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Articles 31 - 60 of 181
Full-Text Articles in Other Psychology
Interventions To Improve The Candidate Experience Of Structured Videoconference Interviews, Amanda Deacon, Jordan Moore, Deborah Powell
Interventions To Improve The Candidate Experience Of Structured Videoconference Interviews, Amanda Deacon, Jordan Moore, Deborah Powell
Personnel Assessment and Decisions
Intense competition for talent has led to increased organizational focus on improving how applicants perceive and respond to selection tools. Because of the recent increased use of technology in selection, we tested whether modifying aspects of videoconference interviews could improve applicant reactions. We tested two interventions—structured rapport building and question provision—with 205 applicants applying for a research assistant position. Applicants were randomly assigned to either an experimental condition (rapport or question provision) or the control condition and participated in a structured videoconference interview, followed by a survey. Structured rapport building had no significant effect on applicant reactions. However, question provision …
Smells Like Team Spirit: How To Foster Psychological Safety And Enhance Team Creativity, Shannon S. Burrows
Smells Like Team Spirit: How To Foster Psychological Safety And Enhance Team Creativity, Shannon S. Burrows
Creativity and Change Leadership Graduate Student Master's Projects
Creativity is one of the most sought-after skills of the 21st century, yet team members may be reticent to contribute to creative problem-solving out of fear of ridicule, retribution, or because of rigid hierarchical team structures. However, psychological safety is the underpinning of creativity; without it a culture of silence prevails, mistakes go unreported, and team creativity languishes. But how do leaders cultivate psychological safety in their teams? This project seeks to answer that question. Although the term “psychological safety” has become common in the corporate lexicon, misconceptions abound. Through the creation of a short, animated video, this project …
Policing For Peace: Training For A 21st Century Police Force, Kate M. Den Houter, Margaret E. Brooks
Policing For Peace: Training For A 21st Century Police Force, Kate M. Den Houter, Margaret E. Brooks
Personnel Assessment and Decisions
We review the present state of research on police training in the United States, highlighting gaps in the literature, and limitations of trainings in use by local policing agencies. We focus on training content relevant to the volatile situations that are at the center of controversy, we evaluate content areas that focus on successfully navigating real-time, unpredictable, and potentially dangerous interactions, and discuss training needs in these areas. We suggest that one common response to the issue of bias—implicit bias training—lacks evidence of efficacy. Accordingly, we recommend alternative training content to address bias and discrimination. Finally, we call attention to …
What Can Go Wrong When Everything Is Right? Using Organizational Justice To Understand Police Misconduct And Improve Personnel Systems, Antoine D. Busby, Meghan A. Thornton-Lugo, Laura Parker, Nicole Strah
What Can Go Wrong When Everything Is Right? Using Organizational Justice To Understand Police Misconduct And Improve Personnel Systems, Antoine D. Busby, Meghan A. Thornton-Lugo, Laura Parker, Nicole Strah
Personnel Assessment and Decisions
Despite decades of attention paid to police reform, cases of office misconduct still continue to plague policing organizations. Assuming that organizations may still experience such officer malfeasance even when attempting to pursue best practices, we aim to explore how things can go wrong when everything else seems right. Specifically, we rely on trickle-down models of organizational justice, group engagement, and social identity to articulate how otherwise desirable organizational outcomes may produce detrimental outgroup biases. Based on our theoretical premise, we articulate specific changes that may be made to personnel systems that can avoid such officer misconduct in policing contexts.
Electing Law Enforcement Leadership: Examining The Effects Of Politics And Job-Related Qualifications On Personnel Assessment And Decisions For Sheriff, Kareem Panton, Kevin P. Nolan, Jess Rigos
Electing Law Enforcement Leadership: Examining The Effects Of Politics And Job-Related Qualifications On Personnel Assessment And Decisions For Sheriff, Kareem Panton, Kevin P. Nolan, Jess Rigos
Personnel Assessment and Decisions
Calls for police reform have become frequent in the United States. Efforts to enact meaningful organizational change will require support from senior law enforcement leadership. Personnel selection for several of these positions (e.g., Sheriff) occurs via local election. Little is known, however, about the factors that influence voters’ assessment of candidates for these positions and the extent to which decision-making for personnel selection via election is influenced by the same beliefs (e.g., person-job and person-organization fit) as more traditional approaches to hiring. This study explores the extent to which voters’ perceptions of two candidates for the position of Sheriff are …
Enhancing The Representation Of Women: How Gender Diversity Signals And Acknowledgement Affect Attraction To Men-Dominated Professions, Thomas P. Depatie, Anmol Sachdeva, Comila Shahani-Denning, Rebecca Grossman, Kevin P. Nolan
Enhancing The Representation Of Women: How Gender Diversity Signals And Acknowledgement Affect Attraction To Men-Dominated Professions, Thomas P. Depatie, Anmol Sachdeva, Comila Shahani-Denning, Rebecca Grossman, Kevin P. Nolan
Personnel Assessment and Decisions
While organizations around the world recognize the importance of gender diversity and inclusion, many struggle to reach gender parity (Sneader & Yee, 2020). Particularly, women account for less than 15% of all sworn police officers (Donohue Jr, 2020). Considering signaling theory and novel research in organizational impression management, we examined the utility of various recruitment messaging techniques for attracting women job seekers to professions dominated by men, at both a consulting firm and law enforcement agency. Women evaluating consulting firm materials perceived greater behavioral integrity and were subsequently more attracted to the organization if recruitment messages included both high gender …
Exploring The Feasibility Of Assessing Cultural Competence In Police Officers, Sydney L. Reichin, Alexander T. Jackson, Mark C. Frame, Michael Hein
Exploring The Feasibility Of Assessing Cultural Competence In Police Officers, Sydney L. Reichin, Alexander T. Jackson, Mark C. Frame, Michael Hein
Personnel Assessment and Decisions
Pathology, personality, and integrity-related construct assessments have been widely used in the selection of police officers. However, the incidence of police brutality and misconduct is still concerning. The present study explored the feasibility of the assessment of cultural competence in police officers. We explored the extent to which the change to the agency’s first ever Black CEO would affect cultural competence of the officers as well as incidence of misconduct. Results showed that scores on a cultural competence factor of an in-basket simulation used for promotional assessments at a state highway patrol agency were not predictive of either supervisor-rated performance …
Introduction To The Special Issue On Policing: Examining The Role Of Testing And Assessment, Dennis Doverspike, Alexandra Petruzzelli, Marc Cubrich
Introduction To The Special Issue On Policing: Examining The Role Of Testing And Assessment, Dennis Doverspike, Alexandra Petruzzelli, Marc Cubrich
Personnel Assessment and Decisions
Prepared in response to the weight and seriousness of social concerns with regard to the state and future of policing, this special issue was developed in order to feature research that examined a wide range of personnel and assessment decisions relating to policing. The focus was broad in scope, welcoming conceptual/theoretical papers, quantitative or qualitative reviews, empirical papers, and think pieces. To address the questions and areas identified in the initial call for papers, six articles are presented covering the themes of individual differences in personnel selection group composition and macro-level influences on policing, and practical recommendations and the future …
Hiring Decisions: Impacts Of Applicant Gender And Social Media Presence, Alicia Ostrowski
Hiring Decisions: Impacts Of Applicant Gender And Social Media Presence, Alicia Ostrowski
Honors College Theses
Studies show that hiring decisions can be influenced by an applicant’s social media profile (Broughton et al., 2013) as well as their gender (Garcia-Retamero & Lopez-Zafra, 2009). Women, compared to men, are more likely to face hiring discrimination (Garcia-Retamero & Lopez-Zafra, 2009) and many hiring managers tend to look at an applicant’s social media profiles for additional information during the hiring process (Broughton et al., 2013). There is a lack of substantial research on the combination of these two factors. This study examined the effects of gender and social media type on hiring decisions.
Comparing Empirically Keyed And Random Forest Scoring Models In Biodata Assessments, Mathijs Affourtit, Kristin S. Allen, Craig M. Reddock, Paul M. Fursman
Comparing Empirically Keyed And Random Forest Scoring Models In Biodata Assessments, Mathijs Affourtit, Kristin S. Allen, Craig M. Reddock, Paul M. Fursman
Personnel Assessment and Decisions
Effective pre-hire assessments impact organizational outcomes. Recent developments in machine learning provide an opportunity for practitioners to improve upon existing scoring methods. This study compares the effectiveness of an empirically keyed scoring model with a machine learning, random forest model approach in a biodata assessment. Data was collected across two organizations. The data from the first sample (N=1,410), was used to train the model using sample sizes of 100, 300, 500, and 1,000 cases, whereas data from the second organization (N=524) was used as an external benchmark only. When using a random forest model, predictive validity …
Faking Is As Faking Does: A Rejoinder To Marcus (2021), Robert P. Tett, Daniel Simonet, Neil D. Christiansen
Faking Is As Faking Does: A Rejoinder To Marcus (2021), Robert P. Tett, Daniel Simonet, Neil D. Christiansen
Personnel Assessment and Decisions
Applicant faking poses serious threats to achieving personality-based fit, negatively affecting both the worker and the organization. In articulating this “faking-is-bad” (FIB) position, Tett and Simonet (2021) identify Marcus’ (2009) self-presentation theory (SPT) as representative of the contrarian “faking-is-good” camp by its advancement of self-presentation as beneficial in hiring contexts. In this rejoinder, we address 20 of Marcus’ (2021) claims in highlighting his reliance on an outdated empiricist rendering of validity, loosely justified rejection of the negative and moralistic “faking” label, disregard for the many challenges posed by blatant forms of faking, inattention to faking research supporting the FIB position, …
“Faking” Is Neither Good Nor Bad, It Is A Misleading Concept: A Reply To Tett And Simonet (2021), Bernd Marcus
“Faking” Is Neither Good Nor Bad, It Is A Misleading Concept: A Reply To Tett And Simonet (2021), Bernd Marcus
Personnel Assessment and Decisions
This paper comments on Tett and Simonet’s (2021) outline of two contradictory positions on job applicants’ self-presentation on personality tests labelled “faking is bad” (FIB) versus “faking is good” (FIG). Based on self-presentation theory (Marcus, 2009) Tett and Simonet assigned to their FIG camp, I develop the ideas of (a) understanding self-presentation from the applicant’s rather than the employer’s perspective, (b) avoiding premature moral judgment on this behavior, and (c) examining consequences for the validity of applicant responses with a focus on the intended use for, and the competitive context of, selection. Conclusions include (a) that self-presentation is motivationally and …
The Effect Of English Language Proficiency And Glossary Provision On Personality Measurement, Damian Canagasuriam, Sharmili Jong, Wendy Darr
The Effect Of English Language Proficiency And Glossary Provision On Personality Measurement, Damian Canagasuriam, Sharmili Jong, Wendy Darr
Personnel Assessment and Decisions
Research on English language learners suggests that language proficiency can affect the validity of standardized test scores. This study examined whether the provision of a glossary as a test accommodation during personality test completion influences the measurement of personality. Using an experimental research design, participants recruited from Amazon Mechanical Turk and Prime Panels (n = 206) were first categorized as having limited or high English language proficiency and then randomly assigned to a glossary condition. The results indicate that providing a within-text glossary does not impact the construct validity and reliability of personality measures. The results also suggest that …
Interviews From Scratch: Individual Differences In Writing Interview Questions, Lauren J. Wegmeyer, Andrew P. Tenbrink, Angie Y. Delacruz, Rouan Salim, Andrew B. Speer
Interviews From Scratch: Individual Differences In Writing Interview Questions, Lauren J. Wegmeyer, Andrew P. Tenbrink, Angie Y. Delacruz, Rouan Salim, Andrew B. Speer
Personnel Assessment and Decisions
Against best practice recommendations, interviewers prefer unstructured interviews where they are not beholden to regimentation. In cases where interviews are less structured, the interviewer typically generates his or her own set of interview questions. Even in structured interviews though, the initial interview content must be generated by someone. Thus, it is important to understand the different factors that influence what types of questions individuals generate in interview contexts. The current research aims to understand the types of interview questions individuals generate, factors that affect the quality of those questions, how skill in generating interview questions relates to skill in evaluating …
On The Continued Misinterpretation Of Stereotype Threat As Accounting For Black-White Differences On Cognitive Tests, Dana H. Tomeh, Paul R. Sackett
On The Continued Misinterpretation Of Stereotype Threat As Accounting For Black-White Differences On Cognitive Tests, Dana H. Tomeh, Paul R. Sackett
Personnel Assessment and Decisions
Steele and Aronson (1995) showed that stereotype threat affects the test performance of stereotyped groups. A careful reading shows that threat affects test performance but does not eliminate Black–White mean score gaps. Sackett et al. (2004) reviewed characterization of this research in scholarly articles, textbooks, and popular press, and found that many mistakenly inferred that removing stereotype threats eliminated the Black– White performance gap. We examined whether the rate of mischaracterization of Steele and Aronson had decreased in the 15 years since Sackett et al. highlighted the common misinterpretation. We found that the misinterpretation rate dropped from 90.9% to 62.8% …
Easing The Postpartum Return To Work: Workplace Resources, Work Interference With Family, And Health Behaviors, Aashna M. Waiwood
Easing The Postpartum Return To Work: Workplace Resources, Work Interference With Family, And Health Behaviors, Aashna M. Waiwood
USF Tampa Graduate Theses and Dissertations
While work-family matters continue to receive increasing attention, one group that faces considerable health, childcare, and work adjustment challenges has remained relatively ignored and understudied – postpartum mothers returning to employment. Driven by the work-home resources model as theoretical backing, I used path analytic methods to examine the mechanisms by which key workplace resources for postpartum women, including family-focused support from organizational stakeholders, flexibility availability, and breastfeeding resources, relate to their subsequent perceptions of work interference with family and engagement in physical activity and high quality/quantity sleep. Specifically, four waves of data were collected from a sample of 129 women …
An Exploration Of How Having A Materialistic Value Is Related To An Environmentally Sensitive Personality., Sooyeon Choi
An Exploration Of How Having A Materialistic Value Is Related To An Environmentally Sensitive Personality., Sooyeon Choi
AMTP Proceedings 2022
This study aims to examine how having materialistic value is related to an environmentally sensitive personality. The proposed model has been empirically tested using the survey data collected from 150 consumers in the United States. The results showed that different aspects of materialism have a different effect on pro-environmental belief and attitude, indicating the potentially complex implications of materialism on sustainable practices.
An Investigation Of Interviewer Note Taking In The Field, Jacob S. Fischer, James Breaugh
An Investigation Of Interviewer Note Taking In The Field, Jacob S. Fischer, James Breaugh
Personnel Assessment and Decisions
Although a key component of a structured interview is note taking, relatively few studies have investigated the effects of note taking. To address this lack of research, we conducted a study that examined the effects of note taking in a work setting. As predicted, we found that the total number of notes taken by interviewers and the level of detail of these notes were positively related to the ratings these interviewers gave to job applicants, that interviewer ratings of applicants who were hired were predictive of their job performance ratings, and that interviewer ratings mediated the relationships between note taking …
Scientific, Legal, And Ethical Concerns About Ai-Based Personnel Selection Tools: A Call To Action, Nancy T. Tippins, Frederick L. Oswald, S. Morton Mcphail
Scientific, Legal, And Ethical Concerns About Ai-Based Personnel Selection Tools: A Call To Action, Nancy T. Tippins, Frederick L. Oswald, S. Morton Mcphail
Personnel Assessment and Decisions
Organizations are increasingly turning toward personnel selection tools that rely on artificial intelligence (AI) technologies and machine learning algorithms that, together, intend to predict the future success of employees better than traditional tools. These new forms of assessment include online games, video-based interviews, and big data pulled from many sources, including test responses, test-taking behavior, applications, resumes, and social media. Speedy processing, lower costs, convenient access, and applicant engagement are often and rightfully cited as the practical advantages for using these selection tools. At the same time, however, these tools raise serious concerns about their effectiveness in terms of their …
Job Seekers’ Impression Management On Facebook: Scale Development, Antecedents, And Outcomes, Vanessa Myers, Jennifer P. B. Price, Nicolas Roulin, Alexandra Duval, Shayda Sobhani
Job Seekers’ Impression Management On Facebook: Scale Development, Antecedents, And Outcomes, Vanessa Myers, Jennifer P. B. Price, Nicolas Roulin, Alexandra Duval, Shayda Sobhani
Personnel Assessment and Decisions
Many organizations rely on social media like Facebook as a screening or selection tool; however, research still largely lags behind practice. For instance, little is known about how individuals are strategically utilizing their Facebook profile while applying for jobs. This research examines job seekers’ impression management (IM) tactics on Facebook, personality traits associated with IM use, and associations between IM and job-search outcomes. Results from two complementary studies demonstrate that job seekers engage in three main Facebook IM tactics: defensive, assertive deceptive, and assertive honest IM. Job seekers lower in Honesty–Humility use more Facebook IM tactics, whereas those higher in …
The Effect Of Organizational Culture On Faking In The Job Interview, Damian Canagasuriam, Nicolas Roulin
The Effect Of Organizational Culture On Faking In The Job Interview, Damian Canagasuriam, Nicolas Roulin
Personnel Assessment and Decisions
Deceptive impression management (i.e., faking) may alter interviewers’ perceptions of applicants’ qualifications and, consequently, decrease the predictive validity of the job interview. In examining faking antecedents, research has given little attention to situational variables. Using a between-subjects experiment, this research addressed that gap by examining whether organizational culture impacted both the extent to which applicants faked and the manner in which they faked during a job interview. Analyses of variance revealed that organizational culture did not affect the extent to which applicants faked. However, when taking into account applicants’ perceptions of the ideal candidate, organizational culture was found to indirectly …
Unintended Consequences Of Interview Faking: Impact On Perceived Fit And Affective Outcomes, Brooke D. Charbonneau, Deborah M. Powell, Jeffrey R. Spence, Sean T. Lyons
Unintended Consequences Of Interview Faking: Impact On Perceived Fit And Affective Outcomes, Brooke D. Charbonneau, Deborah M. Powell, Jeffrey R. Spence, Sean T. Lyons
Personnel Assessment and Decisions
Drawing on signalling theory, we propose that use of deceptive impression management (IM) in the employment interview could produce false signals, and individuals hired based on such signals may incur consequences once they are on the job—such as poor perceived fit. We surveyed job applicants who recently interviewed and received a job to investigate the relationship between use of deceptive IM in the interview and subsequent perceived personjob and person-organization fit, stress, well-being, and employee engagement. In a twophase study, 206 job applicants self-reported their use of deceptive IM in their interviews at Time 1, and their perceived person–job and …
Identifying Faking On Forced-Choice Personality Items Using Mouse Tracking, Irina Kuzmich, Charles Scherbaum
Identifying Faking On Forced-Choice Personality Items Using Mouse Tracking, Irina Kuzmich, Charles Scherbaum
Personnel Assessment and Decisions
This research utilizes mouse tracking as a potential behavioral method to examine cognitive processes underlying faking on forced-choice personality inventories. Mouse tracking is a method from social categorization research that captures a variety of metrics related to motor movements, which are linked to cognitive processing. To explore the utility of this method, we examined differences in the mouse tracking metrics of those instructed to respond honestly or to fake. Our findings show that there is a distinguishable difference in the behavioral response of those who are faking when responding to pairs of personality descriptors presented in a forced-choice format compared …
Faking And The Validity Of Personality Tests: An Experimental Investigation Using Modern Forced Choice Measures, Christopher R. Huber, Nathan R. Kuncel, Katie B. Huber, Anthony S. Boyce
Faking And The Validity Of Personality Tests: An Experimental Investigation Using Modern Forced Choice Measures, Christopher R. Huber, Nathan R. Kuncel, Katie B. Huber, Anthony S. Boyce
Personnel Assessment and Decisions
Despite the established validity of personality measures for personnel selection, their susceptibility to faking has been a persistent concern. However, the lack of studies that combine generalizability with experimental control makes it difficult to determine the effects of applicant faking. This study addressed this deficit in two ways. First, we compared a subtle incentive to fake with the explicit “fake-good” instructions used in most faking experiments. Second, we compared standard Likert scales to multidimensional forced choice (MFC) scales designed to resist deception, including more and less fakable versions of the same MFC inventory. MFC scales substantially reduced motivated score elevation …
Put Your Best Foot Forward: Introduction To The Special Issue On Understanding Effects Of Impression Management On Assessment Outcomes, Chet Robie, Neil D. Christiansen
Put Your Best Foot Forward: Introduction To The Special Issue On Understanding Effects Of Impression Management On Assessment Outcomes, Chet Robie, Neil D. Christiansen
Personnel Assessment and Decisions
No abstract provided.
Exploring And Expanding The Utility Of Cultural Distance: A Multi-National Analysis, Daniel Wiegert
Exploring And Expanding The Utility Of Cultural Distance: A Multi-National Analysis, Daniel Wiegert
Wayne State University Dissertations
In the current study, I utilized multiple cultural constructs to create and compare the utility of various forms of cultural distance as a predictor of national-culture-level outcomes, aggregated across multiple countries (i.e., a novel term: “Aggregated Cultural Distance”, hereafter ACD). ACD was first conceptualized in the current study by utilizing the nine Global Leader and Organizational Behavior Effectiveness (hereafter Project GLOBE) Societal Values dimensions in the calculation of ACD. I incrementally added and compared Project GLOBE’s Societal Practices and Tightness-Looseness scores (i.e., norms) to the Values ACD construct in predicting self-isolationist leadership behaviors (i.e., Project GLOBE’s Autonomous and Self-Protective leadership …
A Comparison Of The Two-Option Versus The Four-Option Multiple-Choice Item: A Case For Fewer Distractors, Allan Bateson, William R. Dardick
A Comparison Of The Two-Option Versus The Four-Option Multiple-Choice Item: A Case For Fewer Distractors, Allan Bateson, William R. Dardick
Personnel Assessment and Decisions
Multiple choice test items typically consist of the key and 3-4 distractors. However, research has supported the efficacy of using fewer alternatives. Haladyna and Downing (1993) found that it is difficult to write test items with more than one plausible distractor, resulting in items with a correct answer and one alternative, also known as the alternate choice (AC) format. We constructed two 32-item tests; one with four alternatives (MC4) and one with two (AC), using an inter-judge agreement approach to eliminate distractors. Tests were administered to 138 personnel working for a U.S. Government agency. Testing time was significantly less and …
Is It Complicated? Validity Of Personality Interactions For Predicting Performance, Jacob C. Bradburn, Ann Marie Ryan, Anthony Boyce, Tamera Mckinniss, Jason Way
Is It Complicated? Validity Of Personality Interactions For Predicting Performance, Jacob C. Bradburn, Ann Marie Ryan, Anthony Boyce, Tamera Mckinniss, Jason Way
Personnel Assessment and Decisions
Research on personality within the organizational sciences and for employee selection typically focuses on main effects, as opposed to interactive effects between personality variables. Large, multi-organizational datasets involving two different measures of personality were examined to test theoretically driven trait by trait interactions in predicting job performance. Interactive effects of Agreeableness and Conscientiousness, Agreeableness and Extraversion, Extraversion and Conscientiousness, and Emotional Stability and Conscientiousness were hypothesized as predicting overall job performance. However, these hypothesized effects were generally not supported. Implications for personality assessment are discussed.
The Relationship Between Criminal Records And Job Performance: An Examination Of Customer Service Representatives, Jakari N. Griffith, Todd C. Harris
The Relationship Between Criminal Records And Job Performance: An Examination Of Customer Service Representatives, Jakari N. Griffith, Todd C. Harris
Personnel Assessment and Decisions
Between 70 million and 100 million Americans—or as many as one in three—have some type of criminal record (Vallas & Dietrich, 2014). Having even a minor criminal record often functions as a significant impediment to gainful employment and resultant economic security. This is especially problematic given that: (a) many companies now incorporate background checks within their hiring process and (b) little empirical research exists about the relationship between criminal records and job performance. Thus, this study examined the relationship between criminal records and objective performance of customer service representatives (N = 627) in a large telecommunications firm. Our regression analyses …
The Machines Aren’T Taking Over (Yet): An Empirical Comparison Of Traditional, Profiling, And Machine Learning Approaches To Criterion-Related Validation, Kristin S. Allen, Mathijs Affourtit, Craig M. Reddock
The Machines Aren’T Taking Over (Yet): An Empirical Comparison Of Traditional, Profiling, And Machine Learning Approaches To Criterion-Related Validation, Kristin S. Allen, Mathijs Affourtit, Craig M. Reddock
Personnel Assessment and Decisions
Criterion-related validation (CRV) studies are used to demonstrate the effectiveness of selection procedures. However, traditional CRV studies require significant investment of time and resources, as well as large sample sizes, which often create practical challenges. New techniques, which use machine learning to develop classification models from limited amounts of data, have emerged as a more efficient alternative. This study empirically investigates the effectiveness of traditional CRV with a variety of profiling approaches and machine learning techniques using repeated cross-validation. Results show that the traditional approach generally performs best both in terms of predicting performance and larger group differences between candidates …