the intersection of research and trending topics in i/o...initial research on mobile testing focused...
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September 13, 2016
The Intersection of Research and Trending
Topics in I/O
Presentation to the Minnesota Professionals for Psychology Applied to Work
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?
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• Review of trending topics in I/O
• Research overview on dominant trending I/O topics
• Additional resources and ways to stay connected to I/O
research
• Recap, takeaways, and discussion
Overview
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1. Leveraging and maximizing big data and
applying correct analytics
2. Technology changing the way work is
done
3. Managing virtual teams
4. Changing nature of performance
management and development
5. Employee engagement
6. Increased focus on health and well-being
in the workplace
7. Increased focus on business agility and
flexibility in work
8. Work-life balance across generations
9. Building healthy, diverse workforces
10. Using social media for employment
decisions
1. Mobile assessment
2. Continued use of HR analytics and big data
3. Integration of work and nonwork life
4. Implication of technology for how work is
performed
5. Organizations doing more with less
6. Increased need to manage multi-generation
workforce
7. Emphasis on recruiting, selecting for, and
retaining potential
8. Changing face of diversity initiatives
9. Growth of CSR programs
10. Legal changes affecting employment
decisions
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• Mobile assessment
• Use of social media for employment-related decision making
• Assessing for potential
• Performance management reform
The State of Trending Topics
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Mobile-enabled assessments are increasingly an expectation of pre-
employment test consumers (Kantrowitz, 2014)
Research on measurement equivalence and test taker perceptions is
growing
− Score equivalence for non-cognitive assessment (Morelli et al.)
− Mixed results for cognitive assessment
− Test taker reactions tend to favor PC-based
assessment (King et al., 2015)
− Mobile first design important innovation for future of
employment testing
The State of Mobile Assessment: An Overview
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− Pre-employment testing increasingly characterized as unproctored internet
testing (UIT; Beaty et al., 2009; Tippins, 2009)
Tests available anytime, anywhere with immediate score reporting and data availability
Multiple benefits to organizations: reduced cost, decreased time-to-fill
Challenges include test security, potential for cheating
− Research on UIT (eventually) caught up to its use in practice
Minimal score differences
Validity on par with proctored (Beaty et al., 2011)
− Ubiquity of mobile technology has brought about a new era of assessment
Employers want to meet candidates where they are: the candidate-driven market
(Sullivan, 2014)
Mobile revolution as an extension to UIT
− The evolution of assessment provides a blueprint for evaluating viability of
mobile internet assessment (MIT)
Score equivalence research
Tracing the Evolution of UIT to MIT
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Initial research on mobile testing focused on comparing mean scores
from the same tests administered on mobile devices and computers
(e.g., Arthur et al., 2014)
− In general, research indicates that non-cognitive assessments show little
evidence of score degradation for tests completed on mobile devices
(Illingworth et al., 2014)
Subsequent research has investigated differential item functioning
and structural equivalence (King et al., 2015)
Less research has been done on cognitive assessment and the
research that exists has not produced consistent results
− Morelli et al. (2014) and Parker & Meade (2015): cognitive tests were
equivalent across device type
− Impelman (2013) and King et al.(2015): lack of equivalence or mean
differences (favoring PC) for cognitive measures
PC-to-mobile equivalence research
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What are candidates’ perceptions of fairness, opportunity to perform,
and likelihood of opting to complete an assessment on a mobile device
given the opportunity?
− Kinney, Lawrence, & Change (2014), Gutierrez & Meyer (2014): No meaningful
differences in perceived fairness across device type on biodata, SJT and personality
assessments
− Other research has pointed to the opposite conclusion
King et al. (2015): candidates found it easier and felt they were given a better chance
to perform when completing assessments on a PC as opposed to a mobile device
Fursman & Tuzinski (2015): reported a strong preference by applicants to complete
assessments on a PC rather than a mobile device
Gutierrez & Meyer (2013): tests were perceived to be more difficult on a mobile
device
Landers et al., (2014): significant differences for impressions of test experience
between mobile and computer devices, with more positive reactions for PC
administration
Mixed Findings on Candidate Perceptions of Mobile
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Even with demonstrated equivalence, tests will require mobile-centric
design principles in order to present an optimal test taking experience
− Early mobile assessments attempted to replicate computer based designs
on smaller screens
− Current momentum is pointing to strategies to redesign test questions that
make better use of mobile screen real estate, use alternate item types
outside of multiple choice questions, and allow for alternate ways of
inputting responses (e.g., swiping)
Innovations in Assessment: Designing for Mobile First
Delivery
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Organization with vital need to allow for mobile testing in Philippines
− Few have access to an internet enabled desktop or laptop within the home
− Missing out on 90% of candidate pool; few could complete PC-based screening assessment
− A vast majority have mobile devices with internet accessibility
Conducted a study (N = 159) to examine the psychometric ramifications of
offering the assessments on mobile devices
− 2-stage study: incumbents completed multiple assessments (biodata, personality) twice (once on PC
and once on Mobile device) separated by three weeks time
No meaningful differences on assessment scores between the mobile and non-
mobile groups
− No statistically or practically significant DIF on any items across the three assessments
− Incumbents did not find it difficult to complete any version of the three tests studied
− More incumbents did indicate they would prefer to take pre-employment tests on a PC (desktop or
laptop) than on a mobile device
Provided empirical support for offering historically PC delivered assessments on
mobile devices
Case Study on Mobile Assessment
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Increasing the accessibility of pre-employment tests brings a number
of benefits to organizations and candidates, but presents a number of
potential challenges, including increased exposure of tests, more
diversity in test taking environments, and potential changes to the
quality of the test taking experience.
Does mobile assessment present more opportunities for cheating?
Discussion
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• Mobile assessment
• Use of social media for employment-related decision making
• Assessing for potential
• Performance management reform
The State of Trending Topics
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Cybervetting becoming the norm (Career Builder, 2015)
− Consideration of all possible information available from the internet,
including perusal of SM sites but also uncovering other information that
may be available from a complete internet search
− 52% of employers use social media before making a hiring offer
− Goal is to understand applicant’s “true self” (Berkelaar, 2014)
− Some research challenges its relevance/usefulness
Research in its infancy
− Personality correlates of SM most mature research stream
Using Social Media (SM) Data to Make Employment
Decisions: Does Research Support the Practice?
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Social media: digital platforms that facilitate information sharing, user-
created content, and collaboration across people (Elefant, 2011)
− Facebook: 1.6B users (Jan 2016)
Dominant content: news updates, photos, videos
− LinkedIn: 414M users (Jan 2016)
Benefit: Information is standardized
Zide et al. (2014): recruiters were most likely to search LinkedIn profiles for
employment history, education, years of experience, and “how the applicant
presents him or herself on the site”
− Twitter: 305M users (Jan 2016)
van Zoonen et al. (2016) analyzed tweets from 452 employees and found that
36.5% of all tweets had work-related content; professionals in their study shared
professional and organizational-related knowledge and was used to bridge
personal life and work boundaries
What Social Media Is Used and How Is It Used?
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Social media: Significant investment for limited value?
Kantrowitz, 2014 Global Assessment Trends Report
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What SM information is used for hiring?
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Hypothesis: behavioral tendencies likely to relate to online behavior;
direction and magnitude unknown
− High conscientiousness positively or negatively related to frequent
checking/updating of SM information?
− Kluemper and Rosen (2009): using social media for selection
Modest correlations (~.30 to .50) between raters’ perceptions of personality judged
from Facebook profiles and scores based on self-report assessment
− Replication: Back et al (2010), Marcus et al. (2006), Vazire and Gosling
(2004): modest correlations between self-reported personality and personality
judged from Facebook profiles or personal website
SM data more accurate/predictive than others’ perceptions? Through
the lens of mechanical vs. clinical prediction…
− When machine-learning algorithms are used to mine social media data they tend
to outperform human inferences of personality in accuracy because they can
process much bigger range of behavioral signals (Youyou, Kosinski, and Stillwell,
2015)
Research Focus: Correlates of Personality and SM
Behavior
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Candidates seem to expect that their digital lives will be examined for
hiring purposes (El Ouirdi, Segers, El Ouirdi, & Pais, 2015)
− Nearly 70% of respondents agreed that employers have the right to check
their social networking profile when evaluating them (Vicknair, Elkersh,
Yancey, & Budden, 2010)
Candidates may find cyber-vetting unfair (Madera, 2012)
Candidate Perceptions of SM Data for Decision Making
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McFarland and Ployhart (2015): framework of factors that distinguish
SM from F2F interaction and digital communication (email, text)
− Research established in one context may not apply to SM
− SM is a relatively unexamined type of context that may affect behavior,
cognition
− Helpful framework for organizing the meaning of SM data and using it for
theory building and testing
What is the Meaning of SM Data?
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Model of Contextual Factors: Factors that distinguish SM
from digital and physical contexts
How we behave and
engage with others
may differ across
contexts; social
media as “extreme
form of
psychosocial
context”
McFarland and Ployhart (2015)
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Kluemper and Rosen (2009): perceptions of SM profiles were useful
in distinguishing high and low performers although their sample relied
on only six ratees
Kluemper et al. (2012): significant correlations for personality
assessed via Facebook profiles (by strangers) and job performance
criteria
Van Iddekinge, Lanivich, Roth, and Junco (in press): recruiter ratings
of Facebook pages were unrelated to job performance scores or
turnover
− Even worse, there was adverse impact across protected classes in
recruiter ratings
The Validity of SM: Mixed Findings
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Preponderance of job irrelevant information
− Hard to parse the job relevant information from irrelevant; can’t “unsee”
information
− Role of implicit biases
− Media-rich information can give rise to biases
Berkelaar & Buzzanell, 2015: 90% of hiring managers used photos to evaluate
candidates
SM data not entirely under individual’s control
Guidelines to govern formal social media searches hard to follow and enforce
As SM data gets used for employment decision making, usefulness may
wane
Possible negative candidate perceptions of SM data for hiring
Possible Perils of SM Data for Selection
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Behavior on SM sites is indicative of personality, at least to some
degree
Criterion-related validity of ratings based on SM data mixed; more
research needed
− “Most people spend a great deal of time curating their online personae,
which are burnished by the same degree of impression management and
social desirability as their resumes” (e.g., Back et al., 2010)
− Employers and recruiters are right to regard it as a rich source of
information about candidates’ talent – if they can get past the noise and
make accurate inferences
Is SM less susceptible to impression management and faking
compared to self-report personality assessments?
Does SM add unique value in the selection process?
Take Aways and Discussion
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• Mobile assessment
• Use of social media for employment-related decision making
• Assessing for potential
• Performance management reform
The State of Trending Topics
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− Defining HiPo – HiPo for what?
Campbell and Smith (2014): High potential is “an employee who is assessed as
having the ability, organizational commitment, and motivation to rise to and
succeed in more senior positions in the organization” (p. 5)
− HiPo identification – How to accurately and effectively identify potential?
Should HiPos be told they are high potential?
− HiPo development – How to develop potential when the future is unknown?
− HiPo engagement – How to retain talent?
− HiPo evaluation – How to evaluate outcomes?
Many Questions Related to Understanding High
Potential
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Current Performance Does Not Equal Potential
Only 15% of High Performers
Are High-Potential
High-Potentials
High
Performers
46% of Leaders Lack a
Systematic Process for
Identifying HIPOs
Systematic
Process
HIPO
Identification
2
1
Source: 1. CEB The Disengaged Star: Four Imperatives to Reengage High-Potential Employees,
2. Edwards, S. (2012) Maintaining the Delicate Balance When Developing High- Potential
Programs. T+D Magazine.
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Current Challenges of Managing High-Potential
Programs
HIPO Program Manager Perspectives
of HIPO programs fail to drive
development follow-through so
HIPOs reach their potential
“When our HIPOs come back from the formal training
program, they don’t seem to succeed in converting their
learning into improved behaviors in their daily activities”
“I have to show the management team a return on
investment with my HIPO programs or risk losing my budget
and future learning development opportunities”
73% of HIPOs programs
show neither business
outcome nor ROI
HIPO Program Challenges
15%
95%
73%
Only 15% of High Performers
are likely to be High Potential
“I struggle to identify who the true high-potential employees in
the business are. I know managers often get it wrong.”
Source: 1. CEB (2010) The Disengaged Star: Four Imperatives to Reengage High-Potential
Employees
2. CEB Succession Strategies for the New Work Environment
3. CEB (2012) HIPO Program Operations and Outcomes Survey
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− Hagemann and Mattone (2011) survey of 81 organizations
60% had formal high-potential identification processes in place
Methods of HiPo identification: opinion of senior executives (59%), performance
appraisals (51%), formal talent review process (42%)
− AMA Survey (2013), N = 453
54% of companies use specific program criteria for HiPo selection, an increase
from 41% in 2011
Only 12% of companies invite all employees to apply
Use of assessment methods in HiPo programs
Campbell and Smith (2014): 56% of attendees at CCL leadership programs
indicated that their organizations had a formal process in place for identifying
talent
Ready, Conger, and Hill (2010): 91% of companies purposefully identified high-
potentials as part of their process
Silzer and Church (2010): 100% of their sample of 20 well-known organizations
had high-potential identification models in place
Benchmarking Research on Formality of HiPo
Identification Processes
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A renewed focus on HiPo and senior leadership assessment (Church
and Rotolo, 2013)
− Previously, it was challenging to use assessment for these purposes
Leaders at senior levels felt that assessments are beneath them; organizations
value experience over competence; and politics trump precision (Stamoulis, 2009).
Advantages of MTMM approach
− Take a criterion-centric approach to determining competencies that identify
high-potential
− Start with identification of work-relevant competencies and performance
outcomes
Surveyed 84 leaders of large TM programs
− 70% use assessments for some purpose, predominantly senior executive
and HiPo
− Primary use is for development vs. decision making
Methods of HiPo Identification
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What Assessments are Used? Church and Rotolo (2013)
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Identification as a HiPo carries a set of performance expectations that
can influence how an individual sees him/herself
High-potential is a very strong context for studying leader identity
− Early research looked achievement of performance by individuals identified
as having potential – attributed to Pygmalion effect
− Labeling individuals as HiPo increased felt pressure to perform
(Baumeister, 1984)
Research on Whether to Disclose HiPo Status
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N = 203 HiPos and nonHiPos surveyed
Gelens et al. (2014) HRM Journal
Perceptions of distributive justice were higher
for employees identified as HiPo; distributive
justice fully mediated relationship between EE
identification and level of job satisfaction
Procedural justice moderated relationship
between perceived distributive justice and work
effort
The effect of distributive justice on
effort depended on the level of
procedural justice;
Work effort higher when distributive
and procedural justice perceptions
are higher
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Explores whether HiPo designation and associated
benefits/pressures impact leadership identity (the way in which
individuals think about and execute leadership roles)
Interviews with 77 leaders in Singapore on HiPo track and
those not
HiPos and nonHiPos do not view themselves differently as
leaders
− Differences reflect different leader identities
HiPos tend to conceive of their leadership at the collective level, aimed at
benefitting the organization
− High performance helps them meet prototype of HiPo and benefits the organization
− nonHiPos enact their leadership at a more relational level, emphasizing the
need to benefit others in their local relationships (e.g., staff/followers)
− NonHiPos engage more in relational leadership, such as developing their team
Myers (2013) Academy of Management Proceedings
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Ironic finding
− Endorsing individuals as “future leaders” can lead them to engage
in behaviors that are more performance oriented to the detriment of
more developmentally oriented behaviors that are necessary for
development
Be wary of endorsement and the expectations it communicates
Would you consider not disclosing HiPo status in your organization?
Implications and discussion
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• Mobile assessment
• Use of social media for employment-related decision making
• Assessing for potential
• Performance management reform
The State of Trending Topics
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When declining budgets are juxtaposed against aggressive growth
strategies, companies must maximize employee performance
− Managers must allocate resources against activities that maximize firm
performance
− Performance management process must drive and support employee and
firm performance
What factors contribute to a high performance environment – leadership,
recognition, development?
A Premium on Performance Management
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Performance management viewed as broken and burdensome
(Pulakos, Hanson, Arad, & Moye, 2015)
− Adobe eliminated PM process
− Cargill dropped ratings
− Microsoft eliminated forced rank ratings
− Processes perceived as disconnected from day-to-day work and behavior
Among managers, 95% are dissatisfied with their PM systems
Among employees, 59% feel PM reviews are not worth the time invested; 56%
said they do not receive feedback on what to improve
Almost 90% of human resources (HR) heads report that their PM systems do not
yield accurate information
PM “reform” has shifted from formal processes to everyday behaviors
− Focused on experiential, on-the-job learning
More effective than classroom learning
Background on Performance Management Reform
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Lack of rating differentiation between employees
Questionable efficacy of cascading goals concept
Long time horizon of SMART goals
Research that Prompted PM Reform
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Traditional PM vs. Reformed PM
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Reactions may be better indicators of long-term viability than
psychometric indices (Culbertson et al., 2013)
− Employee acceptance of and satisfaction with performance systems
essential for effectiveness
If employees aren’t bought in, it won’t be used to the fullest extent possible
− Perceptions of feedback direction depends on the individual: studied joint
influence of feedback characteristics (positive/negative) and individual
differences (goal orientation)
Hypothesized that LGO value feedback regardless of direction; PGO less likely to
value feedback
Relationship between feedback sign and reactions moderated by the types of
goals adopted in achievement situations
− N = 234 completed a survey 3 months following performance appraisal
Negative feedback related to negative reactions of performance system for ALL
goal orientation
Employee Reactions to Performance Management as
“forgotten” criteria
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CEB Corporate Leadership Council research (2002)
− Several PM behaviors relate to higher levels of engagement and
performance
Setting clear expectations
Providing regular and informal feedback
Helping employees develop and succeed
See Google’s Project Oxygen (Bryant, 2011) and 8 habits of effective
managers
10,000 observations of manager behaviors
8 things managers do that make them great (e.g., coach, empower, be interested
in employee well-being)
Teams performed better, stay longer, and had better attitudes
Does reformed PM lead to better outcomes?
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The Importance of Performance Conversations
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Individuals who are learning oriented, open to criticism, and have access to
feedback and support are particularly proficient at learning leadership by
experience
− Multiple challenges to experiential-based leadership development – experiences are
ambiguous, there are multiple stakeholders and inputs
− Reflection a critical component of overcoming these challenges
After-event reviews (AERs) – systematic analysis of behavior and evaluation of potential for
performance contribution - allow people to get the most of out experiential learning
Elements of AER: self explanation, data verification, recommendations for behavior change
− Quasi experimental cohort design with N = 173 first year MBA students
Control group = first year MBAs; experimental group = first year MBAs who entered program 2 years
following control group (no overlap)
Examined differences in 4 developmental experiences (e.g., case competition)
Both groups assigned to trained facilitators
− Control group; unstructured discussion
− Exp group: AER discussion
• AER had positive effect on leadership development
• Same effect not observed for control group
The Effect of Reviews on Experiential Leadership
Development (DeRue et al., 2012)
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What research would compel senior leaders to re-
consider traditional PM?
Discussion
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http://www.siop.org/WhitePapers/
− Work-Life Balance
− Telecommuting
− Achieving Well-being in Retirement
− Humanitarian Work Psychology
− Diversity
Table of contents alerts
− notify.apa.org
− http://onlinelibrary.wiley.com/journal/10.1111/(ISSN)1744-
6570/homepage/sign-up_for_content_alerts.htm
Additional Resources
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Mobile assessment: Evidence of equivalence for non-
cognitive assessment; mixed findings for cognitive
assessment and test taker preferences for assessment
delivery
Social media for employment decisions: SM context is
different from that studied in previous research
Assessing for potential: Be wary of endorsement and the
expectations it communicates
Performance management reform: Experiential learning
and focus on reflection can facilitate true performance
improvement; performance management not about
“dropping” ratings
Top Takeaways
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Questions/Discussion
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Thank You
Tracy Kantrowitz
Research Director
+1 678.832.0569
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Record number of submissions
Sign up here – takes 2 minutes
http://my.siop.org/Meetings/Reviewer-Signup
Receive papers to review early October; reviews due 3 weeks later
No more than 5 papers to review
My Plug: Sign up to review for the SIOP conference!
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Mobile assessment:
Arthur, W., Jr., Doverspike, D., Munoz, G.J., Taylor, J.E., & Carr, A.E. (2014). The use of mobile devices in high-stakes remotely delivered
assessments and testing. International Journal of Selection and Assessment, 22, 113-123.
Beaty, J.C., Dawson, C.R., Fallaw, S.S., & Kantrowitz, T.M. (2009). Recovering the scientist-practitioner model: How IOs should respond to
UIT. Industrial and Organizational Psychology: Perspectives on Science and Practice, 2, 58-63.
Beaty, J.C., Nye, C., Borneman, M., Kantrowitz. T.M., Drasgow, F., & Grauer, E. (2011). Proctored versus unproctored internet tests: Are
unproctored tests as predictive of job performance? International Journal of Selection and Assessment, 19, 1-10.
Fursman, P. M., & Tuzinski, K. A. (2015, April). Reactions to Mobile Testing From the Perspective of Job Applicants. Paper to be presented at
the 30th annual conference of the Society for Industrial and Organizational Psychology, Philadelphia, PA.
Gartner (2015). http://www.gartner.com/newsroom/id/3088221 Retrieved on December 20, 2015.
Gutierrez, S. L. & Meyer, J. M. (2014). The Mobile Revolution: Measurement Equivalence and Mobile Device Administration. In T. Kantrowitz &
C. M. Reddock (Chairs), Shaping the future of mobile assessment: Research and practice update. Symposium presented at the 29th Annual
Conference of the Society for Industrial and Organizational Psychology, Honolulu, HI.
Illingworth, J., Morelli, N., Scott, S., & Boyd. S. (2014). Internet-based, unproctored assessments on mobile and non-mobile devices: Usage,
measurement equivalence, and outcomes. Journal of Business and Psychology, 30, 25-34.
Impelman, K.(2013). Mobile Assessment: Who’s doing it and how it impacts selection. In N. Morelli (Chair), Mobile Devices in Talent
Assessment: Where are we now? Symposium presented at the 28th Annual Conference of the Society of Industrial and Organizational
Psychology, Houston, TX.
Kantrowitz, T.M. (2014). Global assessment trends report. Technical Report. SHL, Alpharetta, GA.
King, D., Ryan, A.M., Kantrowitz, T.M., Grelle, D., & Dainis, A. (2015). Mobile internet testing: An analysis of equivalence, individual
differences, and reactions. International Journal of Selection and Assessment, 23, 382-394.
Kinney, T.B., Lawrence, A., & Change, L.(2014). Understanding the mobile experience. Data across device and industry. In T. Kantrowitz & C.
M. Reddock (Chairs), Shaping the future of mobile assessment: Research and practice update. Symposium presented at the 29th Annual
Conference of the Society for Industrial and Organizational Psychology, Honolulu, HI
Milanesi, C. (2015). http://www.kantarworldpanel.com/global/News/US-Smartwatch-Market-Not-Ready-for-Prime-Time-Yet
Morelli, N.A, Mahan, R.P., & Illingworth, A.J. (2014). Establishing the measurement equivalence of online selection assessments delivered on
mobile versus non mobile devices, International Journal of Selection and Assessment, 22, 124-138.
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Parker, B. N. & Meade, A. (2015) Smartphones in Selection: Exploring Measurement Invariance Using Item Response Theory. In N. Morelli
(Chair), Mobile Devices in Talent Assessment: The Next Chapter. Symposium presented at the 30th Annual Conference of the Society for
Industrial and Organizational Psychology, Philadelphia, PA.
Sullivan, J. (2014). The power has shifted to the candidate, so current recruiting practices will stop working. Retrieved from
http://www.eremedia.com/ere/the-power-has-shifted-to-the-candidate-so-current-recruiting-practices-will-stop-working/.
Tippins, N.T. (2009). Internet alternatives to traditional proctored testing: Where are we now? Industrial and Organizational Psychology:
Perspectives on Science and Practice, 2, 2-10.
Social Media for Employment:
Back, M. D., Stopfer, J. M., Vazire, S., Gaddis, S., Schmukle, S. C., Egloff, B., & Gosling, S. D. (2010). Facebook profiles reflect actual
personality, not self-idealization. Psychological Science, 21, 372-374.
Berkelaar, B. L., & Buzzanell, P. M. (2015). Online Employment Screening and Digital Career Capital Exploring Employers’ Use of Online
Information for Personnel Selection. Management Communication Quarterly, 29, 84-113.
CareerBuilder (2015). 35 percent of employers less likely to interview applicants they can’t find online. Retrieved on January 6, 2016 from
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Elefant, C. (2011). The “power” of social media: Legal issues and best practices for utilities engaging social media. Energy Law Journal, 32,
1-56.
Elefant, C. (2011). The “power” of social media: Legal issues and best practices for utilities engaging social media. Energy Law Journal, 32,
1-56.
El Ouirdi, M., Segers, J., El Ouirdi, A., & Pais, I. (2015). Predictors of job seekers’ self-disclosure on social media. Computers in Human
Behavior, 53, 1-12.
Kantrowitz, T.M. (2014). Global assessment trends report. Technical Report. SHL, Alpharetta, GA.
Kluemper, D. H., & Rosen, P. A. (2009). Future employment selection methods: evaluating social networking web sites. Journal of Managerial
Psychology, 24, 567–580.
Kluemper, D. H., Rosen, P.A., & Mossholder, P.W. (2012). Social networking websites, personality ratings, and the organizational context:
More than meets the eye? Journal of Applied Social Psychology, 42, 1143-1172.
McFarland, L. and Ployhart, R. (2015). Social media: A contextual framework to guide research and practice. Journal of Applied Psychology,
100, 1653-1677.
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Pelling, E.L., & White, K.M. (2009). The theory of planned behavior applied to young people’s use of social networking websites.
Cyberpsychology and Behavior, 12, 755-759.
Van Iddekinge, C.H., Lanivich, S. E., Roth, P. L., and Junco, E. (in press). Social media for selection: Validity and adverse impact potential for
a Facebook-based assessment. Journal of Management.
van Zoonen, W., Verhoeven, J. W., & Vliegenthart, R. (2016). How employees use Twitter to talk about work: A typology of work-related
tweets. Computers in Human Behavior, 55, 329-339.
Vazire, S., & Gosling, S. D. (2004). e-Perceptions: personality impressions based on personal websites. Journal of Personality and Social
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Youyou, W., Kosinski, M., & Stillwell, D. (2015). Computer-based personality judgments are more accurate than those made by humans.
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Zide, J., Elman, B., & Shahani-Denning, C. (2014). LinkedIn and recruitment: how profiles differ across occupations. Employee Relations, 36,
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Assessing for potential:
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Association Enterprise. New York, NY: American Management Association. Retrieved from www.amaenterprise.org
Campbell, M., & Smith, R. (2014). High-potential talent: A view from inside the leadership pipeline. Greensboro, NC: Center for Creative
Leadership.
CEB (2010). The Disengaged Star: Four Imperatives to Reengage High-Potential Employees. Arlington, VA.
Edwards, S. (2012) Maintaining the Delicate Balance When Developing High- Potential Programs. T+D Magazine.
CEB (2013). Succession Strategies for the New Work Environment. Arlington, VA.
CEB (2012) HIPO Program Operations and Outcomes Survey. Arlington, VA.
Church, A.H., & Rotolo, C. T. (2013). How are top companies assessing their high-potentials and senior executives? A talent management
benchmark study. Consulting Psychology Journal: Research and Practice, 65, 199-223.
Gelens, J., Hofman, J., Dries, N., Pepermans, R. (2014). Talent management and organisational justice: employee reactions to high potential
identification. Human Resources Management Journal, 24, 159-175.
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Hagemann, B., & Mattone, J. (2011). 2011/2012 trends in executive development: A benchmark report. Oklahoma City, OK: Executive
Development Associates (EDA) Inc. and Pearson Education
Myers, C.G. (2013). Tell me who you want me to be: The role of collective endorsements in leader identity development. Academy of
Management Proceedings, 2013(1).
Ready, D. A., Conger, J. A., & Hill, L. A. (2010). Are you a high-potential? Harvard Business Review, 88, 78 –84.
Silzer, R.F., & Church, A.H. (2010). Identifying and assessing high-potential talent: Current organizational practices. In R. Silver and B. Dowell
(Eds) Strategy-driven talent management: A leadership imperative. San Francisco, CA: Jossey Bass.
Stamoulis, D. (2009). Senior executive assessment: A key to responsible corporate governance. Chichester, West Sussex, United Kingdom:
Wiley, Ltd. doi:10.1002/9781444310276
PM Reform:
Bryant, A. (2011). Google’s quest to build a better boss. New York Times. Retrieved from
http://www.nytimes.com/2011/03/13/business/13hire.html?_r=0
Culbertson, S. S., Henning, J. B., & Payne, S. C. (2013). Performance appraisal satisfaction: The role of feedback and goal orientation. Journal
of Personnel Psychology, 12, 189-195.
CEB Corporate Leadership Council (2002). Building the high performance workforce: A quantitative analysis of the effectiveness of
performance management strategies. Arlington, VA
DeRue, D.S., Nahrgang, J.D., Hollenbeck. J.R., & Workman, K. (2012). A quasi-experimental study of after-event reviews and leadership
development. Journal of Applied Psychology, 97, 997-1015
Pulakos, E.D., Mueller-Hanson, R.A., Arad, S., & Moye, N. (2015). Performance management can be fixed: An on-the-job experiential learning
approach for complex behavior change. Industrial and Organizational Psychology: Perspectives on Science and Practice, 8, 51-76.