4.4 Review

Opening the Black Box of the Response Process to Personality Faking: An Application of Item Response Tree Models

Journal

JOURNAL OF BUSINESS AND PSYCHOLOGY
Volume 37, Issue 6, Pages 1199-1214

Publisher

SPRINGER
DOI: 10.1007/s10869-022-09791-6

Keywords

Faking; Personality; Response process; Item response tree model; High-stakes decision; Personnel selection

Ask authors/readers for more resources

The study examines decision-making processes of test-takers in different testing situations using the IR-tree model. The findings suggest that the direction-extremity-midpoint sequence is generally observed in both honest and motivated test settings. Additionally, respondents in motivated test settings show stronger directional and extreme response preferences but weaker midpoint preferences. Social desirability also has a significant impact on response preferences for job applicants.
The item response tree (IR-tree) model is increasingly used in the field of personality assessments. The IR-tree model allows researchers to examine the cognitive decision-making process using a tree structure and evaluate conceptual ideas in accounting for individual differences in the response process. Recent research has shown the feasibility of applying IR-tree models to personality data; however, these studies have been exclusively focused on an honest or incumbent sample rather than a motivated sample in a high-stakes situation. The goal of our research is to elucidate the internal mechanism behind how respondents in different testing situations (i.e., honest and motivated test conditions) experience decision-making processes through the three-process IR-tree model (Bockenholt, 2012). Our findings generally corroborate the response mechanism of the direction-extremity-midpoint sequence in both honest and motivated test settings. Additionally, samples in motivated test settings generally exhibit stronger directional and extreme response preferences but weaker preferences of midpoint selection than samples in unmotivated test settings. Furthermore, for actual job applicants, social desirability had a substantial effect on all directional, extreme, and midpoint response preferences. Our findings will aid researchers and practitioners in developing a nuanced understanding of the decision-making process of test-takers in motivated test environments. Furthermore, this research will help researchers and practitioners develop more fake-resistant personality assessments.

Authors

I am an author on this paper
Click your name to claim this paper and add it to your profile.

Reviews

Primary Rating

4.4
Not enough ratings

Secondary Ratings

Novelty
-
Significance
-
Scientific rigor
-
Rate this paper

Recommended

Article Social Sciences, Mathematical Methods

Bayesian Approaches for Detecting Differential Item Functioning Using the Generalized Graded Unfolding Model

Seang-Hwane Joo, Philseok Lee, Stephen Stark

Summary: Differential item functioning (DIF) analysis is an important application of item response theory (IRT) in psychological assessment. This study compared the performance of two Bayesian DIF methods and a generalized graded unfolding model (GGUM) through simulations and found some interesting results.

APPLIED PSYCHOLOGICAL MEASUREMENT (2022)

Article Social Sciences, Mathematical Methods

The Explanatory Generalized Graded Unfolding Model: Incorporating Collateral Information to Improve the Latent Trait Estimation Accuracy

Seang-Hwane Joo, Philseok Lee, Stephen Stark

Summary: This study explores the benefits of using collateral information in noncognitive measurement, introduces a new model approach, and conducts a simulation study showing superior accuracy and precision compared to traditional methods.

APPLIED PSYCHOLOGICAL MEASUREMENT (2022)

Article Psychology, Social

Investigating the impact of negatively keyed statements on multidimensional forced-choice personality measures: A comparison of partially ipsative and IRT scoring methods

Philseok Lee, Seang-Hwane Joo, Steven Zhou, Mina Son

Summary: Multidimensional forced choice (MFC) personality tests have emerged as important personnel assessments in industrial and organizational psychology. This study investigated the influence of heteropolar blocks on the reliability and validity of MFC tests, and found that using the Thurstonian Item Response Theory (TIRT) scoring method and higher intrablock discrimination improves reliability and criterion-related validity. The study also suggests that using highly discriminating 20-40% heteropolar blocks with the TIRT model can achieve sufficient reliability and validity.

PERSONALITY AND INDIVIDUAL DIFFERENCES (2022)

Article Psychology, Applied

All's well that ends (and peaks) well? A meta-analysis of the peak-end rule and duration neglect

Balca Alaybek, Reeshad S. Dalal, Shea Fyffe, John A. Aitken, You Zhou, Xiao Qu, Alexis Roman, Julia Baines

Summary: The peak-end rule suggests that people rely more on the peak intensity and final episode when retrospectively evaluating an experience. Our meta-analysis supports this rule, showing a strong effect on retrospective evaluations that is robust and comparable to the overall average score. The effect is stronger than the trend and variability across all episodes, as well as the first and lowest intensity episodes, and is essentially unaffected by the duration of the experience.

ORGANIZATIONAL BEHAVIOR AND HUMAN DECISION PROCESSES (2022)

Article Psychology, Clinical

Measurement invariance of the mental health continuum-short form across US military veteran and civilian adults

Arpita Ghosh, Sean Joo, Taylor P. Harris, Itzik Harosh

Summary: This study aims to assess the measurement invariance of the Mental Health Continuum-Short Form (MHC-SF) across US military veterans and civilians. The results suggest that the MHC-SF can be equally applied to both veterans and civilians in terms of emotional, social, and psychological well-being.

JOURNAL OF CLINICAL PSYCHOLOGY (2023)

Article Business

A Paradigm Shift from Human Writing to Machine Generation in Personality Test Development: an Application of State-of-the-Art Natural Language Processing

Philseok Lee, Shea Fyffe, Mina Son, Zihao Jia, Ziyu Yao

Summary: This research explores the application of natural language processing techniques in automatic item generation for personality assessment. It utilizes a prompt-based generative pre-trained transformer to generate personality items and compares their psychometric properties with human-authored items. The study also examines the measurement invariance of machine-authored items between gender groups.

JOURNAL OF BUSINESS AND PSYCHOLOGY (2023)

Article Psychology, Applied

Cross-cultural differences in the use of the ? Response category of the Job Descriptive Index: An application of the item response tree model

Philseok Lee, Sean Joo, Zihao Jia

Summary: The ? response category has been criticized for its ambiguity. Previous studies on this topic have been limited to Western samples and have not disentangled the response style from psychological traits. This study used item response tree models to compare the use of the ? response category in U.S. and Korean samples. The results showed that the Korean group preferred the ? response category more strongly, while the U.S. group preferred the directional response category (i.e., Yes). Additionally, the interpretations of the ? response category differed between the two groups.

INTERNATIONAL JOURNAL OF SELECTION AND ASSESSMENT (2023)

Article Psychology, Applied

An Empirical Taxonomy of Leadership Situations: Development, Validation, and Implications for the Science and Practice of Leadership

Jennifer P. Green, Reeshad S. Dalal, Shea Fyffe, Stephen J. Zaccaro, Dan J. Putka, David M. Wallace

Summary: This research aims to develop a taxonomy of leadership situations by using situation ratings and narratives from 1,159 leaders. The study utilizes natural language processing techniques to generate psychological situation characteristics. The findings suggest six dimensions for psychological leadership situation characteristics and provide a preliminary typology of structural leadership situation cue combinations. The resulting measure offers valuable implications for leadership research, assessment, and development.

JOURNAL OF APPLIED PSYCHOLOGY (2023)

Article Psychology, Applied

Transforming Personality Scale Development: Illustrating the Potential of State-of-the-Art Natural Language Processing

Shea Fyffe, Philseok Lee, Seth Kaplan

Summary: Natural language processing (NLP) techniques are gaining popularity in industrial and organizational psychology. This research explores the use of NLP for scale development by manually categorizing scale items based on their constructs. The study introduces transformer models for content analysis and compares their performance with human raters and alternative models.

ORGANIZATIONAL RESEARCH METHODS (2023)

Article Business

Detecting Careless Respondents in Multidimensional Forced Choice Data: An Application of lz Person-Fit Statistic to the TIRT Model

Philseok Lee, Sean Joo, Mina Son

Summary: This study addresses the problem of careless responses in multidimensional forced-choice (MFC) data by proposing a method for detecting careless respondents and examining its impact on different MFC measures and psychometric properties. Empirical and simulation studies show that the proposed method effectively detects careless respondents without a significant risk of misclassification.

JOURNAL OF BUSINESS AND PSYCHOLOGY (2023)

Article Psychology, Applied

A Test-Retest Reliability Generalization Meta-Analysis of Judgments Via the Policy-Capturing Technique

Ze Zhu, Alan J. Tomassetti, Reeshad S. Dalal, Shannon W. Schrader, Kevin Loo, Isaac E. Sabat, Balca Alaybek, You Zhou, Chelsea Jones, Shea Fyffe

Summary: Policy capturing is a widely used technique in research, and this article emphasizes the importance of reporting test-retest reliability estimates in such studies. A meta-analysis conducted in this study found an average reliability estimate of 0.78. The research indicates that test-retest reliability is generally robust across various factors, but variations were observed in study methods and types of judgments.

ORGANIZATIONAL RESEARCH METHODS (2022)

No Data Available