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Full-Text Articles in Psychology

Interviews From Scratch: Individual Differences In Writing Interview Questions, Lauren J. Wegmeyer, Andrew P. Tenbrink, Angie Y. Delacruz, Rouan Salim, Andrew B. Speer Mar 2022

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 Mar 2022

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% …


The Impact Grit And Achievement Goal Orientation Have On Athletic Training Students' Persistence, Hannah M. Harnar, Kimberly S. Peer, Chris A. Moser, John Cindric Nov 2021

The Impact Grit And Achievement Goal Orientation Have On Athletic Training Students' Persistence, Hannah M. Harnar, Kimberly S. Peer, Chris A. Moser, John Cindric

Journal of Sports Medicine and Allied Health Sciences: Official Journal of the Ohio Athletic Trainers Association

Purpose: Athletic training education continues to evolve thereby increasing the importance of student retention. Understanding student motivation through achievement goal orientation and grit scores may help support student’s persistence in an athletic training program. The purpose was to determine if a relationship exists between achievement goal orientation and grit to help provide educators a better understanding of their students’ reasons for persisting to help improve retention. Methods: An achievement goal orientation survey and grit scale were administered, and quantitative data was analyzed statistically from Commission on Accreditation of Athletic Training Education- accredited programs in good standing for the 2018-2019 …


A Test Of Expectancy Theory And Demographic Characteristics As Predictors Of Faking And Honesty In Employment Interviews, Jordan L. Ho, Deborah Powell Oct 2021

A Test Of Expectancy Theory And Demographic Characteristics As Predictors Of Faking And Honesty In Employment Interviews, Jordan L. Ho, Deborah Powell

Personnel Assessment and Decisions

Job applicants vary in the extent to which they fake or stay honest in employment interviews, yet the contextual and demographic factors underlying these behaviors are unclear. To help answer this question, we drew on Ellingson and McFarland’s (2011) framework of faking based in valence-instrumentality-expectancy theory. Study 1 collected normative data and established baseline distributions for instrumentality-expectancy beliefs from a Canadian municipality. Results indicated that most respondents had low levels of instrumentality-expectancy beliefs for faking, but high levels for honesty. Moreover, income, education, and age were antecedents of instrumentality-expectancy beliefs. Study 2 extended these findings with a United States sample …


An Investigation Of Interviewer Note Taking In The Field, Jacob S. Fischer, James Breaugh Oct 2021

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 Oct 2021

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 May 2021

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 …


“If Others Are Honest, I Will Be Too”: Effects Of Social Norms On Willingness To Fake During Employment Interviews, Samantha Sinclair, Jens Agerström May 2021

“If Others Are Honest, I Will Be Too”: Effects Of Social Norms On Willingness To Fake During Employment Interviews, Samantha Sinclair, Jens Agerström

Personnel Assessment and Decisions

Applicant faking in employment interviews is a pressing concern for organizations. It has previously been suggested that subjective norms may be an important antecedent of faking, but experimental studies are lacking. We report a preregistered experiment (N = 307) where effects of conveying descriptive social norms (information about what most applicants do) on self-reported willingness to fake were examined. Although we observed no difference between the faking norm condition and the control condition, in which no norm was signaled, participants in the honesty norm condition reported lower willingness to fake compared to those in both the faking norm condition …


The Effect Of Organizational Culture On Faking In The Job Interview, Damian Canagasuriam, Nicolas Roulin May 2021

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 …


Liar, Liar, Pants On Fire: How Verbal Deception Cues Signal Deceptive Versus Honest Impression Management And Influence Interview Ratings, Lenke Roth, Ute-Christine Klehe, Gloria Willhardt May 2021

Liar, Liar, Pants On Fire: How Verbal Deception Cues Signal Deceptive Versus Honest Impression Management And Influence Interview Ratings, Lenke Roth, Ute-Christine Klehe, Gloria Willhardt

Personnel Assessment and Decisions

Impression management (IM), especially deceptive IM (faking), is a cause for concern in selection interviews. The current study combines findings on lie detection with signaling theory to address how candidates’ deceptive versus honest IM shows in verbal deception cues, which then relate to interview ratings of candidates’ interview performance. After completing a structured interview rated by two trained interviewers, 182 candidates reported their deceptive and honest IM. Verbal deception cues (plausibility, verbal uncertainty) were coded from video recordings. Results supported the hypotheses: Deceptive IM directly raised interviewer ratings (intended positive signal) but lowered the responses’ plausibility and enhanced verbal uncertainties …


Identifying Faking On Forced-Choice Personality Items Using Mouse Tracking, Irina Kuzmich, Charles Scherbaum May 2021

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 …


Unintended Consequences Of Interview Faking: Impact On Perceived Fit And Affective Outcomes, Brooke D. Charbonneau, Deborah M. Powell, Jeffrey R. Spence, Sean T. Lyons May 2021

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 …


A New Investigation Of Fake Resistance Of A Multidimensional Forced-Choice Measure: An Application Of Differential Item/Test Functioning, Philseok Lee, Seang-Hwane Joo May 2021

A New Investigation Of Fake Resistance Of A Multidimensional Forced-Choice Measure: An Application Of Differential Item/Test Functioning, Philseok Lee, Seang-Hwane Joo

Personnel Assessment and Decisions

To address faking issues associated with Likert-type personality measures, multidimensional forced-choice (MFC) measures have recently come to light as important components of personnel assessment systems. Despite various efforts to investigate the fake resistance of MFC measures, previous research has mainly focused on the scale mean differences between honest and faking conditions. Given the recent psychometric advancements in MFC measures (e.g., Brown & Maydeu-Olivares, 2011; Stark et al., 2005; Lee et al., 2019; Joo et al., 2019), there is a need to investigate the fake resistance of MFC measures through a new methodological lens. This research investigates the fake resistance of …


Applicant Faking On Personality Tests: Good Or Bad And Why Should We Care?, Robert P. Tett, Daniel V. Simonet May 2021

Applicant Faking On Personality Tests: Good Or Bad And Why Should We Care?, Robert P. Tett, Daniel V. Simonet

Personnel Assessment and Decisions

The unitarian understanding of construct validity holds that deliberate response distortion in completing self-report personality tests (i.e., faking) threatens trait-based inferences drawn from test scores. This “faking-is-bad” (FIB) perspective is being challenged by an emerging “faking-is-good” (FIG) position that condones or favors faking and its underlying attributes (e.g., social skill, ATIC) to the degree they contribute to predictor–criterion correlations and are job relevant. Based on the unitarian model of validity and relevant empirical evidence, we argue the FIG perspective is psychometrically flawed and counterproductive to personality-based selection targeting trait-based fit. Carrying forward both positions leads to variously dark futures for …


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 May 2021

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 May 2021

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.


A Curiosity About Links Between Adventure Playgrounds, Loose Parts, Playwork Approach, A State Of "Flow" And Children’S Wellbeing, Angus Ian Gorrie Mar 2021

A Curiosity About Links Between Adventure Playgrounds, Loose Parts, Playwork Approach, A State Of "Flow" And Children’S Wellbeing, Angus Ian Gorrie

International Journal of Playwork Practice

Over the past century there has been a documented rise in childhood anxiety and depression (Gray, 2011; Twenge, 2001). This increase largely correlates to the significant decrease in the amount of time children have to play freely (Gray, 2013). The suggested reason for this is a decrease in free time and play creating a strong external locus of control, the result of which has been shown to cause increases in childhood anxiety and depression (April, Dharani, & Peter, 2012; Gray, 2013). This paper records a practitioner’s musings on the links between aspects of playwork practice and children’s wellbeing. It considers …


Measuring Intelligence With The Sandia Matrices: Psychometric Review And Recommendations For Free Raven-Like Item Sets, Alexandra M. Harris, Jeremiah T. Mcmillan, Benjamin Listyg, Laura E. Matzen, Nathan Carter Dec 2020

Measuring Intelligence With The Sandia Matrices: Psychometric Review And Recommendations For Free Raven-Like Item Sets, Alexandra M. Harris, Jeremiah T. Mcmillan, Benjamin Listyg, Laura E. Matzen, Nathan Carter

Personnel Assessment and Decisions

The Sandia Matrices are a free alternative to the Raven’s Progressive Matrices (RPMs). This study offers a psychometric review of Sandia Matrices items focused on two of the most commonly investigated issues regarding the RPMs: (a) dimensionality and (b) sex differences. Model-data fit of three alternative factor structures are compared using confirmatory multidimensional item response theory (IRT) analyses, and measurement equivalence analyses are conducted to evaluate potential sex bias. Although results are somewhat inconclusive regarding factor structure, results do not show evidence of bias or mean differences by sex. Finally, although the Sandia Matrices software can generate infinite items, editing …


A Comparison Of The Two-Option Versus The Four-Option Multiple-Choice Item: A Case For Fewer Distractors, Allan Bateson, William R. Dardick Dec 2020

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 Dec 2020

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 Dec 2020

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 Dec 2020

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 …


Editorial: Five Years In, Scott Highhouse Dec 2020

Editorial: Five Years In, Scott Highhouse

Personnel Assessment and Decisions

No abstract provided.


Special Issue - Call For Papers: Rethinking The Future Police Department: Examining The Role Of Testing And Assessment, Dennis Doverspike, Alexandra Petruzzelli, Marc Cubrich Aug 2020

Special Issue - Call For Papers: Rethinking The Future Police Department: Examining The Role Of Testing And Assessment, Dennis Doverspike, Alexandra Petruzzelli, Marc Cubrich

Personnel Assessment and Decisions

No abstract provided.


A Unifying Framework To Study Workplace Decision-Making Aptitude And Performance, Nikki Blacksmith, Maureen E. Mccusker, Theodore L. Hayes Jul 2020

A Unifying Framework To Study Workplace Decision-Making Aptitude And Performance, Nikki Blacksmith, Maureen E. Mccusker, Theodore L. Hayes

Personnel Assessment and Decisions

Employers are facing a skills shortage in the labor market: there are not enough workers who can perform the complex decision-making tasks that characterize 21st-century work. This manuscript aims to stimulate research investigating the relationship among individual differences, decision-making aptitude, and decision performance. We offer guidelines for future research by laying out a framework to unify disparate streams of research from organizational science, and judgment and decision-making research. We advocate for the use of pattern-oriented analytical approaches to capture the complexities of the predictor and criterion space.


The Impact Of Nondiagnostic Information On Selection Decision Making: A Cautionary Note And Mitigation Strategies, Dev K. Dalal, Levi Sassaman, Xiaoyuan (Susan) Zhu Jul 2020

The Impact Of Nondiagnostic Information On Selection Decision Making: A Cautionary Note And Mitigation Strategies, Dev K. Dalal, Levi Sassaman, Xiaoyuan (Susan) Zhu

Personnel Assessment and Decisions

Selection decision makers are inundated with information from which to make decisions about the suitability of a job candidate for a position. Although some of this information is relevant for making a high-quality decision (i.e., diagnostic information), much of the information is actually unrelated to the decision (i.e., nondiagnostic information). Although the deleterious effects of nondiagnostic information on selection decision making have been demonstrated, the prevalence and impact of this type of information is increasing, especially with recent advances in new selection methods used by employers. The purpose of this paper, therefore, is to caution selection decision makers, and/or those …


Threat Of Technological Unemployment, Use Intentions, And The Promotion Of Structured Interviews In Personnel Selection, Kevin P. Nolan, Dev K. Dalal, Nathan Carter Jul 2020

Threat Of Technological Unemployment, Use Intentions, And The Promotion Of Structured Interviews In Personnel Selection, Kevin P. Nolan, Dev K. Dalal, Nathan Carter

Personnel Assessment and Decisions

Meehl (1986) proposed that an important factor underlying professional decision makers’ resistance to standardized decision aids is threat of technological unemployment – fear that using the practices would reduce the perceived value of their employment. Nolan, Carter, and Dalal (2016) provided initial support for threat of technological unemployment being a factor that contributes to practitioners’ reluctance to adopt scientifically meritorious standardized hiring practices. This study serves to further develop the theory of threat of technological unemployment in personnel selection by (a) replicating the findings of our earlier research using a within-subjects methodology that is more generalizable to the cognitive processes …


Decoy Effects Improve Diversity Hiring, Nathan R. Kuncel, Jeffrey A. Dahlke Jul 2020

Decoy Effects Improve Diversity Hiring, Nathan R. Kuncel, Jeffrey A. Dahlke

Personnel Assessment and Decisions

A growing literature demonstrates that when making choices among multiple options, decision makers are strongly influenced by the mere presence of additional options, even when those options are largely undesirable and are never actually selected. The effects of irrelevant options on decisions, often called decoy effects, have been observed in hiring and admissions decisions where the nature of a third candidate can radically shift preferences. In this study, we examine the influence of decoy effects on diversity hiring and extend research by examining choices with more than two organizational goals. Results indicate that the presence of a second candidate who …


Does Feedback Increase Decision Aid Use Among Hiring Professionals?, Aneeqa Thiele, Alexander T. Jackson, Stacey M. Stremic, Satoris S. Howes Jul 2020

Does Feedback Increase Decision Aid Use Among Hiring Professionals?, Aneeqa Thiele, Alexander T. Jackson, Stacey M. Stremic, Satoris S. Howes

Personnel Assessment and Decisions

We examined the influence of formative and outcome feedback on people’s reliance on decision aids. Decision aids are tools that managers can use to increase the accuracy of their hiring decisions. In our study, participants were asked to make 20 different hiring decisions and make predictions of a candidate’s performance on the job, with the option of using a decision aid formula. We manipulated whether participants received feedback on the accuracy of their predictions, the accuracy of the decision aid’s predictions, or both. The results demonstrated that feedback failed to have a significant impact on decision aid use for both …


Communicating Validity Information To Differentially Experienced Audiences: The Effects Of Numeracy And Nontraditional Metrics, Nathaniel M. Voss, Christopher J. Lake Jul 2020

Communicating Validity Information To Differentially Experienced Audiences: The Effects Of Numeracy And Nontraditional Metrics, Nathaniel M. Voss, Christopher J. Lake

Personnel Assessment and Decisions

One of the biggest challenges facing organizational researchers is convincing practitioners to adopt evidence-based personnel selection practices such as the structured interview. In this study, we examined the effects of nontraditional validity metrics and numeracy by presenting validity information about the structured interview to audiences with differing amounts of interview experience (students, working adults, and hiring managers). The results indicated that nontraditional metrics were associated with higher understanding, more positive attitudes, and greater perceptions of the usefulness of the structured interview. These effects were constant across differing levels of numeracy. Additionally, the results revealed that nontraditional metrics result in more …