and risk are
employed in this study5. The measures of return used in this paper include mean annualized
and cumulative returns, whereas those of risk include standard deviation, downside semi-
standard deviation and value at risk. The Sharpe ratio is also used which measures a risk-
adjusted return on carry trades.
CARRY TRADE THEORY
Carry trade strategies are closely linked to the uncovered interest parity (UIP) hypothesis
postulating that high-interest currencies should depreciate whereas low-interest currencies
should appreciate by exactly the extent of the interest differential. Let F
ti and T
ti be the
interest rates on the funding and target currencies respectively set at time t, where T
t
F
t ii .
Also let tS and 1tS be the current and future spot exchange rates between the funding and
target currencies (defined as the target currency price of a unit of the funding currency,
implying that if the exchange rate increases, then the target currency will depreciate whereas
the funding currency will appreciate) prevailing at time t and t+1 respectively. The UIP
conditions is given by
T
F
t
t
i
i
S
S
1
11 (1)
Equation (1) can be approximated by
F
t
T
tt iiS 1 (2)
182
If equation (2) does not hold, then profit can be made by engaging in carry trades by taking a
short position in low interest currencies and a long position in high interest currencies, and as
such the return made on carry trade is given by
1)( t
FT Sii (3)
Equation (3) implies that the carry trade operation will not be profitable at all unless the UIP
condition (as represented by equation (1) or (2)) is violated consistently over time, implying
that the target currency depreciates against the funding currency by exactly the extent of the
interest differential and that the interest differential is eventually completely wiped out
forcing in equation (3) to be equal to zero over time6. This also implies that carry trade
will be highly profitable if the target currency appreciates at the time when the loan will be
paid back in the funding currency, that is 01 tS in equation (3) and as such in this case
return on carry trade comes not only from the interest differential but also from the gain on
currency holding. Thus carry trade can still be profitable as long as the target currency does
not depreciate by more than the interest differential as indicated by equation (3); however, if
the target currency depreciates by more than the interest differential then carry trade may
result in huge losses.
It must, however, be noted that the failure of UIP is not the only cause for carry trade. The
other cause for carry trade is the failure of CIP, resulting in opportunities for profit that can be
made by financing long positions in the currencies selling at a discount via short positions in
the ones selling at a premium. Because covered interest parity must hold as an arbitrage or a
hedging condition, the two forms of carry trades are equivalent (Moosa, 2010; p.362).
EXISTING EVIDENCE ON CARRY TRADE
A number of studies have been conducted exploring the return and risk characteristics of
carry trades in the currencies yielding higher interest rates funded by short positions in the
currencies yielding lower interest rates and produced results showing that carry trades yield
profits if maintained over long periods. Testing carry trade strategies for 10 currency pairs –
involving the Japanese yen and Swiss franc as two funding currencies and the Australian
dollar, Indian rupee, Indonesian rupiah, New Zealand dollar and Philippine peso as target
currencies – Gyntelberg and Remolona (2007) produced evidence showing that carry trades
outperformed the major stock markets over the period December 2000-September 2007. The
results they obtained show that the annualized average daily returns on these currency pairs
were in the range of 12.9 to 2.40% compared to 2.18 to 5.47% on stock market indices
including the S&P 500, Nikkei 225 and FTSE 100. The annualized daily returns on carry
trades were much higher when the Japanese yen was used as the funding currency than when
the Swiss franc was used. For example, the returns on the New Zealand dollar, Australian
dollar, and Indonesian rupiah were 14.94%, 12.50% and 10.40% respectively when the
183
Japanese yen was used as the funding currency, whereas of those involving the Swiss franc
were 8.38%, 6.08% and 4.13% respectively. They also found evidence strengthening the
results of earlier studies conducted by Galati et al (2007) and Hattori and Shin (2007)
showing that volumes of carry trade involving the yen are high when interest differential
against the yen are high. Based on the carry-to-risk ratio (the interest differential adjusted by
the risk of future exchange rate movements), Galati et al (2007) found that carry trade
positions that were short the Japanese yen, Swiss franc and US dollar and long the Australian
dollar, New Zealand dollar and British pound were increasingly promising between the period
2002-2005. Results obtained by studies conducted, inter alia, by Burnside et al (2007), Dunis
and Miao (2007), Jurek (2008), Moosa (2008), Dravas (2009) and Fong (2010) were also
supportive of the profitability of carry trade over long periods.
Burnside et al (2007) find that carry trades applied to two different portfolios – one consisting
of the currencies of developed countries and the other currencies of both developed and
emerging markets7 – yield high average payoffs as well as Sharpe ratios that are substantially
higher than those associated with the US stock market. They attribute the high Sharpe ratio
associated with the carry trade strategy to the diversification effect that results from
combining individual currencies into portfolios. Examining yen-based carry trade over the
period 2001-2009, Fong (2010) produced results generating high mean returns and Sharpe
ratios prior to the global financial crisis. Moosa (2008) argue that although carry trades could
be profitable over a long period of time, significant losses could arise on a single occasion
that may put a carry trader out of business. He used different measures to examine the risk
and return profile of six currency combinations involving two funding currencies (the
Japanese yen and Swiss franc) and three target currencies (the US dollar, UK pound and
Canadian dollar) and quarterly historical data covering the period 1995:4-2006:4. Results
show that the yen carry trade with the British pound as a target currency, yielding the highest
interest differential, is the most profitable. This combination produces an average annualized
return of 9.04% and an average annual compound return of 8.87%. The combination that
produces the lowest return is the US dollar with the Swiss franc as the funding currency.
Moosa (2008) also uses the performance of the Monte Carlo simulations on the rate of return
on carry trade in order to determine whether or not the results obtained are just due to a
chance resulting from small sample bias. Based on the fitted distributions of Kolmogorov
Smirnov test to pick the most appropriate distribution out of a list of 15 possible continuous
contributions, it was found that in no case is the return normally distributed, and in most cases
the rate of return follows a distribution that is similar to the distributions followed by the
percentage change in the exchange rate, which is the source of risk in carry trade. The
probability or the certainty level that a positive return will be produced by any single carry
trade operation for the underlying currency pair was shown to be too low for comfort. All
measures of distribution (downside risk, value at a risk and Sharpe ratio) used in the study
showed that significant risk was associated with carry trade.
Moosa (2008) demonstrates that carry trade can be profitable if conducted over a long period
of time, but the risk involved can be high. Assessing the profitability of carry trade for six
184
currency combination – CAD/USD, JPY/USD, GPB/USD, JPY/CAD, JPY/GBP and
CAD/GBP – using monthly data on over the period December 1999-June 2006, Moosa (2010)
produced results which cast doubt on the profitability of carry trade. These results were
interpreted as indicating that there is mostly a fifty-fifty chance that profit can be made from a
single carry trade operation. Baillie et al (2011) also demonstrate that carry trade involves
significant foreign exchange risk to the extent that it may not be worthwhile in terms of risk
and return. They warn that carry trade may involve excessive risk over a long period of time
if the fundamental of a currency is ignored, and as such they may be also vulnerable to any
sudden unanticipated changes in exchange rates. Testing carry trade strategies for the Pak
rupee using the Japanese yen, Swiss franc and US dollar as funding currencies over the period
1995:01-2010:06, Bhatti (2012) also found results indicating that carry trade operation which
appears to be highly profitable because of significant interest differential on Pak rupee
eventually turns out to be highly unprofitable and risky at the end of day because of enormous
depreciation of the Pak rupee over the sample period. Results based on all the measures of
return and risk employed in this study show that major equity markets, except for Nikkei 225,
outperform carry trades in the Pak rupee funded in three major currencies. The results
produce relatively higher average annualized returns and lower standard deviations for S&P
500 and Swiss equity markets rather than for carry trades, giving rise to higher Sharp ratios
for the former than for the latter. This implies that risk-adjusted returns of equity markets are
much higher than those of carry trades. The results also show that the mean of the interest
differential is the highest when the Pak rupee is paired with the Japanese yen (PKR/JPY) than
when it is paired with the Swiss franc and US dollar (PKR/CHF and PKR/USD). Although
high interest differentials apparently make carry trades appear very profitable, enormous
depreciation of the Pak rupee over the sample period has resulted in huge losses in carry
trades. An important conclusion that emerges from these results is that carry trade operations
may become highly unprofitable and risky if a target currency depreciates by more than the
interest differential.
EMPIRICAL RESULTS
The results of the annualized quarterly returns in carry trades, as presented in Table 1, show
that the Japanese-yen and Swiss-franc-funded carry trades in the five CIS currencies were
highly profitable over the last 15 years and six month. As evident from Table 1, carry trades
in all the CIS-currency pairs with the Japanese yen and Swiss franc outperform the two major
stock markets–the Japanese Nikkei 225 and Swiss market indices. The annualized quarterly
returns in carry trades range between 1.50% (in the case of the KZT/CHF pair) and 14.01%
(in the case of the ARD/JPY pair), whereas the Swiss market index produces an annualized
quarterly return of 5.79% and Nikkei 225 market index produces a negative return of 3.4%.
Moreover, the risk in carry trades (as measured by standard deviation) in eight currency pairs
is lower than that of the stock markets, whereas the downside risk (measured by VaR) of
carry trades in all cases is the lowest. It must also be noted that carry trades in all cases
produces Sharpe ratios which are higher than those of the stock markets, implying that risk-
adjusted returns on carry trades are higher than those of the stock markets.
185
TABLE 1: RETURN AND RISK ON CARRY TRADES
Currency
Pairs
Mean
Interest
Differential
Positive
change
in
exchange
rate (%)
Positive
return
(%)
Mean
annualized
return
Cumulative
return
Standard
deviation
Downside
semi
standard
deviation
99%
value
at risk
Sharpe
ratio
ARD/JPY 15.47 50.88 73.68 14.01 530.62 31.22 27.99 58.72 0.44
AZM/JPY 10.66 48.07 69.23 8.06 153.07 26.08 20.53 64.06 0.31
KRS/JPY 19.09 52.63 72.93 6.16 77.31 38.58 24.31 118.61 0.16
KZT/JPY 10.1 49.12 70.18 1.61 -3.92 35.88 17.58 113.89 0.04
MDL/JPY 16.88 49.12 61.4 5.61 -43.1 54.96 24.59 10.2 0.1
ARD/CHF 14.43 42.11 70.18 13.78 501.85 28.43 27.19 47.38 0.48
AZD/CHF 9.64 44.23 69.23 6.9 64.48 22.22 18.97 41.86 0.31
KRS/CHF 18.05 57.89 66.67 6.41 78.17 31.56 24.5 81.98 0.2
KZT/CHF 9.04 49.12 63.16 1.5 17.67 32.38 18.67 100.92 0.05
MDL/CHF 15.83 51.88 66.67 6.08 23.31 43.32 24.62 143.32 0.14
Swiss
Market
Index 5.79 41.30 30.78 92.20 0.14
Nikkei
225 -3.40 43.18 28.20 91.10 -0.08
The results also show that annualized averages of the interest differential and carry trade
returns are the highest for the Kyrgyz soms when it is paired with both the Japanese yen and
Swiss franc and the lowest for the Azerbaijani manta and Kazakh tenge when they are paired
with both the Japanese yen and Swiss franc. These findings are strongly supported by the
Sharpe ratios, which are 0.62 and 0.72 for the former currency pairs and only in the range
between 0.45 and 0.50 for the latter pairs. This implies that the risk-adjusted return in carry
trade is the highest for the former than the latter. However, the frequency of positive return
for the KRS/CHF pair is much higher than the positive changes in the underlying exchange
rate when compared with that of the KRS pair with Japanese yen. Similarly, the frequency of
positive return for the MDL/JPY, ARD/CHF, AZD/CHF and MDL/CHF currency pairs is
also much higher than the positive changes in the underlying exchange rates. This leaves the
biggest percentage of negative rates of return for the ARD, AZM, and KRS when they are
paired with the Japanese yen and the KZT when it is paired with both the Japanese yen and
Swiss franc, implying that the highest risk is involved in these currency pairs. These results
are supported by the findings based on the Sharpe ratio, showing that the risk-adjusted return
in carry trade is the highest for the Kyrgyz soms and lowest for Kazak tenge. These results
clearly imply that carry trades in the Kyrgyz soms initiated by short positions in both the
major currencies are relatively more profitable than those of other currency pairs. This finding
186
becomes more pronounced in Figure 1, showing that the annualized quarterly returns in the
Kyrgyz soms tend to have been positive and have often been quite high on more occasions
and that only on a smaller number of occasions have returns in carry trades been negative.
This also implies that the probability of huge occasional losses is much smaller in the Kyrgyz
soms than in other currency pairs.
FIGURE 1: CARRY TRADE RETURN
ARD/JPY
-80
-60
-40
-20
0
20
40
60
80
AZM/JPY
-80
-60
-40
-20
0
20
40
60
KRS/JPY
-200
-150
-100
-50
0
50
100
KZT/ J P Y
-200
-150
-100
-50
0
50
100
187
FIGURE 1: CONT.
Figure 2 depicts returns on carry trades and two market indices, as measured by annualized
quarterly returns and Sharpe ratio, as well as risk on carry trades and two market indices, as
measured by standard deviation and value at risk. Clearly, annualized quarterly as measured
by mean returns and risk-adjusted returns as measured by Sharpe ratio on carry trade are
highest on Armenian drams when it is paired with both the Japanese yen and Swiss franc.
Likewise, the risk on carry trade as measured by standard deviation and value at risk is the
lowest in the case of Armenian drams when compared with all currency pairs except
Azerbaijani manta and Moldovan lei respectively.
MDL/JPY
-400
-300
-200
-100
0
100
ARD/CHF
-80
-60
-40
-20
0
20
40
60
80
AZM/CHF
-50 -40 -30 -20 -10
0 10 20 30 40 50
KRS/CHF
-100
-80
-60
-40
-20
0
20
40
60
80
KZT/CHF
-200
-150
-100
-50
0
50
100
MDL/CHF
-300
-250
-200
-150
-100
-50
0
50
100
188
FIGURE 2: RETURN AND RISK
CONCLUSIONS AND IMPLICATIONS
In this paper the profitability is explored in carry trade operations in the five CIS currencies –
Armenian drams (ARD), Azerbaijani manat (ABM), Kazakhstan tenge (KZT), Kyrgyz soms
(KRS) and Moldovan lei (MDL) – funded by short positions in the Japanese yen and Swiss
franc using quarterly data on spot exchange rates and interest rates in Treasury bill markets
over the period 1996:01-2010:02. Two important conclusions emerge from these results.
First, results based on several measures of return and risk show that carry trades in five CIS
currencies outperform the two major stock markets–the Swiss market index and Nikkei 225
market index. The annualized quarterly returns realized in carry trade operations in the five
CIS currencies funded by short positions in the Japanese yen and Swiss franc are highly
profitable in all cases over the last 15 years and six month. The annualized quarterly return in
Mean Return
-6
-4
-2
0
2
4
6
8
10
12
14
16
ARD/JPY
AZM
/JPY
KRS/
JPY
KZT/
JPY
MDL/
JPY
ARD/C
HF
AZM
/CHF
KRS/
CHF
KZT/
CHF
MDL/
CHF
Swiss In
dex
Nik
kei 2
25
Standard Deviation
0
10
20
30
40
50
60
ARD/JPY
AZM
/JPY
KRS/
JPY
KZT/
JPY
MDL/
JPY
ARD/C
HF
AZM
/CHF
KRS/
CHF
KZT/
CHF
MDL/
CHF
Swiss In
dex
Nik
kei 2
25
Sharpe Ratio
-0.2
-0.1
0
0.1
0.2
0.3
0.4
0.5
0.6
ARD/JPY
AZM
/JPY
KRS/
JPY
KZT/
JPY
MDL/
JPY
ARD/C
HF
AZM
/CHF
KRS/
CHF
KZT/
CHF
MDL/
CHF
Swiss In
dex
Nik
kei 2
25
Value at Risk
0
20
40
60
80
100
120
140
160
ARD/JPY
AZM
/JPY
KRS/
JPY
KZT/
JPY
MDL/
JPY
ARD/C
HF
AZM
/CHF
KRS/
CHF
KZT/
CHF
MDL/
CHF
Swiss In
dex
Nik
kei 2
25
189
carry trades ranges between 12.7% and 32.5%, whereas the Swiss market index produces an
annualized quarterly return of 5.79% and Nikkei 225 market index produces a negative return
of 3.4%. Moreover, carry trades in all cases produces Sharpe ratios which are higher than
those of the stock markets, implying that risk-adjusted returns on carry trades are higher than
those of the stock markets.
Second, results also show carry trades in the Kyrgyz soms outperform those of other CIS
currencies when paired with both the Japanese yen and Swiss franc. The annualized averages
of the interest differential and carry trade returns are the highest for the Kyrgyz soms and the
lowest for the Azerbaijani manta and Kazakh tenge when these currencies are paired with
both the Japanese yen and Swiss franc. These findings are strongly supported by the Sharpe
ratios, which are 0.62 and 0.72 for the former currency pairs and only in the range between
0.45 and 0.50 for the latter pairs. This implies that the risk-adjusted return in carry trade is the
highest for the former than the latter. However, the frequency of positive return for the
KRS/CHF pair is much higher than the positive changes in the underlying exchange rate
when compared with that of the KRS pair with Japanese yen. Similarly, the frequency of
positive return for the MDL/JPY, ARD/CHF, AZD/CHF and MDL/CHF currency pairs is
also much higher than the positive changes in the underlying exchange rates. This leaves the
biggest percentage of negative rates of return for the ARD, AZM, and KRS when they are
paired with the Japanese yen and the KZT when it is paired with both the Japanese yen and
Swiss franc, implying that the highest risk is involved in these currency pairs.
END NOTES
1. In fact, while the interest differential is a necessary condition for the profitability in
carry trades, it is not a sufficient condition. The sufficient for the profitability in carry
trades is the expected change in the exchange rate of the funding currency against the
target currency. If the funding currency depreciates by more than the interest
differential, then the carry trade operation may be completely wiped out.
2. Zukerman and Pacelle (1999) argue that “much of the time this “yen carry activity” is
quite successful, although it can backfire if the yen appreciates sharply as it did in 1998
and 1999.
3. However, a sudden unwinding of these positions may give rise to a tendency for target
currencies to depreciate and funding currencies to appreciate sharply (see, for example,
Beranger et al, 1999; and Cairns et al, 2007).
4. As McCauley and McGuire (2009,p86-87) argue, both the Japanese yen and Swiss
franc are “safe haven” currencies (that is, currencies with low risk and high liquidity)
and are considered to be the funding currencies in carry trades. They hold the view that
such structural features of Switzerland as political stability, low inflation, confidence in
the central bank, comfortable official foreign reserves, high savings and net foreign
asset position, as pointed out by Jordan (2009) to explain as to why the Swiss franc
serves as safe heaven, matter less than low yields. According to them, “Japan and
190
Switzerland may have much in common, but it is primarily low yields that have
recommended the yen and franc as funding currencies”.
5. For a detailed discussion in these measures of return and risk on carry trades, see
Moosa (2008p.10-11)
6. This is why Gyntelberg and Remolona (2007) describe carry as “essentially a bet
against UIP”.
7. Using data used data on spot and forward rates against the US dollar for 63 currencies,
Burnside et al (2007) found that the inclusion of emerging market currencies in the
portfolio substantially increases the Sharpe ration. Some of the emerging market
currencies in the portfolio include the currencies of India, Kazakhstan, Pakistan,
Philippines, Qatar, Saudi Arabia, Singapore Turkey and Ukraine etc.
REFERENCES
Baillie, R.T. and Chang, S.S. (2011), “Carry Trades, Momentum Trading and the Forward
Premium Anomaly”, Journal of Financial Markets, 14, 441-464.
Beranger, F., Galati, G., Tsatsaronis, K. and von Kleist, K. (1999), “The Yen Carry Trade and
Recent Foreign Exchange Market Volatility”, BIS Quarterly Review, March, 33-37.
Bhatti, R. H. (2012), “On Return and Risk in Carry Trades: A Case of the Pak Rupee”,
International Journal of Economics and Finance Studies, forthcoming.
Burnside, C., Eichenbaum, M. and Rebelo, S. (2007), “The Returns to the Currency
Speculation in Emerging Markets”, American Economic Review, 97, 333-338.
Cairns, John, Ho, Corrinne and McCauley, Robert (2007), “Exchange Rates and Global
Volatility: Implications for Asia-Pacific Currencies”, BIS Quarterly Review, March, 41-52.
Dravas, Z. (2009), “Leveraged Carry Trade Portfolios”, Journal of Banking and Finance, 33,
944-957.
Dunis, C.L. and Miao J. (2007), “Trading Foreign Exchange Portfolios with Volatility Filters:
the Carry Rrade Model Revisited”, Applied Financial Economics, 17, 249-255.
Fong, W.M. (2010), “A Stochastic Dominance Analysis of Yen Carry Trades”, Journal of
Banking and Finance, Vol. 34, pp. 1237-1246.
Galati, G., Heath, A. and McGuire, P. (2007), “Evidence of Carry Trade Activity”, BIS
Quarterly Review, September, 27-41.
Gynelberg, J. and Remolona, E. (2007), “Risk in Carry Trades: A Look at Target Currencies
in Asia and the Pacific”, BIS Quarterly Review, December, 73-82.
Hottori, M. and Shin, H. S. (2007), “The Broad Yen Carry Trade,” Bank of Japan, Institute
for Monetary and Economic Studies, Discussion Paper No 2007-E-19.
Jorda, O. and Taylor, A. (2009), “The Carry Trade and Fundamentals: Nothing to Fear but
FEER itself”, NBER Working Papers, No 15518.
191
Jurek, J.W. (2008), “Crash-Neutral Currency Carry Trades”, Working Paper, Princeton
University.
La Marca, M. (2007), “The Carry Trade and Financial Fragility”, in Coping with Globalized
Finance: Recent Challenges and Long-term Perspectives, Proceedings of United Nations
Conference on Trade and Development, 3-21.
McCauley, R. N. and McGuire, P. (2009), “Dollar Appreciation in 2008: Safe Heaven, Carry
Trades, Dollar Shortage and Overhedging”, BIS Quarterly Review, December, 85-93.
McGuire, P. and Upper, C. (2007)”, Detecting FX Carry Trades”, BIS Quarterly Review,
March, 8-9.
Moosa, I. A. (2008), “Risk and Return in Carry Trade”, Journal of Financial
Transformation”, 22, 10-15.
Moosa, I.A. (2010), “The Profitability of Carry Trade”, Economia Internazionale, 63, 261-
380.
Zukerman, G. and Pacelle, M. (1999), “Treasury Prices Fall as Hedge Funds Seek to Unwind
Yen Carry Trades”, Wall Street Journal, June 14, 1.
192
DOES ADDING INTERMEDIATE ALGEBRA AS A PREREQUISITE FOR
ECONOMICS PRINCIPLES COURSES IMPROVE STUDENT SUCCESS?
Steven J. Balassi, Richard H. Courtney, and William Lee
Saint Mary‟s College of California, Moraga, U.S.A.
INTRODUCTION
Teachers and researchers of economics have expressed considerable interest in the
relationship between students‟ mathematical ability and their success in economics.
Interest in this relationship has heightened recently as a result of actions by
accrediting agencies requiring colleges to more objectively assess student learning as
part of a cycle of continuing educational improvement.
In a possible response to this, the State of California has developed and currently uses
a measure of student learning called the “Success Rate” (SR) which is the percentage
of students who receive a C or better in a course. The State calculates this SR for all
courses taught in the California Community College System.
In the 2009 fall semester, the faculty at Napa Valley College (NVC) implemented a
requirement that students enrolling in principles of economics courses must have
previously successfully completed a course in intermediate algebra. Another nearby
college, Solano Community College (SCC), had not, as of spring 2011, implemented
this requirement.
The purpose of this study is to analyze the SR of students in introductory economics
courses at these two institutions and determine whether or not the imposition of an
intermediate algebra requirement in fact improves student learning in principles of
economics courses.
LITERATURE REVIEW
Numerous studies have attempted to ascertain factors influencing student learning and
performance in principles of economics courses. Typically, educational production
functions are employed in which output, measured in terms of economic knowledge,
is expressed as a function of productivity inputs. Variables used as productivity
inputs include measures of student ability, such as high school GPA and SAT scores;
193
student characteristics, such as gender and ethnicity; as well as instructional
techniques employed.
Mathematical ability is frequently hypothesized to be one of the most important
determinants of student success in principles of economics courses. Many of the
studies examining the determinants of student success have attempted to control for
students‟ mathematical ability by utilizing a dummy variable to indicate whether or
not students had taken a calculus course prior to taking introductory economics or by
incorporating a measure of mathematical aptitude, such as students‟ scores on the
mathematics portion of the SAT. Anderson, Benjamin, and Fuss (1994) found that
background knowledge of calculus had a significant positive effect on student
performance in introductory economics courses. Durden and Ellis (1995) also found
that SAT scores in mathematics had a significant positive effect and the same result
was found for students‟ experience with calculus. Previously, Williams, Waldauer,
and Duggall (1992) found that mathematics SAT scores were a major determinant of
student success in introductory economics for all types of exams, excluding essay
exams. Brassfield, Harrison, and McCoy (1993) reported that having completed a
sequence of courses in business math had a significant positive impact on students‟
grades.
While the previous studies all found math skills to be important as a determinant of
success in introductory economics courses, the precise skills contributing to students‟
success have not been well identified. Ballard and Johnson (2004) used a broader
array of explanatory variables to identify which math skills are important for success
in introductory microeconomics courses. They examined students‟ scores on the math
portion of the ACT Assessment Test, whether student had taken a calculus course,
whether students had been required to take remedial math, and students‟ scores on a
test of basic mathematical concepts. They found that “all four measures used have
significant effects in explaining performance in an introductory microeconomics
course”. However, they also concluded that “quantitative skills are sufficiently
multidimensional that no single variable is likely to represent them adequately. The
multiple measures of math achievement are relatively independent and are all
statistically significant”. In addition, they concluded that “mastery of extremely basic
quantitative skills is among the most important factors for success in introductory
microeconomics” and that “improvements in student performance may depend on
improved mastery of basic algebra”. This study extends the existing literature by
addressing the effect of introducing a prerequisite of intermediate algebra on student
success in introductory economics courses
194
BACKGROUND
Napa Valley College (NVC) is located in Napa, California. It is a member of the
California Community College (CCC) system and has about 4,500 full-time
equivalent students. Many of NVC‟s students take courses that will enable them to
transfer to four-year institutions to complete their Bachelor‟s degree. Not all courses
are transferable from a CCC to a four-year institution. The process of having a course
transferable from a CCC to a four-year institution is known as articulation.
Articulation agreements are contracts between the CCC‟s and four-year institutions.
These agreements are in place so students know whether or not the courses they are
taking will count when they move from the CCC to a four-year institution. The
essence of these agreements is to help students plan and not take unnecessary courses.
NVC offers two economics courses which are transferable to almost all four-year
institutions. Both principles of macroeconomics and principles of microeconomics
may be taken at NVC and accepted for credit by four-year institutions. Before the
2009 fall semester started, NVC was informed that certain four-year institutions
would not allow these two courses to count at their institutions unless NVC added a
prerequisite of intermediate algebra. After some discussion and debate, the NVC
faculty decided it was in the best interest of their students to add the intermediate
algebra prerequisite. Fall 2009 was the first semester students had to have passed an
intermediate algebra course before being allowed to enroll in either principles of
macroeconomics or principles of microeconomics.
Also included in the study is Solano Community College (SCC), a similar-sized
institution located in a county adjacent to NVC that serves an overlapping
demographic population. While SCC also offers principles of economics courses, its
faculty had not, as of spring 2011, implemented an intermediate algebra requirement
as a prerequisite for these courses. This pilot study compares the SR in all economics
principles courses taught at both of these colleges each semester from fall 2004
through spring 2011. The goal of the study is to ascertain whether SRs in the
principles courses at NVC were affected by implementation of an intermediate
algebra prerequisite. Data concerning enrollments and number of students receiving a
grade of C or higher in economics principles courses at NVC and SCC were provided
by the California Community College System.
RESULTS AND ANALYSIS
195
Table 1 shows the SRs in the introductory economics courses for NVC and SCC for
the period fall 2004 through spring 2011. The SRs for the two colleges appear to be
very similar until fall 2009, the semester when the NVC faculty implemented the
intermediate algebra prerequisite. At this time, the SR at NVC increased dramatically
while it remained relatively constant at SCC, where no prerequisite requirement was
implemented. Table 1 also shows the weighted average of the SR at each college
before and after implementation of the prerequisite at NVC in fall 2009. The weighted
average SR at NVC improved from 56.6 percent for the period prior to imposition of
the prerequisite to 74.6 percent for the period following imposition of the prerequisite.
For SCC, the weighted average fell from 54.3 percent prior to fall 2009 to 50.5
percent in the period beginning with fall 2009. Results are shown graphically in
Figure 1.
NVC‟s weighted average SR following implementation of the prerequisite
requirement is statistically higher than prior to implementation of the prerequisite
requirement at the 99 percent confidence level while there is no significant difference
in the weighted average SR at SCC between the two periods. Moreover, a
comparison of means test of the weighted average SR of NVC and SCC during the
pre-fall 2009 period showed no statistically significant difference. Using the same test
to compare the weighted averages between the two colleges for the period following
implementation of the prerequisite shows a statistically significant difference at the 95
percent level of confidence (74.6% for NVC to 50.5% for SCC).
Table 2 shows SRs for both male and female students during the period fall 2004
through spring 2011. Both prior to, and following, implementation of the
intermediate algebra requirement in fall 2009, there was no statistically significant
difference in the SR for males and females. In addition, the improvement in the SR
for males following implementation of the algebra requirement was statistically
significant at the 95 percent level of confidence while the improvement for females
was significant at the 99 percent confidence level.
CONCLUSIONS, IMPLICATIONS, AND LIMITATIONS
Lacking data for other variables that may have affected the results obtained, this pilot
study suggests that imposition of an intermediate algebra requirement at NVC did in
fact, improve student learning, as measured by the SR in principles of economics
courses. However, because of data limitations, the results obtained are subject to
further analysis. First, it would be desirable to incorporate additional demographic
information about students into the analysis. Changes in demographic characteristics
196
of students taking the economics principles courses prior to and following
implementation of the intermediate algebra prerequisite at NVC might account for at
least a portion of the improvement in SR observed. While it is possible that some of
the improvement in the SR observed at NVC following implementation of the
intermediate algebra requirement might be attributed to a significant change in student
characteristics, the authors are not aware of any substantial change in student
characteristics during that period. Still, incorporating student demographic
information would be a refinement that could further support the conclusion that
requiring successful completion of an intermediate algebra requirement course leads
to increased student success in economics principles courses. Further, inclusion of
student demographic information could shed light on whether specific student groups
were affected differently by the implementation of an intermediate algebra
requirement. However, existing data do indicate that results obtained for males and
females were not significantly different.
In addition, the SR (C or better) is not likely to be the most objective or reliable
measure of student learning. While some studies use course grades as a measure of
student learning (Ball, Eckel and Rojas, 2006) most other research has used
standardized test questions, often the Test of Understanding in College Economics
(e.g. Lee, Balassi, Courtney 2010) to more objectively measure student success.
It should also be noted that in the fall 2010 and spring 2011 semesters, the SR at NVC
exhibited a further increase from the levels achieved in fall 2009 and spring 2010.
There is not yet sufficient data to determine if these results are significantly different
from the SRs achieved in fall 2009 and spring 2010, or whether the higher SRs will
continue. One conjecture is that the improved results reflect some geographical
shifting of students between NVC and SRR with weaker students, who had not
completed an intermediate algebra course, choosing to attend SCC to complete their
economics principles courses, thereby “weeding out” these weaker students and
improving the SR at NVC. This process would occur over time, giving rise to the
delayed increase in SR at NVC. Such a shift could also have contributed to the
decline in the SR at SCC in fall 2010 and spring 2011, even though such declines
were not found to be statistically significant.
Finally, prior to the 2009 fall semester, it is likely that some students who enrolled in
principles of economics courses at NVC had successfully completed an intermediate
algebra course and results for these students are reflected in the SRs calculated for
NVC prior to implementation of the algebra requirement. While it seems likely that
not all students who completed economics principles courses at NVC prior to the fall
2009 semester had successfully completed intermediate algebra as a prerequisite,
197
because this is not known with certainty, it is not possible to attribute the statistically
significant improvement in SR at NVC solely to implementation of the algebra
requirement. Overall, however, based on results of this study, implementation of an
intermediate algebra prerequisite appears to have considerable merit both for students
and institutions in improving student performance in introductory economics courses.
TABLE 1- STUDENT SUCCESS RATES IN PRINCIPLES OF ECONOMICS
COURSES, NAPA VALLEY AND SOLANO COMMUNITY COLLEGES,
2004-2011
SR* Enrollment Succeeded SR* Enrollment Succeeded
Percentage # of Students # of Students Percentage # of Students # of Students
Fall 2004 57.7 194 112 57.9 425 246
Spring 2005 60.6 180 109 55.3 479 265
Fall 2005 59.5 185 110 48.9 523 256
Spring 2006 57.5 179 103 52.5 413 217
Fall 2006 59.0 188 111 53.7 462 248
Spring 2007 51.3 191 98 53.5 462 247
Fall 2007 54.8 177 97 53.0 447 237
Spring 2008 52.7 201 106 57.4 427 245
Fall 2008 55.7 185 103 59.7 417 249
Spring 2009 57.4 282 162 52.5 509 267
Fall 2009 68.9 183 126 53.1 439 233
Spring 2010 69.9 236 165 51.7 495 256
Fall 2010 81.8 143 117 48.6 451 219
Spring 2011 80.2 207 166 48.9 560 274
Total 2731 1685 6509 3459
Weighted Avg. F04-S09 56.6 54.3
Weighted Avg. F09-S11 74.6 50.5
Percentage Point Difference 18.0 -3.8
Solano Community CollegeNapa Valley College
Shaded rows represent semesters in which the intermediate algebra prerequite was
implemented at NVC.
*SR indicates a student received a grade of C or better.
FIGURE 1- STUDENT SUCCESS RATES IN PRINCIPLES OF ECONOMICS
COURSES, NAPA VALLEY AND SOLANO COMMUNITY COLLEGES,
2004-2011
198
TABLE 2- STUDENT SUCCESS RATES IN PRINCIPLES OF ECONOMICS
COURSES AT NAPA VALLEY COLLEGE, FEMALES VS. MALES, 2004-
2011
199
SR* Female Enrollment Female Succeeded SR* Male Enrollment Male Succeeded
Percentage # of Students # of Students Percentage # of Students # of Students
Fall 2004 58.0 88 51 57.5 106 61
Spring 2005 58.2 91 53 62.9 89 56
Fall 2005 64.6 82 53 55.3 94 52
Spring 2006 58.9 90 53 56.0 84 47
Fall 2006 64.4 73 47 55.7 115 64
Spring 2007 52.7 74 39 50.0 116 58
Fall 2007 62.0 79 49 49.5 97 48
Spring 2008 57.1 84 48 49.6 117 58
Fall 2008 53.0 83 44 59.0 100 59
Spring 2009 61.3 119 73 55.0 160 88
Fall 2009 80.5 77 62 76.2 84 64
Spring 2010 78.9 95 75 63.6 140 89
Fall 2010 88.1 59 52 77.4 84 65
Spring 2011 79.2 96 76 80.9 110 89
Total 1190 775 1496 898
Weighted Avg. F04-S09 59.0 55.0
Weighted Avg. F09-S11 81.7 74.5
Percentage Point Difference 22.7 19.5
Shaded rows represent semesters in which the intermediate algebra prerequite was
implemented at NVC.
*SR indicates a student received a grade of C or better.
200
REFERENCES
Anderson, G., Benjamin, D., and Fuss, M. “The Determinants of Success in
University Introductory Economics Courses”. The Journal of Economic Education.
1994.
Ball, S., Eckel, C., and Rojas, C. “Technology Improves Learning in Large Principles
of Economics Classes: Using Our WITS”. American Economic Review. 2006.
Ballard, C. and Johnson, M. “Basic Math Skills and Performance in an Introductory
Economics Class”. The Journal of Economic Education. 2004.
Brasfield, D., Harrison, D., and McCoy, J. “The Impact of High School Economics on
the College Principles of Economics Course”. Journal of Economic Education. 1993.
Durden, G. & Ellis, L. "The Effects of Attendance on Student Learning in Principles
of Economics". American Economic Review. 1995.
Lee W., Courtney R., and Balassi S. “Do Online Homework Tools Improve Student
Results in Principles of Microeconomics Courses?”. American Economic Review.
2010.
Williams, M., Waldauer, C., and Duggal, V. "Gender Differences in Economic
Knowledge: An Extension of the Analysis". Journal of Economic Education. 1992.
201
GOODNESS-OF-FIT TESTS FOR TWO-DIMENSIONAL CIRCULAR
NORMAL PROBABILITY DISTRIBUTION
Voinov Vassilly
KIMEP University, 2 Abai Av. Almaty 050010, Republic of Kazakhstan
Email: [email protected]
Pya Natalya
KIMEP University, 2 Abai Av. Almaty 050010, Republic of Kazakhstan
Email: [email protected]
Makarov Rashid
KIMEP University, 2 Abai Av. Almaty 050010, Republic of Kazakhstan
Email: [email protected]
Voinov Yevgeniy
Institute for Mathematics and Mathematical Modelling of the Ministry of Education
and Science of the Republic of Kazakhstan, 125 Pushkin St. Almaty 050010
Email: [email protected]
ABSTRACT
Based on the idea of McCulloch (1985) we introduced new modified chi-squared
test,2
nS , for bivariate circular normality. We compare the power of 2
nS with that for
other modified chi-squared tests and with the well-known Anderson–Darling 2A ,
Cramer-von Mises 2W , and Mardia‟s (1970) tests. The results reveal two advantages
of 2
nS statistic over abovementioned tests: while possessing a comparable power, the
2
nS does not require simulation of critical values to define rejection region even for
small samples, and removes requirement for defining the optimal number of grouping
intervals.
202
INTRODUCTION
Multivariate normality is required for correct statistical inferences in very many cases.
It is well known that the joint normality does not follow from the normality of
marginal univariate distributions (see, e.g., Kotz et al. (2000)). The literature on tests
of fit for the multivariate normal family is not such an extensive as for the assessing
the univariate normality, but the last twenty years have seen an increased activity in
this regard. Mardia (1970), and Malkovich and Afifi (1973) derived several tests
based on a generalizations of the univariate skewness and kurtosis statistics. For
alternative generalizations see Balakrishnan et al. (2007), and Balakrishnan and
Scarpa (2012). For other pertinent work in this regard, see Shapiro and Wilk (1965),
Royston (1983), Srivastava and Hui (1987), Tserenbat (1990), Looney (1995), Henze
and Wagner (1997), Henze (2002), Doornik and Hansen (2008).
More elaborate lists of references can be obtained from the review articles of Henze
(2002) and Mecklin and Mundfrom (2004).
MODIFIED CHI-SQUARED TESTS
Moore and Stubblebine (1981) developed a test for multivariate normality as follows.
Let 1,..., nX X be independent identically distributed p-variate ( 2p ) normal random
vectors with the following joint probability density function
/2 1/2 11
| 2 | exp ,2
p Tf
x x x
where is a p -vector of means and is a non-singular p p matrix. Let a given
vector of unknown parameters be
1 11 12 22 1 2,..., , , , ,..., , ,..., ,..., ,T
p j j jj pp where the elements of the
matrix are arranged column-wise by taking the elements of the upper-triangular
sub matrix of . Given 0 10 ... Mc c c , the M random grouping cells can be
defined as (Moore and Stubblebine, 1981)
1
1ˆ in R : , ,
Tp
in n i iE c c i = 1,...,M
X X X S X X
where and X S are maximum likelihood estimators of and correspondingly. The
estimated probability to fall into each cell is
203
ˆ
ˆ ˆ( ) .
in n
in n n
E
p f d x | x
If ic is the /i M point of the central chi-squared distribution with p degrees of
freedom, 2
p , then the cells are equiprobable under the estimated parameter value, ˆn ,
and ˆ 1/ , .in np M i = 1,...,M Denote nV a vector of standardized cell frequencies
with the components
/ˆ , ,
/
in
in n
N n MV i = 1,...,M
n M
where inN is the number of random vectors 1,..., nX X falling in ˆin nE . The Fisher
information matrix J for one observation can be evaluated as (Moore and
Stubblebine, 1981)
1
1
0
J
0 Q
.
The dimension of J is m m , where ( 1) / 2m p p p is the dimension of .
Q
is the ( 1) / 2 ( 1) / 2p p p p covariance matrix of
11 12 22 13 23 33, , , , , ,...,T
pps s s s s s sr , a vector of the entries of nS (arranged column-
wise by taking the upper triangular elements).
The elements of Q can be written as (Press, 1972)
2 , ij ij ii jjs i, j = 1,..., p, i j, Var
, , ij kl ik jl il jks s i, j,k,l = 1,..., p, i j, k l, Cov
where , , 1,..., ,ij i j p are elements of . For example, in the two-dimensional
case the matrix Q will be (see also McCulloch, 1980)
204
2 2
11 11 12 11 22 11 11 12 12
2
12 11 12 12 22 11 12 11 22 12 12 22
2 2
22 11 22 12 22 12 12 22 22
, , 2 2 2
, , 2 2 .
, , 2 2 2
s s s s s
s s s s s
s s s s s
Var Cov Cov
Q = Cov Var Cov
Cov Cov Var
Following Moore and Stubblebine (1981) for a specified 0 define
0
0 ( )
i
i
E
p f d x | x
,
where
1
0 1 0 0 0 in R : , .Tp
i i iE c c i = 1,...,M
X X X
Define M m matrix 0,B with elements
0
0
,1 .
,
i
ij
ji
pB
p
From Lemma 1 of Moore and Stubblebine (1981) it follows that for any 0 and ic
0
0
0
0
,0, , ,
,, , ,
i
j
i jk
i
jk
p1 i M 1 j p
pd 1 i M 1 j k p
≤ ≤ ≤
where jk are the elements of
1
0
and
1 /2 /2/2 /2
1
1
11/2
/ 2,
2 ...4 2 if is even,
2 / 2 ...5 3 if is odd.
i ic cp p
i i i p
p
p
d c e c e b
b p p p
b p p p
The Nikulin-Rao-Robson (NRR) statistic based on the MLEs can be presented as
(Nikulin 1973; Rao and Robson, 1974; Voinov and Nikulin, 2011)
205
1
2 ˆ ˆ ˆ ˆ ,T T T T
n n n n n n n n n n n n n nY
V V V B J B B B V
(1)
where ˆ ˆ ˆ( ) and ( )n n n n n J J B B .
Unfortunately, in this case, the limiting covariance matrix 1T T I qq BJ B of the
standardized frequenciesn
V , where q is a M-vector with its entries as 1/ M ,
depends on the unknown parameters and, hence, in accordance with Lemma 9 of
Khatri (1968), 2
nY in (1) can not be distributed as chi-square. Moreover, the statistic
2
nY is not distribution-free and so can not be used for hypothesis testing, in principle.
TESTING FOR BIVARIATE CIRCULAR NORMALITY
Kowalski (1970) possibly was the first who considered “some rough tests for
bivariate normality”. Gumbel (1954) considered applications of the circular normal
distribution in “economic statistics”, geophysics and medical investigations.
Following Moore and Stubblebine (1981) consider testing for bivariate circular
normality. The hypothesized probability density function is
1 2 22
1 22
1| 2 exp ,
2f x, y x y
(2)
where 2
1 2, , .T
Using a random sample 1 1, ,..., ,n nX Y X Y , the MLEs
of2
1 2, , and , can be obtained as 1
1 n
j
j
X Xn
, 1
1 n
j
j
Y Yn
, and
2 2 2
1 1
1 ( ) ( )
2
n n
j j
j j
s X X Y Yn
. If
2log(1 / ), 1, ..., 1, i Mc i M i M c , then ˆ 1/inp M . It can be shown that
(Moore and Stubblebine, 1981)
ˆ ˆ1 2
ˆ
0,
/ ,
n n
n
in in
ini
p p
ps
206
where 1 1
2 1 log 1 1 log 1i
i i i i
M M M M
. From this it follows
that the matrix nB is
1
2
0 0 /
0 0 /
0 0 /
n
M
M s
M s
M s
B .
(3)
Since the estimate nJ of the Fisher information matrix for the family (2) is (Moore
and Stubblebine, 1981)
2
2
2
1/ 0 0
0 1/ 0 ,
0 0 4 /
n
s
s
s
J
(4)
then
2
1 2
2
2
0 0
( ) 0 0 .
0 0 4
T
n n n
i
s
s
s
M
J B B
(5)
Denoting
1
1
/ /, ..., , ...,
/ /
T
Tn Mn
n M
N n M N n MN N
n M n M
V , where
, 1,..., ,jnN j M is the number of 2 2
2
1, 1, ..., ,i i id X X Y Y i n
s
that
fall into the interval 1[ , ), 1, ..., ,j jc c j M the statistic (1) is easily derived as
207
2
2 2
21 1
1
4
M M
n i i iMi i
i
i
MY N N
M
.
(6)
Note that formula for nR (denoted as 2
nY in the current paper) given by Moore and
Stubblebine (1981), p.724, is not correct. The correct formula is
222
1 12
1
4
M M
n i in iMi i
i
i
MR N N
n M
.
The second term of 2
nY in (6) recovers information lost due to data grouping. Another
useful decomposition 2 2 2
n n nY U S of 2
nY has been proposed by McCulloch (1985).
In 2 2 2
n n nY U S the first term 2
nU is the Dzhaparidze-Nikulin (DN) statistic
(Dzhaparidze and Nikulin, 1974)
2 1ˆ ˆ( ) ,T T T
n n n n n n n n nU V I B B B B V
(7)
and the second term is
2 2 2 1 1ˆ ˆ( ) ( ) .T T T T
n n n n n n n n n n n n n nS Y U V B J B B B B B V
(8)
McCulloch (1985), theorem 4.2, showed that if rank of nB is s, then 2 2 and n nU S are
asymptotically independent and distributed in the limit as 2 2
1 and M s s respectively.
Since the first two columns of the matrix nB in our case are columns of zeros and the
rest are linearly dependent, the matrix nB has rank 1. From the above it follows that
1( )T
n n
B B does not exist, but, using well known facts from the theory of multivariate
normal distribution (Moore, 1977, p.132 ), we may replace
1 1( ) T
n n
A B B by ( )T
n n
A B B , where
208
A is any generalized matrix inverse of A . It can be computed, e.g., by using
singular value decomposition. So, for testing two-dimensional circular normality with
random cells ˆin nE we may use: the NRR statistic 2
nY defined by (1), the DN
statistic
2 ˆ ˆ( ) ,T T T
n n n n n n n n nU V I B B B B V
(9)
where I is the M M identity matrix, and
2 2 2 1ˆ ˆ( ) ( )T T T T
n n n n n n n n n n n n n nS Y U V B J B B B B B V
(10)
which have asymptotically2 2 2
1 2 1 , and M M distributions respectively.
From (3) it follows that
0 0 0
0 0 0
0 0
T
n n
a
B B ,
(11)
where 2
21
M
i
i
Ma
s
. From the singular value decomposition it follows that
0 0 0
0 0 0
0 0 1/
T
n n
a
B B .
(12)
After simple matrix algebra one gets:
2
12 2
21
1
M
i iMi
n i Mi
i
i
N
U N
,
(13)
209
and
2
2
12 2
1 1
4
4
M
n i iM Mi
i i
i i
S N
M
.
(14)
It is well known (see, e.g., Greenwood and Nikulin, 1996) that chi-squared type
statistics attain their corresponding limit distributions if expected cell counts are more
than or equal 5. To check this for our case we simulated expected values of statistics
(6), (13), and (14) for expected cell counts from 1 to 20 ( M = 10) (see Fig 1).
FIGURE 1: AVERAGES OF Y2 (10), U2 (13), AND S2 (14) AS FUNCTIONS OF
n
From this figure we see that if n is more than or equal 35 (expected cell count equals
3.5) then the expected values of tests (6), (13), and (14) approximately equal to 9, 8,
and 1, as it should be for M=10 if the theory is valid.
To investigate power of tests (6), (13), and (14) consider first their simulated
distributions under the null hypothesis (2). Our simulation shows that probabilities to
fall into rejection region of the level 0.05 differ from Type 1 error of the same
level no more than on one simulated standard deviation (tested for samples of size n =
200 and for the number M of grouping intervals such that expected cell frequencies
are more than or equal to 5).
210
The same is true for n = 100 if 10M . This permitted us, when simulating power
under different alternatives, to define rejection regions using critical values of
corresponding chi-squared distributions.
Let the alternative be the two-dimensional standard logistic distribution with
independent components distributed as
1
2
exp3 3
( ) ,
1 exp3
x
l x x Rx
.
Simulated powers of tests (6), (13), (14), and 2
1
M
i
i
ChLeh N
(see Chernoff and
Lehmann, 1954; Moore and Stubblebine,1981, p.721) are shown on Figure 2.
FIGURE 2: SIMULATED POWERS OF TESTS (10), (13), (14), AND
2
1
M
i
i
ChLeh N
AS FUNCTIONS OF M
What do we see from this figure? First of all we see that power of 2
nS is the highest
one and, what is of importance, almost does not depend on the number M of grouping
intervals. Secondly, because of the decomposition2 2 2
n n nY U S , power of 2
nY is more
than that of 2
nU and less than power of 2
nS . The same situation was observed in the
univariate case (see Voinov et al, 2009, 2012). Concerning the Chernoff and Lehmann
211
(1954), and Dzhaparidze and Nikulin (1974) statistics, ChLeh and DN, the following
can be said. Since the famous result of Chernoff and Lehmann (1954) we know that
the Pearson-Fisher statistic 2
1
M
i
i
N
(we denoted it in this paper as ChLeh) does not
follow in the limit the 2
1 M distribution and may depend on unknown parameters.
Roy (1956), Watson (1958), and Dahiya and Gurland (1972) showed that for a
location and scale family, if one will use random intervals, the statistic 2
1
M
i
i
N
will be
distribution free following in the limit the chi-squared distribution, but the number of
degrees of freedom will depend on the null hypothesis. This is exactly the case
considered by Moore and Stubblebine (1981) who proved that under two-dimensional
circular normal distribution the limit distribution of 2
1
M
i
i
N
does not depend on
parameters and follows in the limit the chi-squared distribution with the number of
degrees of freedom that falls between M-2 and M-1. From Figure 2 we see that power
of ChLeh is indeed between powers of 2
nY (M-1 d.f.) and 2
nU (M-2 d.f.). McCulloch
(1985) and Mirvaliev (2001) showed that "the DN statistic 2
nU behaves locally like
the Pearson-Fisher statistic (ChLeh)". In the univariate case we did not see the
essential difference between powers of the DN and Pearson-Fisher's 2
1
M
i
i
N
(Voinov
et al, 2009), but in our two-dimensional case the power of ChLeh is noticeably higher
than that of DN statistic. Still power of those statistics is much lower than that of 2
nS .
This suggests to use 2
nS , if one intends to test for the two-dimensional circular
normal distribution w.r.t. two-dimensional logistic distribution with independent
components using chi-squared type tests.
As another alternative consider the two-dimensional normal distribution with
correlated components. Let the alternative hypothesis be such that 0,0T
and
01
2 1.4
1.4 2.5
.
FIGURE 3: POWERS OF Y2 (10), U2 (13), AND S2 (14) AS FUNCTIONS OF M
212
From this Figure we see that powers of 2
nS and 2
nY , being high enough, are almost the
same (still power of 2
nS is slightly higher than that of 2
nY ), and that power of 2
nU is
much lower as it was expected. We see also that powers of both 2
nS and 2
nY are the
highest and the same is true for M = 2. The same results are obtained if
02
2 1.4
1.4 2.5
.
A COMPARISON OF DIFFERENT TESTS
Let us test the null hypothesis (2) using the modified chi-squired test 2
nS (14), the
multivariate skewness test (Sk) 1,2b of Mardia (1970), p.523, the kurtosis test (Kur)
2,2b of Mardia (1970), p.525, the Anderson-Darling 2A , and Cramer-von Mises
2W
EDF-tests (see Henze, 2002, p.483). Considering the two-dimensional standard
logistic distribution with independent components as an alternative, the following
results (see Table 1) were obtained.
Table 1: POWERS OF S 2n , Sk, Kur, A2 AND W2
FOR THE CIRCULAR
TWO-DIMENSIONAL NORMAL NULL AGAINST TWO-DIMENSIONAL
STANDARD LOGISTIC DISTRIBUTION WITH INDEPENDENT
COMPONENTS. ERRORS ARE CONSIDERED TO BE ONE SIMULATED
STANDARD DEVIATION
213
Test Power 2
nS 0.609 0.005
Sk 0.357 0.006
Kur 0.832 0.005 2A 0.668 0.009
2W 0.671 0.010
From Table 1 we see that the Mardia's test 2,2b is the most powerful for the particular
null and alternative hypotheses. At the same time we have to note that the application
of 2A and
2W is more difficult, because one has to define critical values of those tests
by simulation.
Consider now power of different tests for the circular two-dimensional normal null
distribution against two-dimensional alternative with correlated components. Let
alternatives be two-dimensional normal distributions with the zero vector of means
and covariance matrices 01 02 and . Results of our simulation study are summarized
in Tables 2 and 3.
TABLE 2: POWERS OF S 2n , Sk right, Sk left, Kur, A2 AND W
2 FOR THE
CIRCULAR TWO-DIMENSIONAL NORMAL NULL AGAINST TWO-
DIMENSIONAL NORMAL DISTRIBUTION WITH THE COVARIANCE
MATRIX 01Σ . ERRORS ARE CONSIDERED TO BE ONE SIMULATED
STANDARD DEVIATION
Test Power 2
nS 0.485 0.008
Sk right 0.027 0.002
Sk left 0.813 0.005
Kur 0.182 0.005 2A 0.622 0.013
2W 0.622 0.012
Table 3: POWERS OF S 2n , Sk right, Sk left, Kur, A2 AND W2
FOR THE
CIRCULAR TWO-DIMENSIONAL NORMAL NULL AGAINST TWO-
DIMENSIONAL NORMAL DISTRIBUTION WITH THE COVARIANCE
214
MATRIX 02Σ . ERRORS ARE CONSIDERED TO BE ONE SIMULATED
STANDARD DEVIATION
Test Power 2
nS 0.486 0.008
Sk right 0.026 0.002
Sk left 0.817 0.008
Kur 0.180 0.006 2A 0.617 0.010
2W 0.618 0.010
In those Tables by "Sk right" and "Sk left" we mean the skewness test 1,2b of Mardia
(1970) applied for right-tailed and left-tailed rejection regions correspondingly. From
Tables 2 and 3 we see, first, that all tests considered make no difference between
alternatives with positive 01( ) and negative 02( ) correlation. Secondly, tests "Sk
right" are biased for right-tailed rejection region. This contradicts to the opinion of
Mardia (1970), p.523. See also Henze (2002), p.474. We see that, if considered
alternatives are fixed in advance, then power of "Sk left" will be the highest, but one
has to know in advance that test 1,2b is biased for the right-tailed rejection region. One
sees also that power of "Kur" is noticeably lower than that of the chi-squared type test
2
nS , and that powers of 2A and
2W are higher but comparable with that of 2
nS .
CONCLUSION
Among all modified chi-squared tests for the two-dimensional circular normality
considered in Section 3 the test 2
nS possesses the large enough power that is more
than that of NRR 2Y and DN
2U tests. The same results were observed in the
univariate case (Voinov et al., 2009, 2012), but in the two-dimensional case of the
circular null normality power of 2
nS almost does not depend on the number of
equiprobable grouping intervals. This is an evident advantage because in the
univariate case it is not easy to define the optimal number of grouping intervals (see,
e.g., Greenwood and Nikulin, 1996).
To characterize anyhow the dependence of tests' power on an alternative hypothesis
consider ratios of powers of tests considered in Section 4. By Ratio we shall mean,
e.g., the ratio of power of 2
nS for logistic alternative to that for the two-dimensional
215
normal distribution (we always divide the large value by a small one). Using Tables 1,
2 and 3, the following Table 4 can be constructed.
TABLE 4: RATIOS OF POWERS FOR S 2n , Sk, Kur, A2 and W2
Test Power 2
nS 0.609/0.485=1.25
Sk 0.815/0.357=2.28
Kur 0.832/0.181=4.6 2A 0.668/0.619=1.08
2W 0.671/0.620=1.08
From Table 4 we see that the2
nS , 2A , and
2W tests are, in some sense, much less
sensitive (Ratio = 1.08, and 1.25) to alternatives considered. We cannot conclude
that2
nS , 2A and
2W tests are the “omnibus" tests because many other alternatives
have to be considered, but w.r.t. the logistic and two-dimensional normal alternatives
they look more preferable than other tests, if, of course, those alternatives are
considered to be unknown.
At this point we also would like to mention the following. The standard deviations of
power estimates of 2
nS , Sk and Kur for the logistic alternatives are comparable, and
those deviations for 2A and
2W are approximately twice larger. For the two-
dimensional normal alternative with 02 the standard deviations of power estimates of
2
nS are even 1.56 times less than those for 2A and
2W .
As an overall conclusion we would like to say that 2
nS test is quite comparable with
EDF tests and even possesses some advantages. One does not need to simulate critical
values to define rejection region, because for 2
nS test these are critical values of the
chi-squared probability distribution with 1 d.f. Another advantage is that there is no
problem with defining the optimal number of grouping intervals. Concerning Mardia's
skewness and kurtosis tests, we do not recommend them for applications because of
biasedness of the tests based on multivariate skewness.
216
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219
CASE STUDY OF UBON RATCHATHANI RICE FARMERS: THAI
GOVERNMENT’S RESPONSIBILITY IN SUPPORTING THE EXPORT OF RICE
Rachaya Indanon
Management Faculty
Ubon Ratchathani University
Warin Chamrap District
Ubon Ratchathani Province, Thailand, 34190
ABSTRACT
Thailand is the biggest rice exporter in the world market. However, Thai farmers, the rice
producers, receive less benefits from the continuously increasing price of the rice products.
Most of the farmers do not export by themselves. According to the research survey, more
than 90 percent of the farmers in Ubon Ratchathani (province in Thailand) do not have the
knowledge and ability to export. This case study explains how the Thai government should
support the Thai farmers to receive more benefits from exporting the rice. The results show
that the Thai government can act as a key organization to fairly allocate benefits among
stakeholders, such as farmers, middlemen, and exporting companies along with the rice
private organizations. The Thai government also should integrate the different government
sectors to smoothly enhance the farmers‟ productivity and quality.
INTRODUCTION
North-Eastern Thailand is an important area for the production of rice, a significant
agricultural product for the country in terms of consumption and export. It is also a major
source of high quality rice such as Jasmine rice for export (Wijnhoud, Konboon, and Lefroy,
2003). In 2006, Ubon Ratchathani, a province in this area, produced 11.88 tons of good
quality Jasmine rice from 24,764 rai of land in 2005. Leading areas of Jasmine rice
production in Ubon Ratchathani were Kudkhawpun, Muangsamsib, Dechudom, Buntharic,
Sumrong, Piboonmungsahan, Trakanpudpon, Srimungmai, Nayia, and Luasuacoke
(Theerapongthanakorn, 2006).
Jasmine rice (Thai Hom Mali) is a soft, fragrant, delicious rice popular domestically
and internationally, and represents 40.22 percent of Thailand‟s exported rice (Department of
Trade Negotiation, Ministry of Commerce; The Office of Agricultural Economics (OAE),
Ministry of Agriculture and Cooperatives of Thailand, 2006). Its export is worth more than
20,000 million baht per year (Krungthepthurakit, 2007). Major export markets are the
European market, United States, Canada, Africa, China, Hong Kong, Malaysia, Taiwan,
220
Brunei, and Singapore (Rice Trade Management Unit, Department of Foreign Trade, Ministry
of Commerce, 2010). Jasmine rice for export accounted for 40 percent per year of total
production and the rest was for domestic consumption. Jasmine rice from Ubon Ratchathani
constituted the highest proportion of rice for export (http://Department of Foreign Trade,
Ministry of Commerce, 2010).
Foreign demand for Thai Jasmine rice increased from 60,282 million baht in 2008 to
68,578 baht in 2009, a rise of 13.76 percent.
TABLE 1 THAILAND’S EXPORT OF JASMINE RICE
Value:millionsbaht
2004 2005 2006 2007 2008 2009
35,572 34,904 40,341 47,988 60,282 68,578
Source: The Office of Agricultural Economics (OAE), Ministry of Agriculture and
Cooperatives of Thailand
Although the export market continues to grow, Thai farmers receive few benefits. Most
do not export by themselves and even in Ubon Ratchathani, an area with an integrated
network of agricultural workers and rice mill associations, exports are via middlemen or
export companies. Only one agricultural institution in Ubon Ratchathani, the Progressive
Farmers Association in Trakanpudpon district, handles its own export affairs.
This case study investigated ways in which the Thai government can assist Thai
farmers to receive more benefits from exporting rice. The study had four specific objectives.
The primary objective was to compare farmer groups involved in direct export with those
involved in indirect export. The second objective was to examine factors related to Ubon
Ratchathani farmer groups‟ capability in exporting Jasmine rice. Examples of these factors
were production costs and efficiency, financial funds in marketing operation, export
knowledge, and export capability. The third objective was to investigate problems of and
obstacles to Ubon Ratchathani farmer groups in exporting Jasmine rice. The final objective
was to study government support for Thai farmers to receive more benefits from exporting the
rice. .
The following section provides an overview of Ubon Ratchthani farmers‟ institutions,
Thailand rice production, the rice market, competition in the world rice market, and rice
exporters‟ government policy, theories, and conceptual framework. Section 3 demonstrates
methodology. Section 4 shows the results of the case study. Finally, section 5 presents
discussion and conclusion.
221
AN OVERVIEW
Farmers’ Institutions
Farmers‟ institutions in Ubon Ratchathani are classified into agricultural groups and
cooperative agricultural groups. Some of the agricultural groups coordinate and cooperate
with entrepreneurs and others have their own rice mills.
TABLE 2 FARMERS’ INSTITUTIONS
Farmers’ Institutions Number Responsible Units
Agricultural groups 100 The Office of Agriculture, Ubon
Ratchathani
Cooperative agricultural
groups
47 The Office of Cooperatives, Ubon
Ratchathani
Source: The Office of Agriculture, Ubon Ratchathani, The Office of Cooperatives, Ubon
Ratchathani, 2010
Rice Production
North-Eastern Thailand is responsible for the production of 82 percent of Thailand‟s
Jasmine rice. The most important provinces are Ubon Ratchathani, Amnat Chareon, Roi-Et,
Yasothorn, and Srisaket (Economic Agricultural Department, 2006). North Thailand accounts
for 11 percent of Jasmine production (Luawmek, 2008). Organic Jasmine rice is found in this
region, providing more produce per rai and improving the soil conditions
(Theerapongthanakorn and Namdang, 2006). In some Western countries, it is also more
acceptable.
Inputs of rice production are classified into tradable inputs, such as imported
fertilizers and pesticides, and non-tradable inputs, such as land, labor, and local capital (Yao,
1997). According to Sudanich (2002), inputs that were important to Thai farming were
capital, labor, chemical fertilizers, pesticides, and technology such as harvest tractors. Thai
farmers have incurred higher costs due to their use of pesticides and chemical fertilizers rather
than using organic fertilizers. Farmers‟ sources of funds are Bank for Agriculture and
Agricultural Co-opertives, merchant, and relatives (Sudanich, 2002).
The most popular rice for trading is Jasmine Khor Kor 105 and Sticky Rice Khor Kor
6 is popular for their consumption (Sudanich, 2002)
Studies of farmers in Tumbol Bungngam, Tungkuawluang District, Roi-Et Province
showed that growing rice in 10 rai lots provided higher yields per rai than in larger areas
because farmers were able to take care of all factors related to productivity (Sudanich, 2002).
Productivity of Jasmine rice in Thailand increased from 6.42 tons in 2005 to 6.49 tons
in 2006. Seventy percent of Jasmine rice is exported and thirty percent is for internal
consumption in 2006 (The Office of Agricultural Economics (OAE), Ministry of Agriculture
and Cooperatives of Thailand, 2006).
222
Rice Market
Marketing channels of Jasmine rice involve the domestic and foreign markets
(Patthanapongpaiboon, 2003). Thai farmers have several ways to sell their rice in the
domestic market. They might sell their produce direct or indirectly to agricultural
cooperatives, rice mills, local merchants, or middlemen. In the case of export produce, most
farmers sell through rice mills, middlemen, or export companies. Few of them handle the
exporting themselves.
In the world market, important importers of Jasmine rice are the European countries,
the United States, Canada, Africa, and Asian countries (Rice Trade Management Unit,
Department of Foreign Trade, Ministry of Commerce, 2010).
Competition
Competition in the world rice market is intense. The dominant rice exporters are
Thailand, Vietnam, and India, their exports accounting for 60 percent of global exports
(Headey, 2010). Thailand is the largest rice exporter even though its rice production ranks
fourth behind China, India, and Vietnam (Co and Boonsarawongse, 2007; Food Institution,
2007). Its rice comprises around 30 percent of global exports (Headey, 2010) and important
competitors of Thailand are Vietnam, India, and Pakistan (Co and Boonsarawongse, 2007,
Hansutthiwarin, 2004).
Vietnam is a crucial competitor of Thailand and enjoys the advantage of low costs
due to thegovernment‟s support to reduce the cost of production via the provision of
materials, equipment, and/or subsidized funds. Therefore, Vietnam uses price strategy to
compete in the world market since its costs are lower than other rice exporters (Luawmek,
2008). However, Vietnam‟s rice quality is lower than Thailand‟s.
Rice Price in the World Market
The international rice price is influenced by demand and supply, government
intervention, export volume, rice quality, slow yield growth, macroeconomic imbalance, and
speculation (Headey, 2010; Co and Boosarawongse, 2007).
Basically, the price is determined by demand and supply in the rice market. If there is
more demand than supply, the price rises. For example, Thai farmers receive a low price at
the beginning of the harvest season because there is a large amount of produce in the rice
market. In contrast, they prefer to sell at the end of the farming season, during July to
October, because the price is higher. However, occasionally, governments intervene in the
rice market. To control price fluctuations in the domestic market, governments extract surplus
supply in the domestic market and may promote export. Governments may also influence the
rice price in the international market by restricting exports, leading to an increase in price. It
should be noted that governments sometimes restrict rice exports because of their desire to
provide food security in their countries. Import surges are also important direct determinants
of increases in rice price. The improvement in rice quality is another factor to increase rice
223
price in foreign markets as importing countries often specify high quality standards for
imported rice.
The rice price is also affected by other uncontrollable factors (Headey, 2010). If rice
production has a slowing yield growth, sometimes caused by drought, this reduces the supply
of rice and increases the price in the world market. In addition, macroeconomic imbalance,
such as different interest rates among countries, could cause currency depreciation in major
developed countries and increase the rice price. Moreover, if the information related to the
true levels of rice stocks is unreliable, speculators tend to panic buy, and this pushes up the
rice price.
Government Rice Export Policy
A government‟s policy regarding the export of rice is an important factor in its
competitive capability in the world rice market. In the past, governments pursued
protectionist policies that aimed to guard their producers against international competition,
correct market failure, such as surplus agricultural supply, provide food security to the poor,
and raise national revenue (Choeun, Godo, and Hayami, 2006). Today, governments around
the world favor freer trade policies to encourage international trade, seeking to provide the
best choices to consumers, maximizing international trade, and providing food security to
their own populations. These policy choices have been the rational responses to an array of
political lobbying pressures from vested interest groups, including urban consumers,
industrialists, and labor unions that may lead to a reduction in the social welfare of the nations
(Choeun, Godo, and Hayami, 2006).
Government intervention in the rice market affects private production, prices, and
market demands, and benefits exporter countries in the following ways:
1. Production policy. Normally, government production policies increase
productivity, reduce costs, and improve rice quality to meet GAP1 of export markets. The
Thai government provides farmers with knowledge and financial assistance to improve
farmers‟ rice productivity and standard of product, and reduce costs. For example, money is
used to train farmers and extension workers in appropriate nutrient management (Wijnhoud,
Konboon, and Lefroy, 2003). Similarly, the Vietnamese government exempts imported inputs
used to produce exports and allow farmers to exchange, transfer, lease, inherit, and mortgage
land, leading to a growth in rice production, improvements in cropping intensity, and
reduction in costs of production and exports (Ryan, 2002). The Vietnamese government has
also commenced cultivation of hybrid rice.
A recent study showed that agricultural policy distortions influence rice productivity
(Rakotoarisoa, 2010). It was found that high levels of rice subsidies and protection in
developed countries combined with taxation of rich farming in developing countries widened
the gap in rice productivity between developed and developing countries (Rakotoarisoa,
2010). Developed countries, such as Australia, Italy, Japan, Korea, and the United States,
heavily subsidized their rice production and export, setting high and numerous import
protections. A second group of countries consisting of China, India, Vietnam, Thailand,
Pakistan, Argentina, Columbia, Egypt, Guyana, Myanmar, Suriname, and Uruguay, applied
few producer subsidies but often taxed their exporters. A third group of countries, composed
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of mostly low income countries such as Bangladesh, Brazil, Cambodia, Guinea, Indonesia,
Iran, Laos, Madagascar, Mali, Malaysia, Nepal, Nigeria, Peru, Philippines, Sri Lanka, and
Tanzania, often taxed their rice production and export. Rice productivity was highest in the
group of developed countries and lowest in the third group made up of low income countries.
2. Agricultural diversification policy. Currently, many countries support farmers to
diversify their plantings to include rubber and crops suitable for making bio-fuels, leading to a
reduction in the total area used for rice and rice production (Headey, 2010). Rice supply in the
world market reduces resulting in a price increase.
3. Free trade policy. The agricultural sector has lagged behind other sectors in the
free trade process. Policymakers are reluctant to move rapidly to free trade in rice because
they are concerned about the stability of the domestic price and a strong demand desire for
national self-sufficiency as a route to food security (Dawe, 2001). Dawe explained that large
adjustments in price of rice can lead quickly to political instability and governments might be
more willing to accept higher levels of imports if adequate supplies of rice can be easily
obtained on the international market. Dawe believed that, under free trade, domestic prices of
rice were influenced by world prices and speculation of private traders and speculators.
However, other studies showed that government policies of open borders or import relaxation
offered a financially inexpensive means of reducing the domestic consumption and price
volatility of staple foods (Sanogoand Amadou, 2010; Dorosh, Dradri, and Haggblade, 2009;
Ryan, 2002; Dorosh, 2001). These studies found that private traders enjoyed the freedom to
import and export agricultural products when market conditions permitted and that free trade
allowed domestic markets to moderate the demand and supply of rice, and the price. If
governments restricted import or closed borders, this might lead to a reduction in
consumption and expensive rice .
AP is a standard for exporting rice. It states all production processes that are required to meet
exporting standards (The Office of Product Standard, Ministry of Agriculture).
the domestic market. Likewise, export restrictions could lead to reduced supply in the world
market and stimulate high prices, and finally to a food crisis (Headey, 2010).
Similarly, export promotions, such as removing export restrictions and export quotas,
reducing export duty, subsidizing, supporting exporters to access foreign markets, completing
trade negotiations, and reducing transportation costs, benefit domestic and international
markets. Vietnam‟s easing of export quotas, reduction of export duty, relaxation of internal
trade, and elimination of price controls assist farm prices and poverty (Ryan, 2002). In
addition to Vietnam‟s welfare gains, the world rice market benefits from that country‟s
relaxed policies, resulting in an increased supply of rice on the world market. In summary,
reductions in import and export restrictions enhance a country‟s competitive capability in the
world market.
4. Internal trade policy. A relaxation of internal restrictions, such as the movement of
rice, price control, and reductions in wholesale taxation, supports free trade and a country‟s
welfare (Ryan, 2002).
5. Government-to-government purchases. These are conducted to support farmers
and exporters and to generate revenue for the countries, and usually occur in times of surplus
supplies.
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6. Rice security stock policy. Governments need to ensure that there are adequate
supplies of rice for internal consumption before selling abroad. At the same time too much
should not be retained as this may affect increases in price (Headey, 2010). Appropriately
sized rice stocks in domestic and world markets act as protection against panic purchases and
price increases.
7. Price stabilization policy. Price stabilization2
benefits consumers, producers, and
the macro-economy (Dawe, 2001). Poor consumers are protected from periods of abnormally
high rice prices ensuring their access to their major staple food and farmers are protected from
periods of abnormally low prices. It is also a crucial policy that maintains stable conditions
for private investment and growth.
In conclusion, rice production is very important to numerous Asian governments
because the process involves many smallholders and the food forms a large proportion of the
diets of millions of people (Headey, 2010; al Timmer, 2009). Therefore, these Governments
normally intervene in the rice trade through export and stock policies to protect their own
people (Headey, 2010). However, such interventions drive up the price of rice on the world
market.
Governments‟ policies regarding the export of rice are viewed as the most important
factor to enhance competitive capability in the world rice market. Governments‟
interventions affect private production, price changes, market demands, and provide
advantages for the exporters. Vietnam provides financial support to its farmers to compete in
the world market. In Thailand, despite increased exports and rice prices on the world market,
farmers do not receive benefits because of their inability to export directly. There is strong
evidence that agricultural factors, such as the government policies and the prices of
agricultural products, are significant in the determination of income equality in Thailand
(Motonishi, 2006). Choeun, Godo, and Hayami (2006) indicated that the Thai government‟s
reduction of rice export taxation distributed more benefits to farmers.
This study investigated the government‟s distribution export benefits to Thai farmers.
__________________________ 2Price stabilization is defined as a reduction in the variability of prices without any change in
the average level of prices. Generally, government stabilizes rice price using taxation or
subsidization (Dawe, 2001).
Theory of International Trade
International trade is defined as the exchange of products and services among
countries and is composed of exports and imports (Hill, 2009).
Neo-classical Theory of International Trade. Heckscher (1919) and Ohlin (1933)
stated that international trade originated from the differences in costs of production of
different countries. If one country has more favorable production factors, such as capital and
labor, and/or has lower production costs than another country, then the first country should
have a comparative competitive advantage regarding production costs (Hill, 2009).
Absolute Advantage Theory. Adam Smith (1776) explained that a country that has
absolute competitive advantage in producing goods through more efficiency resulting in
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higher quality and lower costs than other countries should be producing and exporting the
product to those other countries, thus creating international trade (Hill, 2009).
Comparative Advantage Theory. David Ricardo (1817) explained that each country
should produce and export products that it has the most comparative advantage and import
products that it has the least competitive advantage. This results in the two countries receiving
mutual benefits from international trade (Hill, 2009).
Exporting
Exporting is the process by which companies produce goods and send them for sale in
foreign markets (Ball et al. 2010).
Exporting is classified into direct exporting and indirect exporting (Ball et al.
2010).Direct exporting occurs when a company contacts target markets, governments, and
related people in the foreign markets itself. Exporters need to have a potential in finance,
knowledge, and capability to be successful in international business, making direct exporting
riskier than indirect exporting via an agency that manages the risk for the producer. Export
agencies buy goods from producers at low prices to compensate for this risk and this reduces
producers‟ profits from indirect exporting.
FIGURE 1: CONCEPTUAL FRAMEWORK
International
Trade Theory
Export model
-Direct export
-Indirect
export
Rice world
market
competition
Factors related
to farmer
groups‟ potential
in exporting
Government
policy to support
farmer groups in
exporting
Problems and
obstacles of
farmer groups in
exporting
227
METHODOLOGY
Data Collection
Primary data were collected from questionnaires completed by members of farmer
institutions and interviews of leaders of farmer institutions, owners of rice mills, rice
exporting companies, and government officials in the Ministry of Commerce and Ministry of
Agriculture. The questionnaires and interviews focused on Ubon Ratchathani farmer
institutions‟ ability to export Jasmine rice and related government policy. Secondary data
were collected from public and private organizations in Ubon Ratchathani and Bangkok,
international business textbooks, and research journals. Statistical data of rice production,
standards, and farmer institutions were obtained from the Ministry of Agriculture and data
related to exporting from the Ministry of Commerce.
This study involved a total of 19,764 persons including farmers who were members
of farmers‟ institutions in Ubon Ratchathani, and individuals from private organizations, such
as rice mills and export companies, and government organizations related to the export of
Jasmine rice in Ubon Ratchathani. The 717 farmers in this population were randomly selected
by the use of the Taro Yamane formula. There were 11 district farmer leaders, 3 rice mill
owners, the Director of Rice Exporting Association, Director of the Commercial Office in
Ubon Ratchathani, Director of Agricultural Office in Ubon Ratchathani, Director of
Cooperative Office in Ubon Ratchathani, Director of the Office of Product Development,
Ministry of Agriculture, and Director of the Office of Rice Administration, Ministry of
Commerce.
The study areas were Bangkok, Ubon Ratchathani and the districts in Ubon
Ratchathani of Warinchamrap, Trakanpudpon, Kudkuawpun, Mungsamsip, Detudom,
Buntraric, Sumrung, Piboonmungsahan, Nayia, Srimungmai, and Luasuakok.
The study analyzed data qualitatively using content analysis and triangular analysis
and quantitatively via percentages, frequencies, and standard deviations.
RESULTS
The results are derived from the interviews and the questionnaire.
Interviews
The following is derived from data collected from interviews of the people mentioned
above.
Export process of farmer institutions
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Most farmer institutions in Ubon Ratchathani export Jasmine rice through
middlemen, rice mills, and export companies. Two farmer institutions, Development
Agricultural Group and Progressive Agricultural Group, arrange their own export of rice. The
Development Agricultural Group in Warin Chamrap sells their rice to an export company
owned by Wanlop Pitchpongsa, Director of Organic Agriculture of Thailand. The Progressive
Agricultural Group in Trakanpudpon is the only institution that is able to complete the export
itself. The leader of this group, Montri Kosonlawat, has the language skill and personal
contacts with foreign businesspeople in European markets, and knows the standards required
for successful exporting. His group is able to produce rice, mill and package it, and operate
the export process. In summary, farmer institutions in Ubon Ratchathani export through
middlemen, rice mills, and export companies. Individual farmers sell their produce to
middlemen, rice mills, and government projects.
Farmer institutions’ ability to export Jasmine rice
Most farmer institutions do not have the ability to export Jasmine rice because they
lack knowledge in exporting, marketing, management, negotiation techniques, rice standards,
producing quality rice to meet export standards, and skills in English.
Also, they do not have sufficient funds to accumulate rice and operate the export
process involving buying machines and equipment to transform paddy into rice, packaging,
and other expenses for export operations.
Therefore, at present, farmers are rice producers only, not having the opportunity to
develop their exporter skills. To export, they need to have their own quality production
process, mills, packaging, customs process, and export management with foreign companies.
Factors related to farmer institutions’ ability to export
1. The institution leader needs to have ability as a professional manager. He/she
should have knowledge in exporting and language skills, be able to find foreign markets,
handle trade negotiations, operate the export process, and control production to achieve the
group‟s goals.
2. Farmers have knowledge of exporting, marketing, management, and language to
contribute their ability to develop the groups‟ export capability.
3. Farmer institutions need equipment for exporting, such as milling machines,
equipment to test rice qualities, equipment to grade rice, and refining machines. These
machines and equipment are expensive and most farmer institutions cannot afford them.
4. Farmers are required to produce quality rice to meet export standards. Important
rice importers, such as the European market, United States, Canada, China, Hong Kong,
Malaysia, Taiwan, and Singapore state their rice standard for marketing as GAP. If farmer
institutions could produce rice that meets the standards of GAP, they can sell it at a higher
price. Few farmers know about these rice standards for export.
5. Farmer institutions need capital funds to operate the export process. They need
funds to produce quality rice, invest in mill and export operations, and use as current capital
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for other important activities such as purchasing rice from farmers and accumulating supplies
to meet the orders of foreign markets. The institutions need to purchase rice from farmers
before they sell to middlemen. Such investments require a large amount of money.
6. A strong group network of farmers enhances their export ability. They are able to
purchase a large amount of rice and accumulate supplies to fulfill export orders, increase their
rice productivity and quality, have more power in marketing negotiations with middlemen,
and have higher levels of operation.
7. There needs to be sincere support from government sectors, including the Ministry
of Agriculture and Ministry of Commerce. The Thai government should embrace stable
policies and measures to provide consistent development of farmers‟ ability in production and
export. Also, private sectors should provide opportunity for farmer institutions to export by
opening the export process and supplying information about exporting. There should be a
genuine integration and distribution of benefits among stakeholders such as farmers,
middlemen, rice mills, and export companies.
Problems and obstacles of farmer institutions in the export of rice
1. Farmer institutions lack leaders who are knowledgeable and capable in exporting
and professional management. They need leaders who have skills in language, and knowledge
of exports and trade negotiations.
2. Farmers lack knowledge about exporting, management, language skills, global
information, and capital funds in export operations.
3. Farmer associations have several weaknesses. Farmers‟ lack of knowledge means
that they sometimes hire a manager for their associations. However, the farmers often face
problems of non-professional managers, and investigations of associated matters are
impracticable due to the farmers‟ lack of knowledge. It is becoming increasingly common
that farmers‟ children are not willing and/or able to take care the family businesses, most
preferring to work in the big cities.
4. Local entrepreneurs and leaders of farmer institutions lack confidence in exporting.
5. The government sector is not able to develop managers for farmer institutions
because it cannot find persons suitably qualified.
6. Most farmers cannot produce sufficient rice to meet export standards. Major export
markets, such as the European countries, Singapore, and United States, specify and accept
different rice standards. This causes difficulties for the farmers because they do not know the
appropriate rice standards for export or the quality of Jasmine rice.
In addition to the problem of farmers lacking knowledge about the standards of rice,
Thai farmers have also lowered their rice standards. In the past, Thai farmers planted rice
using a natural process and equipment and harvested the rice manually. Today, they use more
chemical products, technology, and machines in planting and harvesting the rice. The
chemical products destroy the soil and affect the quality of the rice. Harvesting machines also
cannot grade quality rice because it indiscriminately cuts ready rice and unready rice. Finally,
high quality rice requires a high quality rice mill process.
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Therefore, producing rice of a sufficiently high standard to meet export requirements
must begin with farmers and also relates to rice mills and exporters. Governments, at first,
need to develop farmers to produce good quality rice.
7. Farmer institutions do not have enough productivity volume for export orders.
Thus, it is difficult for groups to expand into exporting.
8. Most farmer institutions cannot access exporters through the many middlemen
between them and exporters. Only big export companies approach farmers, leaving many to
try to access exporters directly in the search for more benefits from rice exporting.
9. Most farmer institutions cannot access Ministry of Commerce, limiting their
opportunities to receive knowledge and benefits from the Ministry‟s work.
10. Farmer institutions do not receive sincere support from government and private
sectors. The government does not have stable policies for farmers and lacks integrated works
among government‟s units. Private sectors often set up obstacles to farmers‟ access to the
export process and cover important information such as rice prices. Generally, private
organizations, including export companies, shipping companies, and middlemen, work
together for their own benefits.
11. Groups and networks of farmers are not strong. Members often withdraw from
their groups for personal reasons and benefits. Farmers might quickly sell rice to middlemen,
rather than to their group, to solve problems of personal debt and may receive a better price
offering from the middlemen. In addition, farmers prefer chemical farming to organic farming
because of the effort in the latter.
These limitations indicate that farmers will not be directly involved in export but will
continue to play the role as rice producers.
Government policy
There are a number of important polices of the Thai government aimed to support
stakeholders in export businesses. These include:
1. Revenue insurance project. The Thai government created this project in 2009 to
solve problems experienced by a previous scheme, the rice deposit project. Through the
revenue insurance project, farmers can receive a guaranteed rice price based on the
government‟s announced price. If the market price differs from the announced price, farmers
receive compensation for the difference in prices. Farmers are required to register with the
government‟s units and specify a period of insurance.
The revenue insurance project benefits all stakeholders, especially farmers as all
registered farmers receive a guaranteed and fair price for their rice. In contrast, the rice
deposit project did not cover all farmers, some selling their rice to middlemen because they
were not able to afford transportation costs involved in the delivery of their rice to specified
places. The revenue insurance project does not require farmers to deliver their rice to
specified places and they receive compensation as soon as there is difference between the
announced and market prices.
Also the revenue insurance project allows middlemen, rice mills, and export
companies to trade rice at the market price regularly so that they can receive normal profits.
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2. Road show project. The government operates the road show project to introduce
rice mills and exporters to foreign exporters and helping them in trade negotiations.
3. Reduction of export and import restrictions. Thailand has for several years
removed export restrictions to support free trade. One of the measures involves the removal of
export duty for rice exporters, benefitting all stakeholders. In contrast, the existence of export
duties usually means that the export companies pass this cost onto rice mills, middlemen, and
farmers, the last group being the poorest with little power.
The government has also removed and/or reduced some tariffs and non-tariffs for rice
import. These measures allow the government to increase its rice stock, exporters to be able to
sell more rice, and Thai consumers to have more choice in the domestic market. However,
these measures create more competition in the domestic market, affecting the benefits of the
middlemen and rice mills. It should be noted that this competition might affect exporters if
some traders import rice into Thailand at low costs and export the rice to foreign markets at a
lower price than Thai rice.
4. Price stabilization. The Thai government pursues price stabilization to control price
in the domestic market. This policy benefits consumers, farmers, and the Thailand economy.
Generally, the government controls the internal supply of rice and international trade volume.
If there is an over-supply in the domestic market, the government extracts some from the
market. To control international trade volume, the government might use export quotas or
tariffs. In addition, the revenue insurance is another project to stabilize the price of Thai rice.
5. Rice stock policy. The Thai government maintains levels of rice stock to ensure
that Thai consumers have enough rice to consume. Surplus rice is allowed to be exported to
foreign markets. This benefits consumers‟ and farmers‟ welfare. The rice stock policy is
parallel to the price stabilization policy, ensuring the rice price and security of consumption
for farmers.
Thailand’s difficulties in exporting Jasmine rice
Thailand is faced with several problems in the export of Jasmine rice. These include:
1. Increased numbers of Jasmine rice producers in the world rice market, such as
Vietnam, Cambodia, and China. China has announced that it will produce enough Jasmine
rice in 3 to 5 years to allow it to stop imports from Thailand.
2. Thailand‟s policymakers and marketing makers are not integrated in their
operations, affecting the efficiency of the operation of exports.
3. Policy inconsistency. Thailand often has problems of inconsistency of policies.
Changes in government often result in changes of rice policy.
4. Thailand has difficulty in improving the quality of rice export.
5. Traders in the foreign markets mix artificial Jasmine rice with the Thai Jasmine
rice product and then sell it on international markets. This ruins the reputation of Thai
Jasmine rice, causing confusion for buyers and affecting future developments.
RECOMMENDATIONS TO ASSIST FARMER INSTITUTIONS TO OBTAIN
BENEFITS FROM THE EXPORT OF RICE
232
In the short term, the Thai government should distribute benefits to all related
stakeholders, export companies, rice mills, middlemen, and especially farmers. Farmers are a
group that has lower economic welfare and poorer negotiating power than other groups. As
their export role is limited, the government should train them to be the producers of the best
rice that meets export standards.
Today, the government has a clear policy to distribute benefits to farmers through the
revenue insurance project and the road show project. Farmer groups should also be
encouraged to coordinate with rice mills and rely on them in this short-term period. Rice mills
should act as farmer leaders in this project because farmer groups do not have the export
capabilities. Farmers should produce GAP quality rice and sell it to rice mills which then
complete the GMP3 standard and export processes. Rice mills usually operate through
exporting companies and do not directly export through the road show project because of
language difficulties.
In addition, the government should establish a training project that joins farmers with
export companies, rice mills, middlemen, consumers, and academics to integrate and
distribute benefits among stakeholders in the short- and long-terms.
In the long term, the government should have projects to develop farmer groups‟
capabilities in exporting rice as follows:
1. Leaders of farmer institutions and farmers should be trained in exporting,
marketing, management, and English language, to operate their own marketing activities, and
be encouraged to be active, independent learners.
___________________________ 3GMP is a standard of rice transforming and packaging. (Source: The Office of Product
Development, Ministry of Agriculture).
2. Farmer should be trained to produce quality rice to meet GAP export standards.
Further, they should be encouraged to market the rice so that they can obtain more benefits.
The training courses should provide fundamentals of developing good quality rice, production
for marketing goals, standard goals, increased productivity, and reduction in costs, and
building strong networks for rice accumulation and stronger price negotiation.
3. The government should create a learning center for farmers to develop their
knowledge of efficient production process and the production of quality rice.
4. The government should assist farmer institutions and rice mills in recruiting
managers.
5. The government should analyze the strengths and weaknesses of farmer institutions
in a bid to increase their efficiency. In addition, it should support farmers to build more
institutions to increase production efficiency and marketing negotiation
power with middlemen. Farmer institutions should cooperate in planning the production
system to produce quality rice to meet GAP standard and serve market demands. The systems
should include cultivating, harvesting, and milling.
6. The government should develop a network of farmer institutions capable of
directing the export process.
7. The government should support farmers to establish more institutions.
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8. The government should support farmers‟ and farmer institutions‟ access to
financial resources, thus encouraging investment in rice accumulation, equipment, and
machines involved in the export process.
9. The government should support farmer institutions to export by surveying high
productivity districts that produce around 20-30 tons, and then planning for these districts‟
marketing.
10. The government should have stable policies in relation to farmers.
11. Education institutions should promote students to be involved in local farming
and their home provinces. In addition, both the government sector and farmers should
encourage farmers‟ children to assist their parents to continue their farming and associations
with farmer institutions. These students should aim to develop themselves as the new,
professional, and knowledgeable farmer executives. In addition to these government
initiatives, it is recommended that the private sector should provide farmers with
opportunities to learn about exporting rice. Export companies, rice mills, and middlemen
should not block farmers‟ access the export process. Private organizations should also provide
important information in relation to exporting. For example, Mr Wanlop Pitchpongsa has
supported farmers‟ access to the export process for a long time. He makes an initial contract
with an organic farmer association so that the institution learns how to deal with an export
company, coordinates farmers to meet with financial sources and insure debts for the farmer
institution. This supports the farmer institution to accumulate a large amount of organic
Jasmine rice
Questionnaire
Export capability
A total of 717 farmers answered a questionnaire about their capability in exporting.
The results showed that most of them did not have capability in knowledge and/or finance to
successfully operate the rice exporting process.
Export knowledge
More than 90 percent of farmers lacked knowledge of exporting knowledge:
TABLE 3: FARMERS LACK OF KNOWLEDGE OF EXPORTING
Lack of knowledge จ ำนวน ร้อยละ
1. Marketing 675 94.54
2. Exporting 662 92.72
3. English language 661 92.58
4. Management 656 91.88
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5. Others 53 7.42
Factors related to farmer institutions’ capability in exporting
The five factors identified by the farmers as most important in the enhancement of the
farmer institutions‟ capability in exporting were:
1. Capital funds for exporting – ranked first by 71.41 percent.
2. Sincere government support - 69.74 percent.
3. Support of private sector - 59.97 percent.
4. Developing leaders‟ ability - 56.62 percent.
5. Cooperating in rice accumulation - 55.09 percent.
Requirements of farmer institutions in developing their export capability
The five requirements viewed by farmers as the most important in the development of
farmer institutions‟ export capability were:
1. Capital funds for exporting – ranked first by 82.51 percent.
2. Sincere government support - 81.73 percent.
3. Support of private sector - 73.08 percent.
4. Strong network - 71.41 percent.
5. Knowledgeable leaders - 68.20 percent.
Problems of and obstacles to farmer institutions in exporting
The farmers identified the following as the five most significant problems for farmer
institutions in exporting:
1. Lack of government support - ranked first by 69.87 percent.
2. Lack of funds to purchase important equipment - 67.92 percent.
3. Lack of funds to purchase and accumulate rice - 63.46 percent.
4. Lack of private sector‟ support - 63.04 percent.
5. Farmers‟ lack of knowledge - 58.72 percent.
Recommendations for developing farmer institutions’ export capability
The farmers made five recommendations to enhance farmer institutions‟ export
capability. These were:
1. Support farmer institutions to access financial sources – ranked first by 77.13
percent.
2. Support farmer institutions to access foreign markets - 71.97 percent.
3. Training projects for leaders - 69.81 percent.
4. Training projects for farmers - 64.16 percent.
5. Promote cooperation among institutions - 64.16 percent.
SUMMARY OF THE RESULTS
235
Both quantitative and qualitative research showed that most farmer groups in Ubon
Ratchathani did not have ability in the direct export of Jasmine rice. Most farmer groups
exported through middlemen, rice mills, or export companies, there being only one group able
to complete direct export to foreign markets because the group leader had the language skills
and personal contacts with foreigners.
It was found that the important factors related to farmer groups‟ ability in rice
exporting were the group leader who was knowledgeable in exporting and language and was
capable in marketing and trade negotiation. Other important factors for farmers were
knowledge in exporting and ability in marketing trade negotiations. Farmers also needed
capital funds to accumulate rice to fulfill foreign orders and operate the export process. Rice
production must meet export standard requirements. Also, the establishment of new groups
and networks and sincere and continued support from the government and private
organizations were seen as crucial factors to support groups‟ development in exporting. The
lack of these factors led to problems of developing farmers groups‟ ability in exporting the
rice. According to this research, more than 90 percent of farmers in Ubon Ratchathani lacked
these qualification factors and supporting factors, resulting in most farmer groups not being
able to be involved in direct exporting.
Existing government policies include insurance projects for farmers‟ revenue,
providing knowledge about producing quality Jasmine rice, and subsidies for farming. To
promote export, the Thai government relaxes export duties and conducts road shows for
entrepreneurs of rice mills and exporters. However, most policies and measures lack
integration in planning and implementation among related government sectors.
Guidelines to improve farmer groups‟ ability in rice exporting mostly rely on Thai
government support. TheThai government should have several policies and measures to help
farmers to receive more benefits from exporting rice. In the short term, the government can
act as a key organization to fairly allocate benefits among stakeholders, such as farmers,
middlemen, and export companies along with the private rice organizations. This action
should be based on sincere principles and information available to all stakeholders. The
government also needs more policies and measures to support farmers.
In the long run, the government should develop the capability of farmer groups in rice
exporting by providing knowledge and assistance continually. It should develop training
projects for farmers and their leaders about exporting, marketing, language, and rice
production standards for export. The government also needs to assist farmers to access funds
for their farming and exporting. In addition, the government should develop policies and
measures to enhance farmers to develop strong group networks for mutual exporting and
marketing activities. Cooperation among government and private organizations is necessary
to support farmer groups‟ ability in exporting. The Thai government also should integrate the
different government sectors, including educational institutions, to enhancefarmers‟
productivity and quality. These actions in assisting farmers and other stakeholders will
support the export of Jasmine rice through comparative advantages in quality and cost to
Thailand‟s competitors.
DISCUSSION AND CONCUSIONS
236
Discussion
This research provides similar and different results to previous studies. Similar to
Patthanapongpaiboon‟s study (2003), marketing channels of Thai farmers involve the
domestic and foreign markets. In addition, there are similarities in farmers‟ exporting
process. This study also demonstrates similar problems of farmers about production costs and
marketing to the study of Sudanich (2002) and Patthanapongpaiboon‟s study (2003). The Thai
government subsidized policies of rice production and exporting are mentioned in this study
and the study of Wijnhoud, Konboon, and Lefroy (2003). Furthermore, this study shows
similar result to Luawmek‟s study (2008) that Viet Nam has a comparative advantage of rice
price in the world market.
Different results adding to existing evidence of farmers‟ exporting process and
exporting capability are Ubon Rachathani farmer groups‟ ability in exporting Jasmine rice as
a statistical number, factors related to Ubon Ratchathani farmer groups‟ ability in exporting,
problems of Ubon Ratchathani farmers in exporting jasmine rice in details of many aspects.
In addition, this study reveals in details how government policies and projects support farmers
and other stakeholders to export the rice. Comments of all related stakeholders are included
in the results.
This study found that a major policy of the Thai government, the Revenue insurance
project, benefits all stakeholders, especially farmers. However, other policies of the Thai
government had some weaknesses such as production policy and export policy. The Thai
government has not integrated related sectors to assist farmers and cannot solve problems of
high cost and debts due to their production improvement. This has made Thai exports less
competitive in terms of costs compared to Vietnam.
The Thai government‟s policy about free trade supports exporters and other
stakeholders, but not farmers. Policies that remove export duties, subsidies, and trade shows
also assist other groups, but fail to help farmers. There is a clear need to introduce policies
and measures to assist farmers as well as other groups.
The rice security stock policy of the Thai government is admirable because it
maintains a good level of stock to secure internal consumption and controls the stock
compatible with assistance for farmers by extracting surplus rice from the domestic market.
Similarly, the price stabilization policy of the Thai government is also good as it
allows the government to intervene to assist consumers, farmers, and the economy. However,
in the future of Asian free trade, the government might have to rethink its balance between
importing rice and rice stocking. Under the free trade condition, even though Thailand is the
biggest rice exporter who has enough rice to consume in domestic market, it needs to allow
rice importing into its domestic market.
This study was limited by the unavailability of a number of farmers at the beginning
of the rice season to complete the questionnaires.
Conclusions
237
The rice industry has long been a critical player in the Thai economy (Choeun, Godo,
and Hayami, 2006). It provides the main staple food, employs a large portion of the labor
force, and contributes revenue and foreign exchange earnings to the government. Thai rice
exports have grown continually. However, Thai farmers have not always received the
economic benefits from the export of rice and their earning growth is not compatible to export
growth and rice price increases. The Thai government has created some good policies,
nevertheless, there are some weaknesses and incomplete issued are needed to be addressed.
RECOMMENDATIONS
This study makes a number of recommendations. The Thai government has made
efforts to develop farmers‟ knowledge in the improvement of rice productivity. However,
integration of different government sectors is required to further enhance farmers‟
productivity and quality. This would support Thailand‟s comparative advantage to compete in
the world market in term of quality rice in short term and compete with the price strategy in
the long term.
The government‟s actions to distribute benefits to stakeholders, especially farmers,
should be performed as equally as possible. There is a need for private sector involvement in
exports, price control, marketing assistance, information perfection, and stable policy.
The Thai government‟s road show projects for exporters and rice mills are helpful but
they need to be extended to support farmers. In addition, the government should provide
farmers with access to financial sources and information sources on price, food production,
international markets, and public and private sector marketing systems.
Another important policy is the price stabilization policy. The Thai government as a
rice exporter should pursue this policy continually. Price control is necessary to control
demand and supply of rice in the domestic market. Major measures to stabilize prices control
the quantity of international trade and quotas or tariffs (Dawe, 2001).
Furthermore, the government should find a balance between free trade and price
stabilization. Thailand needs to import rice in the era of Asian free trade so the government
needs to carefully determine the rice stock and conduct appropriate measures to stabilize the
rice price. Effects on stakeholders are important factors for the government to consider.
Finally, the government should also provide a stable and credible policy for
stakeholders in rice exporting and assist farmers and other stakeholders continually.
It is suggested that future research related to this area of study should involve pilot
projects in Ubon Ratchathani to promote some areas for rice exporting. This may include
groups of farmers who produce large quantities of rice and wish to be involved in direct
exporting. Other research could investigate and assess government policy in exporting
Jasmine rice.
238
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