cross national newspaper coverage of coastal contamination: a community structure approach
TRANSCRIPT
CROSS NATIONAL COVERAGE OF COASTAL CONTAMINATION 1
Cross National Newspaper Coverage of Coastal Contamination:
A Community Structure Approach
Cleo Kordomenos ([email protected]) Rebecca Mamrosh ([email protected])
Theresa Soya ([email protected])
Marc Trotochaud ([email protected]) Lauren Longo ([email protected])
The College of New Jersey
CROSS NATIONAL COVERAGE OF COASTAL CONTAMINATION 2
ABSTRACT
A community structure analysis compared nation demographics and coverage of coastal
contamination in international cross-section of leading international newspapers from 19
countries, examining all relevant articles of 250+ words within a nine-year span from August 12,
2006 to October 5, 2015. The resulting 218 articles were coded for “prominence” and
“direction,” (“government responsibility,” “societal responsibility,” or “balanced/neutral”
coverage) and were combined into a “Media Vector” score for each newspaper (from 0.7347 to
-0.1825, total range of 0.9172). Of the 19 international newspapers sampled, 16 out of 19, or
84%, indicated government responsibility in media vectors, suggesting an international call for
government responsibility regarding coastal contamination. Initial Pearson correlations revealed
five significant findings. As expected, coastal economic vulnerability indicators, “aquaculture
production in tons,” (r = 0.666, p= 0.013) and “international fishery by principal export”
(r=0.451, p=0.053), were linked to media emphasizing government responsibility in combating
coastal contamination. The remaining four significant hypotheses also showed results that
confirmed what we predicted.
Most significantly, the present findings confirmed the vulnerability hypothesis of
Tichenor, Donohue, and Olien. In consistency with significant findings from Peitzet. al (2015)
on genetically modified organisms, this research supports the finding that measures of
vulnerability indicate media emphasis on government responsibility. Kohn et. al’s (2014) work
with child labor and Wissel et. al’s (2014) water handling research additionally confirm the
vulnerability indicator.
Overall, measures of privilege are linked to less coverage emphasizing government
responsibility for combating coastal contamination. The female school life expectancy
CROSS NATIONAL COVERAGE OF COASTAL CONTAMINATION 3
hypothesis, a sign of privilege, was found to be linked to societal responsibility (r = -0.415, p=
0.039). The physicians per 100,000 residents hypothesis, a health care access violated buffer
factor, was confirmed (r= - 0.413, p= 0.039). Lastly, the GDP per capita hypothesis was
confirmed (r= -0.399, p= 0.045). Although a portion these hypotheses were confirmed, the
results are consistent with previous community structure research, for example, Longo et al.’s
(2015) research on Muslim immigration and Kohn et. al’s (2014) work on child labor, which
respectively stated that measures of privilege were strongly correlated with negative coverage of
the issue and societal responsibility for resolving the epidemic (2015).
Regression analysis found that the amount of Aquaculture Production in Tons and
International Fishery Production by Export accounted for 53.7% of the variance, showing the
influence that a country’s aquaculture production has on government responsibility framing in
newspapers internationally. Conversely, number of migrants, accounting for 13.5% of the
variance in the regression, was linked to media emphasizing societal responsibility in combating
coastal contamination, creating an extremely interesting rift in our findings.
CROSS NATIONAL COVERAGE OF COASTAL CONTAMINATION 4
Introduction
As the world becomes more industrialized, coastal contamination progressively becomes
an imminent threat. Increased pollution from seafaring ships or land-based sources continually
threaten the sustainability of marine ecosystems and consequently, the development of fisheries,
aquaculture, and economic sustenance, as well as the overall health, safety, and quality of life of
coastal populations (Giroult, 1995). The issue is additionally present as a community health
crisis, as potential inhalation, ingestion, and skin contact with pollutants provide multiple
pathways for infection. Defining this contamination involves a spectrum of chemicals, hypoxia,
invasive species, disease-causing bacteria, viruses, and foreign materials in regional bodies of
water and respective coastlines (NCCOS, 2015). These toxins threaten not only the international
seafood supply and industry, but also the health and livelihood of both marine animals and
humankind on a global scale (NOAA, 2015).
As coastal contamination grows as an imminent threat to global health, safety, and
quality of life, dissent emerges in regards to sufficiency of current measures combating coastal
contamination. To explore variations in media perspectives on the efficacy of pollution
eradication efforts, analysis of international news coverage will examine media frames that
emphasize “government” or “societal” responsibility to address the issue. To frame a story is to
“select some aspects of a perceived reality and make them more salient in a communicating text,
causal interpretation, moral evaluation, and/or treatment recommendation” (Entman, 1993, p.
52). For purposes of this study, two umbrella media frames are considered likely; a
“government” frame and a “society” frame. A “government” frame implies that it is primarily
the responsibility of each country’sgovernment to combat coastal contamination. By contrast, a
CROSS NATIONAL COVERAGE OF COASTAL CONTAMINATION 5
“society” frame implies that calls on the general population and non-governmental organizations
including foreign aid, to combat coastal contamination.
As this debate gains international precedence, newspapers continue to play a vital role in
the coverage of coastal contamination for multiple reasons. Primarily, newspapers are read by
the well educated and by political and economic leaders who seek insights and information on
current global events. These papers are also known to be inter-media agenda setters for other
media channels such as television, radio, and the internet. In addition, newspapers serve as
community forums to facilitate discussion on critical issues on a regional, nationwide, and global
scale.
The analysis of coastal contamination coverage will be examined using community
structure theory, linking aspects of societal characteristics and demographics with critical issue
reporting (Pollock, 2007, p.23). The community structure approach asserts that varying
characteristics of different societies hold the power to shape news stories covered by newspapers,
contrasting with the commonly held view that media affect society. Pollock and colleagues
(2007, 2013a, 2015) have made three special contributions to the community structure approach
in recent articles and books by: a) expanding geographic and demographic diversity by
conducting the first nationwide, multi-city studies; b) combining standard content analysis
measures of article “direction” or tone with additional measures of editorial “prominence” to
fashion a sensitive, composite “Media Vector” for each newspaper’s reporting on a particular
issue; and c) confirming that, contrary to the guard-dog hypothesis expectation that media favor
elites, newspapers are frequently capable of mirroring the interests of the most “vulnerable”
population segments.
CROSS NATIONAL COVERAGE OF COASTAL CONTAMINATION 6
The groundwork of the community structure approach was outlined by University of
Chicago’s Robert Park in 1922, when he focused attention on the impact society has on media, a
“reverse” approach to the prevailing model in media studies. Park’s work inspired the
development of structural pluralism and the “guard dog” hypothesis by Minnesota scholars
Philip Tichenor, George Donohue and Clarice Olien (1973, 1980, 1995) in later years. The
“guard dog” hypothesis expects that media typically reflect the interests of political and
economic elites as opposed to those of the general public (Olien, Donohue, &Tichenor, 1995;
Pollock, 2007, p.24.).Tichenor, Donohue and Olien’s concept of structural pluralism proposes
“that larger, more diverse, socially pluralistic communities would be associated with greater
diversity in media, especially newspaper reporting on critical issues” (Pollock, 2007,
p.1).However,the studies done by Tichenor, Donohue and Olien focused primarily on cities and
counties in Minnesota, excluding other states and nations.
Scholars McLeod and Hertog, who studied with Tichenor, Donohue and Olien, further
contributed to the community structure approach by conducting studies in one or two cities
(McLeod &Hertog, 1992; Hindman, 1999). In their studies, they found that media often reflect
the size of protest groups (McLeod and Hertog 1992, 1999). Hindman (1999) found that mass
media can function as proponents of social change, linked to the size of local, dominant
minorities, and can more closely depict audience choices in the new information era. Demers and
Viswanath (1999) suggest that newspapers can either be agents of social control or social
change.
Recognizing newspapers’ prominence in discussing critical cross-national issues, Pollock
et al. utilized this powerful communication channel in the first nationwide studies across various
cities. These studies not only included article content, but also incorporated editorial evaluation
CROSS NATIONAL COVERAGE OF COASTAL CONTAMINATION 7
of article prominence within their respective publications by combining both into a cohesive,
single score. The conclusions sometimes challenge the “guard dog” hypothesis by reflecting the
interests of marginal and vulnerable stakeholders (Pollock, 2007, p. 24; Pollock, 2013aj 2015).
Through use of the community structure approach, this study will examine cross-national media
framing of coastal contamination in newspapers. This theory will be used to address two main
research questions to investigate connections between international characteristics and
newspaper coverage of regulations on coastal contamination.
RQ1: How much variation exists in cross-national coverage of coastal contamination?
RQ2: How closely linked is that coverage variation to differences in national
characteristics?
Various community characteristics, such as GDP and infant mortality, can affect media
coverage of where responsibility to combat coastal contamination lies. For example, it is
anticipated that in countries with a higher GDP, coverage will emphasize government
responsibility in combating coastal contamination. This prediction can be made following the
finding that wealthy countries are more concerned with associated health risks and
environmental implications than is the case in developing countries. Wealthier countries are also
more likely to contain more well-educated populations and to have a better understanding of
coastal contamination and potential risks. Conversely, the higher the infant mortality rate in a
country, the more likely coverage will emphasize societal responsibility in combating coastal
contamination. It is reasonable to assume that a nation with low health standards will be less
likely to manifest media support for government efforts to address human rights claims.
Newspaper coverage of coastal contamination may be linked to other cross-national
CROSS NATIONAL COVERAGE OF COASTAL CONTAMINATION 8
demographic characteristics as well. This study will analyze relationships between cross-national
demographic characteristics and coverage of coastal contamination in newspapers worldwide.
Literature Review
The topic of coastal contamination has been explored in a broad range of academic
disciplines, yet still lacks scholarly attention in the field of communication studies. Though
popular in several of other fields, including political science, environmental science, and biology,
studies on coastal contamination and media coverage seldom surface in communication studies,
where scholarly attention has the potential to relay crucial information.
Searches for the terms “Coastal Contamination AND Media coverage” and “Coastal
Pollution AND Media Coverage” as well as “Coastal Contamination AND Newspapers” and
“Coastal Pollution AND Newspapers” on the Communication Studies database, Communication
& Mass Media Complete, yielded zero results. The only results from this search emerged when
the terms “Newspapers” and “Media Coverage” were removed. The removal of these key terms
yielded a total of four articles on coastal contamination in the entirety of Communication & Mass
Media Complete.
Of the four results from Communication & Mass Media Complete, two articles were from
academic journals and the remaining were non-juried. The first piece of research was an article
titled, “Rhetorical Framing in Corporate Press Releases: The Case of British Petroleum and the
Gulf Oil Spill”. This article published in the Journal of Environmental Communication examined
how British Petroleum (BP) used strategic press releases to frame its involvement in the 2010 oil
spill in the Gulf of Mexico (Wickman, 2014). The author argued that the use of press releases
created a rhetorical framing that inaccurately portrayed BP (Wickman, 2014). This article is a
CROSS NATIONAL COVERAGE OF COASTAL CONTAMINATION 9
valuable resource and can be used as a case study demonstrating how a large company used
communication strategies to frame its involvement in an event that is harmful to the company.
The second academic article, “The Coastal Highway”, was published in the journal,
Visual Communication. This article focused on a typography of different advertisements, and
how certain advertisements in the environment could be harmful distractions for their audience
(Matta, 2005). This article is doing research that is important in a world flooded with
advertisements, but again it is tangential to this study’s focus. These two articles are valuable,
but major gaps still remain in the research of coastal contamination in the field of
communication studies. Our research aims to reduce these gaps and introduce more
understanding of this far-reaching global issue.
Unlike the field of communication studies, the field of political science has compiled
more academic research with regards to coastal contamination. When searching on the political
science database PAIS International, a search using the terms “coastal contamination” OR
“coastal pollution” yielded 114 results including academic articles that had either of the key
terms in their respective abstracts. The majority of these 114 articles looked at political
infrastructure of environment agencies at the government level, and how they dealt with coastal
contamination regulation. Exemplifying this, “A Sustainable Development Goal for the Oceans
and Coasts: Global Ocean Challenges Benefit From Regional Initiatives Supporting Globally
Coordinated Solutions,” focused on how it is important to both recognize the importance of the
ocean, and then work together as a global force to provide a positive system to protect one of
humanity's most valuable resources (Visbeck, 2014). A slightly more specific article that
examined political infrastructure when related to coastal contamination was titled, “Going Green
or Going Away: Environmental Regulation, Economic Geography and Firms’ Strategies in
CROSS NATIONAL COVERAGE OF COASTAL CONTAMINATION 10
China’s Pollution-intensive Industries”. This article looked at possible procedures to help
restructure the way that certain Chinese manufacturing companies related with the environment
(Zhu, 2014).
Similarly to political science, the field of environmental science is substantially ahead of
communication studies with research on coastal contamination. Searching the database, Science
Direct, with the same terms used in searching PAIS International, a total of 4,997 articles
resulted. This outcome showed that the physical sciences were even further along in research on
coastal contamination than communication studies. Unlike articles in PAIS International that
focused on the logistical setup of nation’s coastal contamination response, and the goal of
communications research, which explores media coverage of coastal contamination, this research
highlighted specific case studies of coastal contamination, that looked at what happened, what
went wrong, and what could be done to improve the situation in these areas. An example is the
article, “Nutrients and Contaminants in Tissues of Five Fish Species Obtained from Shanghai
Markets: Risk-benefit Evaluation from Human Health Perspectives”. Due to the industrial nature
of China, a fair amount of the country’s coastal region has been contaminated with unnatural
chemicals and metals. This research examined five species of fish that lived around these coasts,
and were being sold to consumers (Jing-Jing, 2015). Another article based around coastal
contamination research looked at screening methods for finding plastic in water, and at how the
degradation process of plastic could add more contaminants at a faster rate through the
degradation process. The article finished by urging readers and other scientists to pay more
attention to existing plastic in the ocean and to treat it as a greater threat of coastal contamination
(Gauquie, 2015).
CROSS NATIONAL COVERAGE OF COASTAL CONTAMINATION 11
In contrast to the field of communication studies, biology has contributed far more
scholarship on the topic of coastal contamination. A search of the terms “coastal contamination
AND coastal pollution” in the Biological Sciences database yielded considerable results, totaling
6,532. Included in these results were scholarly, peer-reviewed articles that mentioned all of the
mentioned key search terms. A number of the articles evaluated specific coasts by level of
contamination and particular contaminants, and some went so far as to measure the significance
of potential risk on surrounding communities. “Organic Micropollutants in Coastal Waters From
NW Mediterranean Sea: Sources Distribution and Potential Risk” reported on efforts tracking
and evaluating levels of organic micropollutants in coastal waters of the Mediterranean Sea to
determine the risk of pollution for fish, algae and shrimp. A significant level of risk was
detected, which indicates potential risk for surrounding communities consuming seafood from
these coasts as well (Sanchez-Avila, Tauler, &Lacorte, 2012). Another article titled “The Little
Penguin (Eudyptula minor) as an Indicator of Coastal Trace Metal Pollution” looked at
measuring trace metals in creatures that live on contaminated coasts, this research looked
specifically at Eudyputla minor. This research found that the level of trace metal and metalloid
concentrations in Little Penguins were linked to the level of industrialization near their habitat
(Finger, 2015). In the field of biology, current research focusing on coastal contamination far
surpasses that of research in communication studies.
In the field of communication studies, little attention has been paid to the issue of coastal
contamination. The fields of political science, environmental science and biology have produced
substantially more research. This paper will address the lack of research in the communication
studies field by comparing national demographics systematically with cross-national coverage of
coastal contamination.
CROSS NATIONAL COVERAGE OF COASTAL CONTAMINATION 12
Hypotheses
Results of previous studies utilizing the community structure approach yielded many
hypotheses applicable to the research conducted in this study. These hypotheses were then
grouped in three branching categories: violated buffer, vulnerability, and stakeholder.
Violated Buffer Hypothesis
Privilege.The classical category that encompasses hypotheses dealing with privilege is
the buffer hypothesis. The buffer hypothesis indicates that with a greater proportion of privileged
city residents, it becomes more likely that a city’s major newspaper will report favorably on
several human rights claims (Pollock, 2007, p. 52). Dissimilarly, the violated buffer hypothesis
suggests that “issues viewed as imperiling either privileged groups or a relatively stable, secure
way of life will be regarded as threatening by privileged sectors and will be associated with
relatively ‘resistant, unfavorable reporting” (Pollock, 2007, p. 53). In this context privilege can
be measured cross-nationally through various demographic indicators, including gross domestic
product (GDP), literacy rate, and life expectancy. From the information presented on coastal
contamination, it can be assumed that coastal contamination will be seen as a threat to “a
cherished way of life” among populations of more privileged countries, therefore complying
with the violated buffer hypothesis.
Previous community structure research has confirmed the validity of the violated buffer
hypothesis. Pollock and Kohn found in a 2014 study that a country’s GDP per capita was linked
to variations in media coverage of child labor, finding that the higher a country’s GDP per capita,
the less media emphasis on government responsibility for regulating child labor; supporting the
violated buffer hypothesis. Another study discovered that the higher a nation’s literacy rate, the
more newspaper favored societal as opposed to government responsibility for water handling
CROSS NATIONAL COVERAGE OF COASTAL CONTAMINATION 13
(Wissel et al., 2014). A community structure study on coverage of human trafficking indicated
that the greater the female school life expectancy in a nation, the more media emphasis on
human trafficking (Alexandre et al., 2014). A community structure study on HIV/AIDS by
Etheridge et al. (2014) showed that the greater the percentage of a population that is
undernourished, the greater the media support for government responsibility to reduce
HIV/AIDS.
In 2004 Pollock, O’Grady, Hiller, Pannia, and Lutkenhouse executed a study showing
that the violated buffer hypothesis was confirmed regarding newspaper coverage of GMOs in
foods. Statistical evidence in the forms of Pearson correlations and regression analysis found that
the “greater the proportion of privileged groups ‘buffered’ from economic uncertainty, the less
favorable the coverage of GMO foods (Pollock, O’Grady, Hiller, Pannia, &Lutkenhouse, 2004).
Pollock (2007) validated the significance of the violated buffer hypothesis, finding that the
higher the level of privilege in a city, the more unfavorable the newspaper coverage of drilling in
the Arctic national wildlife refuge, further bolstering the hypothesis (p. 184-194).
Based on results from previous literature, it is likely that the coverage of coastal
contamination will align with the violated buffer hypothesis, for privileged and well-educated
individuals will be less trusting and more concerned with the economic, environmental, and
health problems associated with coastal contamination. Therefore, the following hypotheses
apply to coverage of coastal contamination: For example,
H1: The higher a nation’s GDP, the more likely media coverage emphasizes government
responsibility in combating coastal contamination (Central Intelligence Agency [CIA],
2011).
CROSS NATIONAL COVERAGE OF COASTAL CONTAMINATION 14
H2: The higher a nation’s GDP per capita, the more likely media coverage emphasizes
government responsibility in combating coastal contamination (CIA, 2011).
H3: The higher the literacy rate in a country, the more likely media coverage emphasizes
government responsibility in combating coastal contamination (CIA, 2011).
H4: The higher a nation’s male life expectancy at birth, the more likely media coverage
emphasizes government responsibility in combating coastal contamination (CIA, 2011).
Health care access. Another crucial community measure of privilege is health care
access. According to Pollock (2007) healthcare access can be evaluated by “the proportion of the
municipal budget that a city spends on health care, in addition to the availability of hospital beds
and physicians” (p. 93). Pollock (2007) found a positive correlation between the number of
physicians per 100,000 residents and more favorable coverage of stem cell research (pp. 89–
100). A cross-national study on climate change showed that the greater the number of hospital
beds per 100,000 and physicians per 100,000, the greater the media support for the government
to address climate change (Pollock, Reda, et al., 2010). Similarly, Pollock found a correlation
between physicians per 100,000 residents and favorable coverage of physician-assisted suicide
(2007, pp. 75– 88).
If a country enjoys substantial access to health care services, it is reasonable to assume
that the country would manifest media attention that highlights government responsibility in the
treatment of coastal contamination. Coastal contamination can be seen as a threatto the wellbeing
of a community. Therefore:
H5: The greater the number of physicians per 100,000 in a country, the more likely media
coverage emphasizes government responsibility in combating coastal contamination.
(United Nations Statistics, 2011).
CROSS NATIONAL COVERAGE OF COASTAL CONTAMINATION 15
H6: The greater the number of hospital beds per 100,000 in a country, the more likely media
coverage emphasizes government responsibility in combating coastal contamination.
(United Nations Statistics, 2011).
Vulnerability Hypothesis
The vulnerability hypothesis asserts that “newspaper reporting on critical events can
reflect the interests of more vulnerable segments of society” (Pollock, 2007, p. 138). These
segments may include minority communities, the poor, the unemployed, and those who reside in
high-crime areas (Pollock, 2007, p. 137). The vulnerability hypothesis concludes that “the larger
the proportion of those below the poverty level in a city, the more sympathetic the newspaper
coverage of each vulnerable group’s concerns” (Pollock, 2007, p. 137). This hypothesis contrasts
sharply with Donohue, Tichenor and Olien’s (1995) “guard dog” hypothesis. The “guard dog”
hypothesis suggests newspaper coverage mirrors the interests of elite groups, while the
vulnerability hypothesis maintains that minority population concerns are reflected in newspaper
reporting (Pollock, 2007, p. 137).
Prior studies utilizing the community structure approach support the vulnerability
hypothesis. A study on capital punishment found that high poverty rate was associated with
negative coverage of the death penalty, and that, in general, vulnerability was “a major factor
associated with reporting unfavorable to the death penalty” (Pollock, 2007, p. 145). Likewise, in
a study on nationwide coverage of the Patients’ Bill of Rights, it was discovered that “the higher
the percentage of individuals below the poverty level in a city, the more favorable the newspaper
coverage of the Patients’ Bill of Rights” (Pollock, 2007, p. 156). Additionally, in coverage of the
Roe v. Wade Supreme Court Decision which legalized abortion, in cities with a large population
CROSS NATIONAL COVERAGE OF COASTAL CONTAMINATION 16
below poverty level coverage of abortion legalization was favorable, representing the interests of
the vulnerable population (Pollock & Robinson, 1977; Pollock, Robinson, & Murray, 1978).
A cross-national study of HIV/AIDS also confirms the vulnerability hypothesis. The
study found that the higher the percent of undernourished in the population, the more media
focus on HIV/AIDS reduction as a government responsibility (Etheridge et al., 2014). Another
study asserted that reporting in cities with high poverty and unemployment levels was reflected
in less inflammatory coverage of a conflict between Caribbean Americans and Hasidic Jews
(Pollock & Whitney, 1997). A cross-national study of GMOs found a positive correlation of
poverty level, percent of a population without access to improved water services, and fertility
rate with favorable coverage of GMOs (Peitz et al., 2015). In a study of United States nationwide
coverage of immigration reform, it was discovered that the higher the percentage below the
poverty level, the more favorable the newspaper coverage of immigration reform (Pollock,
Gratale, Teta, Bauer, & Hoekstra, 2014).
In regards to coastal contamination, it is reasonable to expect that vulnerable populations
will consider current initiatives combating coastal contamination as sufficient, or themselves
lacking an agency to effect change as they may be less aware of potential risks associated with
such pollution. Therefore, newspaper coverage in vulnerable countries is likely to emphasize
societal responsibility in combating coastal contamination. Populations may consider vulnerable
populations as inevitably vulnerable, and fatalistically report coastal contamination as yet
another of the world’s dilemmas. Based on previous research, we propose the following
hypotheses:
CROSS NATIONAL COVERAGE OF COASTAL CONTAMINATION 17
H7: The greater the percent living below the poverty line, the less likely media coverage
emphasizes government responsibility in combating coastal contamination (United
Nations Statistics Division, 2011).
H8: The greater a nation’s fertility rate, the less likely media coverage emphasizes
government responsibility in combating coastal contamination (United Nations
Statistics Division, 2011).
H9: The greater the mortality rate, the less likely media coverage emphasizes government
responsibility in combating coastal contamination (United Nations Statistics Division,
2011).
H10: The greater the number of migrants in a nation, the less likely media coverage emphasizes
government responsibility in combating coastal contamination (United Nations Statistics
Division, 2011).
Health vulnerability. Coastal contamination is closely linked to a nation’s health,
therefore it is reasonable to assume that many public health concerns will play a role in coverage
of coastal contamination. A previous study on cross national newspaper coverage of HIV/AIDS
found that the greater the percent of a nation’s population that is undernourished, the greater the
media coverage focus on government support to reduce HIV/AIDS (Etheridge et al.,
2014).Based on this previous research, we hypothesize:
H11: The greater the percent of the population under the age of fourteen, the more likely media
coverage emphasizes government responsibility in coastal contamination (United Nations
Statistics Division, 2011).
CROSS NATIONAL COVERAGE OF COASTAL CONTAMINATION 18
H12: The greater the percent of a nation’s population that is undernourished, the less likely
media coverage emphasizes government responsibility in combating coastal
contamination (United Nations Statistics Division, 2011).
H13: The greater a nation’s Gini inequality index, the less likely media coverage emphasizes
government responsibility in combating coastal contamination (CIA World
Factbook, 2011).
H14: The greater the percent of a nation’s population without access to improved water
services, the less likely media coverage emphasizes government responsibility in
combating coastal contamination (United Nations Development Programme, 2010).
H15: The greater the infant mortality rate, the less likely media coverage emphasizes
government responsibility in combating coastal contamination (United Nations
Statistics Division, 2011).
Stakeholder Hypothesis
A great number of stakeholders can be linked to favorable content regarding issues of
their concern within media. Previous research confirms that the higher the percentage of
particular stakeholders in a community, the more likely newspaper coverage will report
favorably on their interests (McLeod &Hertog, 1999; Pollock, 2007, p. 172). For example, an
examination of sub-Saharan Anglophone African newspaper coverage of AIDS found that the
higher the level of AIDs victims within a nation paralleled greater media support for non-
governmental organization (NGO) intervention to fight the crisis (Pollock, D’Angelo, et al.,
2010).
Female empowerment. As women’s rights continue to rise as a global focus,
populations with higher levels of gender equality become more outspoken and involved in
CROSS NATIONAL COVERAGE OF COASTAL CONTAMINATION 19
controversial issues. Evidence for the association of female empowerment with increased
avocation with social issues is mixed. The International Water and Sanitation Centre found that
when women participate in the running of a project, the project is more effective and sustainable
than when it is designed and run without women (Task Force on Gender and Water, 2006, p. 2).
One cross-national study found that the higher the percent females in the workforce, the more
emphasis on government responsibility for HIV/AIDS (Etheridge, et. al., 2014). Another
community structure study on cross-national newspaper coverage of human trafficking indicated
that the greater the female school life expectancy in a nation, the more media emphasis on
government responsibility for human trafficking (Alexandre et. al, 2014).
Other studies, however, yielded different results. One exploration found that the higher
the female literacy rate, female school life expectancy or percent satisfied with female freedom
of choice in a country, the less media emphasis on government responsibility for water handling
(Wissel, et. al., 2014). Another cross-national examination concluded that the higher the female
school life expectancy, the less media emphasis on government responsibility for child labor
(Kohn & Pollock, 2014). These studies validate the importance of female empowerment
variables, and it can be assumed that these will prove significant in the case of coastal
contamination coverage as well. When discussing the significance of media coverage regarding
coastal contamination in a country, the following are offered:
H16: The higher a nation’s female health literacy rate, the less likely media coverage
emphasizes government responsibility in combating coastal contamination (CIA, 2011).
H17: The greater the female school life expectancy, the less likely media coverage emphasizes
government responsibility in combating coastal contamination (CIA, 2011).
CROSS NATIONAL COVERAGE OF COASTAL CONTAMINATION 20
H18: The higher a nation’s percentage of women in the workforce, the less likely media
coverage emphasizes government responsibility in combating coastal contamination
(United Nations Statistics Division, 2011).
H19: The higher a nation’s percentage of females who are satisfied with their freedom of
choice, the less likely media coverage emphasizes government responsibility in
combating coastal contamination (United Nations Development Programme, 2008).
H20: The higher a nation’s female life expectancy at birth, the more likely media coverage
emphasizes government responsibility in combating coastal contamination (CIA, 2011).
Energy production/consumption and infrastructure . The amount of energy that
countries expend tends to be highly correlated with their status as a world power. In such studies
English, O’Conner, Smith, and Pollock (2012) found that the higher the rate of coal production
in a country, the greater the cross-national newspaper support for intervention in Libya.
Furthermore in a case study on climate change Pollock, Reda et al. (2010), concluded that the
greater the oil production, natural gas production, and natural gas consumption in a nation, the
greater the media support for government responsibility to address climate change. Additionally,
Wright et al. (2008), in a cross-national study, established that the greater terawatt hours of
electricity production in a country, the less favorable the coverage of Muslim immigration.
Lastly, Kohn and Pollock found in their 2014 study a correlation between a country’s industrial
growth rate and less media support for coverage regarding child labor. The aforementioned
findings indicate that a population’s energy production/ consumption are significant in issues of
social importance. Along with these findings, it is also important to consider national
infrastructure. Infrastructure includes a nation’s roadways and analysis of how energy production
is expedited. A study by Longo, et. al 2015 found that nations with stable infrastructures that are
CROSS NATIONAL COVERAGE OF COASTAL CONTAMINATION 21
efficient in organizing the manufacturing of resources would most likely be interested in
protecting their high-functioning infrastructures (Longo et. al 2015). In light of these findings,
the following assumptions are reasonable:
H21: The higher a nation’s natural gas consumption, the more likely media coverage
emphasizes government responsibility in combating coastal contamination (CIA, 2011).
H22: The higher a nation’s natural gas production, the more likely media coverage emphasizes
government responsibility in combating coastal contamination (CIA, 2011).
H23: The higher a nation’s electricity consumption, the more likely media coverage
emphasizes government responsibility in combating coastal contamination (CIA, 2011).
H24: The higher a nation’s electricity production, the more likely media coverage emphasizes
government responsibility in combating coastal contamination (CIA, 2011).
H25: The higher a nation’s coal consumption, the more likely media coverage emphasizes
government responsibility in combating coastal contamination (CIA, 2011).
H26: The higher a nation’s coal production, the more likely media coverage emphasizes
government responsibility in combating coastal contamination (CIA, 2011).
H27: The higher a nation’s oil consumption, the more likely media coverage emphasizes
government responsibility in combating coastal contamination(CIA, 2011).
H28: The higher a nation’s oil production, the more likely media coverage emphasizes
government responsibility in combating coastal contamination (CIA, 2011).
H29: The higher the total length of a nation’s road network, the more likely media coverage
emphasizes government responsibility in combating coastal contamination (CIA, 2011).
H30: The higher a nation’s industrial production growth rate, the more likely media coverage
emphasizes government responsibility in combating coastal contamination (CIA, 2011).
CROSS NATIONAL COVERAGE OF COASTAL CONTAMINATION 22
Media access and penetration. Media access is a key stakeholder when discussing core
societal issues. Research by Tichenor, Donohue, and Olien (1980) confirmed that regions with
larger populations, and consequently, a larger variety of social groups, tend to have a wider range
of interests and perspectives than smaller communities, which boast less demographic diversity.
Continuing, Kohn and Pollock (2014) discovered that the greater the number of broadband
subscriptions per 100 citizens in a nation, the greater media emphasis on government
responsibility to reduce child labor. Wissel (2014) found that the more freedom of the press and
higher percentage of population covered by a mobile phone network, the more media emphasis
on government responsibility for clean water access. These correlations between media access
and variation in media coverage of these topics should have a similar correlation in regards to
coastal contamination coverage in media. Accordingly, the following are hypothesized:
H31: The higher the Freedom of the Press Report score, the more likely media coverage
emphasizes government responsibility in combating coastal contamination (Organisation
for Economic Cooperation and Development, 2011).
H32: The higher the number of daily newspapers per 1,000 citizens, the more likely media
coverage emphasizes government responsibility in combating coastal contamination
(Organisation for Economic Cooperation and Development, 2011).
H33: The higher the percent of population covered by a mobile phone network, the more likely
media coverage emphasizes government responsibility in combating coastal
contamination (Organisation for Economic Cooperation and Development, 2011).
H34: The higher the number of broadband subscriptions per 100 citizens in a nation, the more
likely media coverage emphasizes government responsibility in combating coastal
contamination (Organisation for Economic Cooperation and Development, 2011).
CROSS NATIONAL COVERAGE OF COASTAL CONTAMINATION 23
Coastal economic vulnerability.The abundance of coastal populations spans across
nations throughout the world. Consumer fishing, trade, and tourism allow coastal economies to
function and prosper, as well as influence the health of coastal wildlife and safety from pollutants
(Population Reference Bureau, 2015). Over time, these industries have contributed to the
environmental decline of coastal areas. In developing countries, where environmental decline is
at its worst, conservation efforts are regarded as best. Countries that rely on coastal economies to
supplement their national economy will support their factories, fisheries, and industries and
ignore growing damage to their coastlines, while more developed countries, whose stabilized
economies need not rely solely on coastal beneficence, will acknowledge a decline in efforts to
prevent coastal contamination. Previous research shows that coastal inhabitance and economy
influence surrounding opinion regarding progress or decline of efforts to combat coastal
contamination (Population Reference Bureau, 2015). This should additionally reflect media
coverage of the issue. This leads us to hypothesize the following:
H35: The greater the amount of coastline per capita, the more likely media coverage emphasizes
government responsibility in combating coastal contamination (CIA, 2011).
H36: The higher the percent of marine protected area per capita (percentage of territorial
waters), the more likely media coverage emphasizes government responsibility in
combating coastal contamination (Population Reference Bureau, 2015).
H37: The higher the amount of seafood supply per capita, the more likely media coverage
emphasizes government responsibility in combating coastal contamination (Population
Reference Bureau, 2015).
CROSS NATIONAL COVERAGE OF COASTAL CONTAMINATION 24
H38: The higher the amount of fish species threatened per capita, the more likely media
coverage emphasizes government responsibility in combating coastal contamination
(Population Reference Bureau, 2015).
H39: The greater the amount of aquaculture production in tonnes, the more likely media
coverage emphasizes government responsibility in combating coastal contamination
(Population Reference Bureau, 2015).
H40: The greater the amount of aquaculture production of fish, crustaceans, mollusks, etc. by
principal producers, the more likely media coverage emphasizes government
responsibility in combating coastal contamination (Population Reference Bureau, 2015).
H41: The greater the amount of fisheries production by capture in USD, the more likely media
coverage emphasizes government responsibility in combating coastal contamination
(Population Reference Bureau, 2015).
H42: The greater the amount of fisheries production by aquaculture in USD, the more likely
media coverage emphasizes government responsibility in combating coastal
contamination (Population Reference Bureau, 2015).
H43: The greater the amount of international fishery production by principle export, the more
likely media coverage emphasizes government responsibility in combating coastal
contamination (Population Reference Bureau, 2015)
Methodology
To explore the topic of the coverage of coastal contamination, a cross-national sample of
19 major newspapers was selected from the NewsBank and All Africa databases, including all
topic-relevant articles with 250 words or more in the same established time frame, yielding a
total of 218 articles. The compilation of publications included articles from the following: China
CROSS NATIONAL COVERAGE OF COASTAL CONTAMINATION 25
Daily, Daily News Egypt, El Mercurio, El Universal, The Japan Times, La Nación, Le Monde
Diplomatique, The News Agency (Ghana), The Nation (Pakistan), The Nation (Thailand), The
New Vision (Uganda), The New Straight Times, The New York Times, The Star, The Statesman,
The Sydney Morning Herald, The Times London, The Toronto Star.
The sample period utilized in this study ranged from August 12, 2006 until October 5,
2015. On August 11, 2006, a tanker carrying 500,000 gallons of oil sunk off the coast of the
Guimaras Islands in the Philippines. The spill devastated the ecosystem, adversely affected the
health of those near the coast, and was even further felt by a local economy largely based on
fishing (“Guimaras oil spill”, 2006). This event is of major importance on the historical timeline
of coastal contamination, making it a sensible chronological location to start data collection. On
October 5, 2015, it was announced that BP was obligated to pay over $20 billion as part of a
settlement to five states whose environments and economies were greatly affected by the 2010
DeepWater Horizon oil spill in the Gulf of Mexico (“US, States Announce Settlement with BP
over Gulf Oil Spill”, 2015). . This major settlement was selected as the study’s conclusion date
because of its recency and its importance to the coverage of coastal contamination.
Article Prominence
Each article was assessed by two separate measures, prominence and direction. The first
measure determines the “prominence” of each article, based on editors’ judgments on its
significance. A score ranging from 3 to 16 is attributed to each article based on four elements:
article placement, headline size, article length and photos/graphics. Articles with a higher
number of points received a greater attention score. The prominence score is outlined below in
Table 1.
Table 1: Prominence Score*
CROSS NATIONAL COVERAGE OF COASTAL CONTAMINATION 26
For coding databases
Dimension 4 3 2 1
Placement Front page first section
Front page inside section
Inside page first section
Other
Headline size
(# of words)
10+ 9-8 7-6 5 or fewer
Article length
(# of words)
1000+ 750-999 500-749 250-499
Photos/Graphics 2 or more 1
*copyright John C. Pollock, 1994-2015
Article Direction.
Upon receiving a prominence score, an article was assigned a “direction” category based
on the content of the frames it used. “Direction” indicated whether an article primarily focused
on “government” or “society” responsibility to combat coastal contamination, or whether it was
“balanced/neutral.” The articles were coded for these directions based on the following criteria:
Government. Articles emphasizing government responsibility in combating coastal
contamination were coded as “government”. Coverage in favor of “government” included
articles suggesting that there must be increased governmenteffort to combat coastal
contamination. An article in Ghana’s News Agency stated that the Department of Marine and
Fisheries Science at the University of Ghana had called on the government to establish a
National Coastal Zone Management Commission to help streamline the management of coastal
CROSS NATIONAL COVERAGE OF COASTAL CONTAMINATION 27
areas. “Such a commission would take care of the sectoral approaches and minimize overlaps
and duplications which in the long term negatively impacts marine and coastal areas” (“Establish
a National Coastal Management Commision”, 2013, para. 1). An additional article from India’s
Statesman stated that a team of the Odisha State Pollution Control Board verified the damage to
coastal areas by leaks in the pipeline of oil refinery, IOCL (“State verifies impact of oil spill on
soil, water”, 2015, para. 1).
Society. Articles interpreted as society or non-government agencies being primarily
responsible for combating coastal contamination were coded as “societal responsibility.”
Coverage in favor of “society” included articles suggesting that there must be increased societal
effort to combat coastal contamination. An article in The Daily News Egypt states that Tony
Hayward, CEO of BP at the time, “bears the brunt of criticism for the oil spill in the Gulf of
Mexico in 2010” and that as CEO, “”He must carry the can” (“A profitable moment”, 2010, para.
2). In addition, an article in Mexico’s El Universal stated that Greenpeace, non-governmental
environmental organization was to investigate the damage to marine life by the oil spill of British
Petroleum in the Gulf of Mexico (“Greenpeace started tracking spill damage”, 2010, para. 1).
Balanced/neutral. Articles perceived to be unbiasedregarding coastal contamination, or
covered both sides of this issue in approximately equal measure, were classified
as“balanced/neutral.” Additionally, any article that tried to provide the reader with current
events regarding the controversy was coded in this category. An article in Malaysia’s New Strait
Times provides detail on the “wonderful ‘wet’ assets of Johor”, which make up sixty percent of
Malaysia's wetlands. In addition, an article in Canada’s Toronto Star reported on the price
increase of Gulf shrimp after a 2010 oil spill in the Gulf of Mexico (“Gulf shrimp likely to go up
in price”, 2010, para. 1).
CROSS NATIONAL COVERAGE OF COASTAL CONTAMINATION 28
A total of 109 articles out of 218 were read by two coders, resulting in a Scott’s Pi
coefficient of inter-coder reliability of .88.
Calculating a Media Vector
The Janis-Fadner Coefficient of Imbalance was applied to calculate a “Media
Vector”after analyzing 226 newspapers from nations worldwide. The Media Vector was
calculated by combining prominence and directional scores to measure article “projection” onto
audiences (Pollock, 2007). The “magnitude” of the Media Vector was measured by the article’s
prominence. The “direction” was defined by the article’s direction towards eitherprogress or
decline in efforts combating coastal contamination. Media Vector scores range from +1.00 and -
1.00. Coverage emphasizing government efforts combating coastal contamination yielded a
score between 0 and +1.00, while coverage emphasizing societal efforts combating coastal
contamination yielded scores between 0 and -1.00. This formula is depicted in Table 2:
Table 2: Media Vector Formula
g = sum of the prominence scores coded “government responsibility” s = sum of the prominence scores coded “societal responsibility”
n = sum of the prominence scores coded “balanced/neutral” r = g + s + n
If g > s (the sum of the government prominence scores is greater than the sum of the societal
prominence scores), the following formula is used: Government Media Vector:
GMV = (g2 - gs) (Answer lies between 0 and +1.00) r2
If g < s (the sum of the societal prominence scores is greater than the sum of the government scores), the following formula is used: Societal Media Vector:
SMV = (gs – s2) (Answer lies between 0 and -1.00) r2
CROSS NATIONAL COVERAGE OF COASTAL CONTAMINATION 29
* Media Vector copyright John C. Pollock, 2000–2015
Procedures
In order to examine connections between cross-national characteristics and Media Vectors,
Pearson correlations and regression analysis were used. Pearson correlations determined which
country characteristics were most strongly linked with variation in coverage of responsibility in
combating coastal contaminations. Regression analysis compared the strength and significance
of each independent variable. When these two statistical procedures were applied, connections
were discovered between national characteristics and newspaper coverage of responsibility in
combating coastal contamination.
Results
This study examined cross-national newspaper coverage of coastal contamination in 19
newspapers from August 12, 2006 to October 5, 2015. The China Daily had the highest Media
Vector, at .7347, while La Naciónfrom Argentina had the lowest Media Vector at -0.1285. The
range of Media Vector results was .8632, demonstrating variation in coverage of coastal
contamination. Of the 19 newspapers, sixteen (84%) reflected positive Media Vectors,
indicatingsubstantial media support for government responsibility in combating coastal
contamination, while only three (16%) reflected negative Media Vectors, indicating societal
responsibility in combating coastal contamination. In the table below appears a complete list of
the newspapers used and their Media Vectors, listed from most positive to most negative.
Table 3.
Media Vector by Country
Country Newspaper Media Vector
CROSS NATIONAL COVERAGE OF COASTAL CONTAMINATION 30
China The China Daily .7347
Japan The Japan Times .7284
Chile El Mercurio .6478
Ghana The New Agency .6447
Uganda New Vision .6427
Thailand The Nation .6112
Mexico El Universal .5307
Rwanda The New Times .4756
United Kingdom The Times- London .4339
Pakistan The Nation . 4156
Egypt Daily News Egypt .3677
Australia The Sydney
Morning Herald
.3225
India The Statesman .2736
Canada The Toronto Star .1422
Malaysia New Straight Times .1406
South Africa The Star .0896
France Le Monde Diplomatique -.0222
USA New York Times -.0307
Argentina La Nacion -.1285
Discussion of Significant Findings
Vulnerability Significant
Aquaculture Production in Tons (confirmed). It was predicted that the greater a
nation’s output of aquaculture production in tons, the greater media will emphasize government
CROSS NATIONAL COVERAGE OF COASTAL CONTAMINATION 31
responsibility in combating coastal contamination. The hypothesis was confirmed (r = .666; p =
.013). This was apart of an original set of hypotheses measuring a nation’s coastal economic
vulnerability.
Number of Migrants (confirmed). It was predicted that the greater the migrant
population in a nation, the greater media will emphasize societal responsibility in combating
coastal contamination. The hypothesis was confirmed (r=-0.447, p=0.048). Number of migrants,
a measure of vulnerability, indicates the potential for vulnerable populations to fatalistically
report coastal contamination as just another one of the world’s problems.
International Fishery by Principal Export (confirmed). It was predicted that the great
a national’s international fishery produced by principal export, the greater media will emphasize
government responsibility in combating coastal contamination. The hypothesis was confirmed
(r=.451, p=0.053). This hypothesis was among a set of hypotheses, along with aquaculture
production in tons, developed to measure a nation’s coastal economic vulnerability.
Violated Buffer Significant
Female school life expectancy (confirmed). The violated buffer hypotheses link
indicators of privilege to relatively “resistant, unfavorable reporting” on “issues viewed as
imperiling either privileged groups or a relatively stable, secure way of life” (Pollock, 2007,
p.53). Under the female school life expectancy hypothesis, an indicator of privilege, it was
predicted thatthe higher the rate of female school life expectancy, the greater media will
emphasize societal responsibility for combating coastal contamination. This hypothesis was
confirmed (r = -.415; p = .039).
CROSS NATIONAL COVERAGE OF COASTAL CONTAMINATION 32
Physicians per 100,000 (confirmed). Measuring privilege in the form of healthcare
access, this hypothesis regarding number of physicians per 100,000 in a population, was
confirmed (r = -.413; p = .039). Similarly to the reasoning behind the disconfirmed GDP
hypothesis, countries with greater healthcare access may also have the leisure to lean on society
members for the combating of coastal contamination.
GDP per capita (confirmed). It was predicted that the greater a region’s GDP per capita,
the greater media emphasizes societal support for combating coastal contamination. This
hypothesis was confirmed (r = -.399; p = .045). As per the violated buffer hypothesis, those in
regions with higher GDP per capita lead relatively privileged lives and thus, media emphasize
societal responsibility for combating coastal contamination. In addition, countries with high GDP
and subsequent economic stability may have the leisure to lean on society for the resolution of
the issue.
Table 4.
Pearson Correlations
National Characteristic Pearson Correlation Significance
Aquaculture Production in Tons 0.666 0.013*
Female School Life Expectancy -0.415 0.039*
Physicians per 100,000 -0.413 0.039*
GDP per Capita -0.399 0.045*
Number of Migrants -0.447 0.048*
International Fishery by Principal Export 0.451 0.053*
CROSS NATIONAL COVERAGE OF COASTAL CONTAMINATION 33
Natural Gas Production -0.371 0.059
Marine Protected Areas -0.393 0.059
Aquaculture Production by Principal Producer 0.434 0.069
Without Water Access 0.33 0.084
Fisheries Production by Aquaculture 0.327 0.086
Broadband Subscription -0.307 0.1
Poverty Level 0.308 0.107
Coal Consumption 0.316 0.116
Oil Production -0.286 0.118
Industrial Productivity Growth Rate 0.279 0.123
Undernourished 0.278 0.124
Daily Newspapers 0.34 0.128
Females in the Workforce 0.271 0.116
Fishery Production by Capture 0.266 0.135
Females Satisfied with Free Choice -0.262 0.14
Mobile Phone Network -0.261 0.14
Female Health Literacy -0.226 0.172
Literacy Rate -0.227 0.176
Seafood Supply per Capita 0.221 0.182
CROSS NATIONAL COVERAGE OF COASTAL CONTAMINATION 34
Infant Mortality Rate 0.212 0.192
Fertility Rate 0.208 0.197
Road Network -0.205 0.199
Coal Production 0.262 0.218
Coastline KM -0.184 0.226
Fish Threatened -0.16 0.257
Population Under 14 0.157 0.26
Natural Gas Consumption -0.152 0.267
GDP -0.149 0.271
Male Life Expectancy -0.127 0.303
Freedom of the Press 0.112 0.324
Oil Consumption -0.101 0.34
Female Life Expectancy -0.089 0.359
Electricity Consumption 0.042 0.432
GINI -0.038 0.448
Electricity Production 0.027 0.456
Hospital Beds 0.013 0.478
Regression Analysis: Vulnerability Significant
CROSS NATIONAL COVERAGE OF COASTAL CONTAMINATION 35
A regression analysis identified specific variables influencing Media Vector scores,
revealing that indicators of coastal economic vulnerability, “Aquaculture Production in Tons”
and “International Fishery by Principal Export”, accounted for a combined 53.7% of the
variance, with “Aquaculture Production in Tons” carrying the greatest weight accounting for
42.8% of the variance. In addition, Number of Migrants accounted for 13.5% of the variance, for
a combined total of 67.2%. This analysis strongly confirmed the vulnerability hypothesis, as
“Aquaculture Production in Tons”, “International Fishery by Principal Export”, and Number of
Migrants are all indicators of vulnerability and contributed to the entire variance in the results.
While number of migrants was linked to less media emphasis on government responsibility in
combating coastal contamination, indicators of coastal economic vulnerability prevailed in the
regression analysis, confirming the notion that media reflect the interests of vulnerable
populations. Table 5 below illustrates the findings of the regression analysis.
Table 5.
Regression Analysis
Model R R Square
(cumulative)
R Square
Change
F
Change
Sig. F
Change
Aquaculture Production in Tons .655 .428 .428 5.996 .040
Aquaculture Production in Tons,
Number of Migrants
.751 .563 .135 2.163 .185
Aquaculture Production in Tons,
Number of Migrants, International
Fishery by Principal Export
.820 .672 .109 1.995 .208
Conclusions and Implications for Further Research
CROSS NATIONAL COVERAGE OF COASTAL CONTAMINATION 36
Coastal contamination is an international problem that will continue to grow as more
critical an issue with the inevitable impact of global warming on the world’s economy and
health. In accordance with its significance, ‘coastal contamination’ yielded many significant
results that stem from national demographics. Six major variables within our research were
confirmed significant, with indicators of vulnerability proving most significant followed by
violated buffer: aquaculture production in tons, female school life expectancy, physicians per
100,000, GDP per capita, number of migrants, and international fishery by principal export.
One of the most interesting aspects of our findings was the confirmation of the
vulnerability hypotheses, and most significantly the confirmation of the Coastal Economic
Vulnerability hypotheses. The Coastal Economic Vulnerability hypotheses, represented by
Aquaculture Production in Tons and International Fishery by Principal Export, carried the
greatest weight, accounting for a combined 53.7% of the variance, emphasizing government
responsibility in combating coastal contamination. The findings from the regression analysis
strongly link indicators of vulnerability to government responsibility in combating coastal
contamination. Since this was the first time that this section indicating Coastal Economic
Vulnerability was utilized in a community structure approach study, the significance of these
findings sets a precedent for future studies within the communication studies field.
Also contributing to the significance of the vulnerability hypothesis was the number of migrants
in a country, which accounted for 13.5% of the variance in the regression analysis. Interestingly,
contrary to Aquaculture Production in Tons and International Fishery by Principal Export,
migrants were linked to less government responsibility and more societal responsibility for
coastal contamination. Thus, while our results yielded vulnerability most significant, it is
important to note that both indicators of vulnerability went in two different directions.
CROSS NATIONAL COVERAGE OF COASTAL CONTAMINATION 37
However, as mentioned earlier, Coastal Economic Vulnerability was the undoubted winner in the
regression analysis, ultimately linking vulnerability indicators and cross-national coverage of
coastal contamination, emphasizing government responsibility in addressing the issue. The
confirmation of the vulnerability hypothesis remains consistent with previous research linking
vulnerability to more favorable media coverage of GMO usage (Peitz et al., 2015). Additionally,
related research finds links between vulnerability indicators and cross-national coverage of water
handling and child labor, both cases emphasizing government responsibility in addressing each
issue (Wissel, et. al., 2014; Kohn & Pollock, 2014).
Other major findings have a connection to “privilege”, and confirm the violated buffer
hypothesis, which associates privilege to relatively resistant and unfavorable coverage of issues
threatening a cherished way of life (Pollock, 2007). GDP per capita, physicians per 100,000, and
female school life expectancy are classic factors related to “privilege”. This ultimately suggests
that the more privileged the country, the more media emphasizes societal responsibility in
combating coastal contamination, which confirms the violated buffer hypotheses and is
consistent with Pollock and Kohn’s 2014 study finding that the higher a country’s GDP per
capita, the less media emphasis on government responsibility in regards to eliminating child
labor. Also, a study discovered that the higher a nation’s literacy rate, the more media coverage
favored societal responsibility in regards to water handling (Wissel et al., 2014). Similarly, a
study by Longo et. al 2015 links indicators of privilege to unfavorable coverage of Muslim
immigration (Longo et. al, 2015). Past research clearly links indicators of privilege to relatively
resistant coverage on privileged groups’ cherished ways of life, aligning with this study’s finding
that the more privileged a region, the less media emphasis on government responsibility in
combating coastal contamination.
CROSS NATIONAL COVERAGE OF COASTAL CONTAMINATION 38
By combining these two sections of our results, a possible narrative forms: countries who
are more privileged can afford to push toward societal responsibility, due to their economic
stature, and countries that rely on their production of aquaculture do not have this opportunity.
The overwhelming weight that aquaculture holds in these findings perfectly illustrates the battle
between those who rely on clean coasts for their livelihood and depend on government assistance
in this upkeep, as compared with those who are privileged enough to avoid living in consuming
fear of impending damage from coastal contamination to their main infrastructure and livelihood,
and thus may rely on societal responsibility in combating coastal contamination.
In regard to future research, studies can look closer at the relationship between coastal
vulnerabilities and the privilege of a country. Although 16 of the 19 countries posted Media
Vector scores that emphasized government responsibility regarding coastal contamination, it
may be interesting to see how many of these higher media vectors come from less privileged
countries. There is also an opportunity to do research regarding other forms of media. This paper
has touched upon the advantages of studying newspaper coverage, but with adequate resources,
it may be interesting to see if the patterns observed in this study translate into other forms of
news media. Although research on this topic is new to the field of communication studies,
coastal contamination should be a topic to investigate further. As the inevitable destruction of the
coasts continues through human neglect and overuse, communication studies must stay aware of
this threat and help advance the research of such as a crucial topic.
CROSS NATIONAL COVERAGE OF COASTAL CONTAMINATION 39
References
Alexandre, K., Sha, C., Pollock, J.C., Baier, K., & Johnson, J. (2014). Cross-national coverage of
human trafficking: A community structure approach. Atlantic Journal of Communication,
22 (¾), 160-174.
Central Intelligence Agency (CIA). (2011). The world factbook. Retrieved from
https://www.cia.gov/library/publications/the-world-factbook/
Demers, D., &Viswanath, K., (Eds.) (1999). Mass media, social control, and social change:A
macrosocial perspective. Ames, IA: Iowa State University Press.
English, C., O’Conner, B., Smith, K., & Pollock, J. C. (2012, November). Cross-national
newspaper coverage of revolution in Libya: A community structure approach. Paper
presented at the annual conference of the National Communication Association, Orlando,
FL
Entman, R. M. (1993). Framing: Toward clarification a fractured paradigm. Journal of
Communication, 43(4), pg. 52.
“Establish a National Coastal Management Commission”. (2013, June 10). News Agency.
(Accra, Ghana). n. pag. Retrieved Nov. 28, 2015, from NewsBank on-line database
(Access World News).
Etheridge, J., Zinck, K., Pollock, J.C., Santiago, C., Halicki, K., &Badalamenti, A.
(2014). Cross-national coverage of HIV/AIDS: A community structure approach.
AtlanticJournal of Communication, 22 (3/4), 175-192.
Gauquie, J., Devriese, Lisa.,Robbens, J., Witte, B,. (2015). A qualitative screen and quantitative
measurement of organic contaminants on different types of marine plastic debris.
Chemospher, 138, 348-356.
CROSS NATIONAL COVERAGE OF COASTAL CONTAMINATION 40
Giroult, E. (1995). In Nicolaou M., Andradakis A. (Eds.) Public health significance of coastal
and sea pollution.Water Science and Technology. 32 (9/10), 11-16. Retrieved from
http://search.proquest.com/docview/17063812?accountid=10216.
“Greenpeace started tracking spill damage”. (2010, August 11). El Universal. (Mexico City,
Federal District, Mexico). n. pag.Retrieved Nov. 28, 2015, from NewsBank on-line
database (Access World News).
"Guimaras Oil Spill." (2006, Sept. 9). Guimaras. Web. 05 Oct. 2015.
“Gulf shrimp likely to go up in price”. (2010, June 16). The Toronto Star. (Ontario, Canada). n.
pag. Retrieved Nov. 30, 2015 from NewsBank on-line database (Access World News).
Hindman, D.B. (1999). Social control, social change and local mass media. In D. Demers and K.
Viswanath (Eds.), Mass media, social control, and social change: A macrosocial
perspective (pp.99-116). Ames: Iowa State University Press.
Jing-Jing, G., Huan, L, Jin-Pin, L., &Yi, Y. (2015). Nutrients and contaminants in tissues of five
fish species obtained from Shanghai markets: Risk-benefit evaluation from human health
perspectives. Science of The Total Environment. 536(1), 933-945.
Kohn, J.G., & Pollock, J.C. (2014, July). Cross-national coverage of child labor: A community
structure approach. Atlantic Journal of Communication, 22(3/4), 211-228.
Longo, L., Agresti, S., Bjellquist, J., & Van Heest, S. (2015, July). Comparing cross-national
coverage of Muslim immigration: A community structure approach. Paper presented at
the annual conference of the International Association for Mass Communication
Research, Montreal.
Mataa, N. (2005). The Coastal Highway, Visual Communication. 4(2). 172-178
CROSS NATIONAL COVERAGE OF COASTAL CONTAMINATION 41
McLeod, D.M., &Hertog, J.K. (1992). The manufacture of public opinion by reporters:
Informal cues for public perceptions of protest groups. Discourse and Society, 3, 259–
275.
McLeod, D.M., &Hertog, J.K. (1999). Social control, social change and the mass media’s role in
the regulation of protest groups. In D. Demers & K. Viswanath (Eds.), Mass media,
social control, and social change: A macrosocial perspective (pp. 305-331). Ames: Iowa
State University Press.
National Centers for Coastal Ocean Science (2015). Coastal pollution. NCCOS, Science Serving
Coastal Communities. Retrieved from http://coastalscience.noaa.gov/research/pollution/
National Oceanic and Atmospheric Administration (NOAA). (2015). Monitoring and
understanding the ocean. Retrieved September 7, 2015, from
http://www.noaa.gov/ocean.html.
Olien, C. N., Donohue, G. A., &Tichenor, P. J. (1995). Conflict, consensus and public opinion.
In T. L. Glasser& C. T. Salmon (Eds.), Public opinion and the communication of consent
(pp. 301-322). New York: The Guildford Press.
Park, R. (1922). The immigrant press and its control. New York, NY: Harcourt.
Peitz, K., Pollock, J.C., Watson, E., Esposito, C., Nichilo, P., & Etheridge, J. (2015, April).
Comparing coverage of Genetically Modified Organisms: A cross-national community
structure approach. Paper presented at the DCHC (Health Communication) Conference,
George Mason U., Alexandra, Virginia. Pollock, J.C. (Ed.). (2015). Journalism and
human rights: How demographics drive media
coverage. NY: Routledge
Pollock, J.C., Gratale, S., Teta, K., Bauer, K., & Hoekstra, E. (2014, September).
CROSS NATIONAL COVERAGE OF COASTAL CONTAMINATION 42
Nationwide newspaper coverage of immigration reform: A community structure
approach. Atlantic Journal of Communication, 22 (3/4), 259 - 274.
Pollock, J.C. (Ed.). (2013a). Media and social inequality: Innovations in community structure
research. NY: Routledge.
Pollock, J.C., (2007). Titled Mirrors: Media alignment with political and social change- A
community structure approach. Cresskill, NJ: Hampton Press.
Pollock, J. C., Reda, E., Bosland, A., Hindi, M., & Zhu, D. (2010, June). Cross-national
coverage of climate change: A community structure approach. Paper presented at the
annual conference of the International Communication Association, Singapore.
Pollock, J. C., & Robinson, J. L. (1977). Reporting rights conflicts. Society, 13(1), 44-47.
Pollock, J. C., Robinson, J. L., & Murray, M. C. (1978). Media agendas and human rights: The
Supreme court decision on abortion. Journalism Quarterly, 53(3), 545-548, 561.
Pollock, J. C., & Whitney, L. (1997, Fall). Newspapers and racial/ethnic conflict: Comparing
city demographics and nationwide reporting on the Crown Heights (Brooklyn, NY)
incidents. Atlantic Journal of Communication, 5(2), 127-149.
Population Reference Bureau. (2015). Ripple effects: Population and coastal regions. Retrieved
September 27, 2015, from
http://www.prb.org/Publications/Reports/2003/RippleEffectsPopulationandCoastalRegio
ns.aspx.
“A profitable moment”. (2010, June 18). Daily News Egypt. (Cairo, Egypt). n. pag. Retrieved
Nov. 28, 2015, from NewsBank on-line database (Access World News).
CROSS NATIONAL COVERAGE OF COASTAL CONTAMINATION 43
Sanchez-Avila, J., Tauler, R., &Lacorte, S. (2012). Organic micropollutants in coastal waters
from NW Mediterranean Sea: Sources distribution and potential risk. Environment
International, 46, 50-62.
“State verifies impact of oil spill on soil, water”. (2015, June 9). The Statesman. (India). n. pag.
Retrieved Nov. 30, 2015, from NewsBank on-line database (Access World News).
Task Force on Gender and Water. (2006). Gender, water and sanitation: A policy brief.
Retrieved from UN-Water website: www.unwater.org/downloads/unwpolbrief230606.
Tichenor, P.J., Donohue, G., &Olien, C. (1973). Mass communication research: Evolution of a
structural model. Journalism Quarterly, 50, 419-425.
Tichenor, P.J., Donohue, G., &Olien, C. (1980). Community conflict and the press. Beverly
Hills: Sage Publications.
United Nations Statistics Division. (2011). UNSD statistical databases. Retrieved from
UnitedNations Statistics Division website: http://unstats.un.org/unsd/databases.htm
Visbeck, M., Kronfeld-Goharani, U., Neumann, B., Rickels, W., Schmidt, J., van Doorn, E.,
Proelss, A. (2014). A sustainable development goal for the ocean and coasts: Global
ocean challenges benefit from regional initiatives supporting globally coordinated
solutions. Marine Policy, 49, 87-89.
Wickman, C. (2014). Rhetorical framing in corporate press releases: The case of British
Petroleum and the gulf oil spill. Environmental Communication, 8(1), 3-20.
Wissel, D., Ward, K., Pollock, J. C., Hipper, A., Klein, L., &Gratale, S. (2014). Cross-national
coverage of water handling: A community structure approach. Atlantic Journal of
CROSS NATIONAL COVERAGE OF COASTAL CONTAMINATION 44
Communication, 22(3/4), 193-210.
“Wonderful ‘wet’ assets of Johor”. (2008, March 2). The New Straight Times. (Kuala Lumpur,
Malaysia) n. pag. Retrieved Nov. 29, 2015, from NewsBank on-line database (Access
World News).
Zhu, S., He, C., & Liu, Y. (2014). Going green or going away: Environmental regulation,
economic geography and firms’ strategies in china’s pollution- intensive industries.
Geoforum, 55, 53-65.