Aguinis, Herman, and Charles A Pierce. 1998. “Heterogeneity of Error Variance and the Assessment of Moderating Effects of Categorical Variables: A Conceptual Review.” Organizational Research Methods 1 (3): 296–314.
Ajzen, Icek. 1991. “The Theory of Planned Behavior.” Organizational Behavior and Human Decision Processes 50: 179–211.
Allaire, JJ, Yihui Xie, Jonathan McPherson, Javier Luraschi, Kevin Ushey, Aron Atkins, Hadley Wickham, Joe Cheng, Winston Chang, and Richard Iannone. 2022. Rmarkdown: Dynamic Documents for r.
Andri et mult. al., Signorell. 2021. DescTools: Tools for Descriptive Statistics.
Angoff, W H. 1971. “Scales, Norms, and Equivalent Scores.” In Educational Measurement, edited by R L Thorndike, 508–600. Washington, DC: American Council on Education.
Bache, Stefan Milton, and Hadley Wickham. 2022. Magrittr: A Forward-Pipe Operator for r.
Banks, George C, Haley M Woznyj, Ryan S Wesslen, and Roxanne L Ross. 2018. “A Review of Best Practice Recommendations for Text Analysis in R (and a User-Friendly App).” Journal of Business and Psychology 33 (4): 445–59.
Baron, Reuben M, and David A Kenny. 1986. “The Moderator-Mediator Variable Distinction in Social Psychological Research: Conceptual, Strategic, and Statistical Considerations.” Journal of Personality and Social Psychology 51 (6): 1173–82.
Basadur, Min, George B Graen, and Terri A Scandura. 1986. “Training Effects on Attitudes Toward Divergent Thinking Among Manufacturing Engineers.” Journal of Applied Psychology 71: 612–17.
Basadur, Min, Mark A Runco, and Luis A Vega. 2000. “Understanding How Creative Thinking Skills, Attitudes and Behaviors Work Together: A Causal Process Model.” Journal of Creative Behavior 34: 77–100.
Bauer, Talya N., Berrin Erdogan, David E. Caughlin, and Donald M. Truxillo. 2019. Human Resource Management: People, Data, and Analytics. Thousand Oaks, California: Sage.
———. 2020. Fundamentals of Human Resource Management: People, Data, and Analytics. Thousand Oaks, California: Sage.
Bennett, W L, and M S Feldman. 1981. Reconstructing Reality in the Courtroom: Justice and Judgment in American Culture. New Brunswick, New Jersey: Rutgers University Press.
Berry, Christopher M. 2015. “Differential Validity and Differential Prediction of Cognitive Ability Tests: Understanding Test Bias in the Employment Context.” Annuual Review of Organizational Psychology and Organizational Behavior 2 (1): 435–63.
Bollen, Kenneth A, and Robert W Jackman. 1985. “Regression Diagnostics: An Expository Treatment of Outliers and Influential Cases.” Sociological Methods & Research 13 (4): 510–42.
Bonabeau, Eric. 2002. “Agent-Based Modeling: Methods and Techniques for Simulating Human Systems.” Proceedings of the National Academy of Sciences 99 (suppl 3): 7280–87.
Browne, MW. 1975. “Predictive Validity of a Linear Regression Equation.” British Journal of Mathematical and Statistical Psychology 28 (1): 79–87.
Cacioppo, John T, Stephanie Cacioppo, and Richard E Petty. 2018. “The Neuroscience of Persuasion: A Review with an Emphasis on Issues and Opportunities.” Social Neuroscience 13 (2): 129–72.
Calder, Muffy, Claire Craig, Dave Culley, Richard de Cani, Christl A Donnelly, Rowan Douglas, Bruce Edmonds, et al. 2018. “Computational Modelling for Decision-Making: Where, Why, What, Who and How.” Royal Society Open Science 5 (6): 172096.
Cascio, Wayne F, and Herman Aguinis. 2005. Applied Psychology in Human Resource Management (6th Ed.). Upper Saddle River, NJ: Pearson Prentice Hall.
Cascio, Wayne F, and John Boudreau. 2011. Investing in People: Financial Impact of Human Resource Initiatives. Upper Saddle, NJ: Pearson.
Chang, Winston, Joe Cheng, JJ Allaire, Carson Sievert, Barret Schloerke, Yihui Xie, Jeff Allen, Jonathan McPherson, Alan Dipert, and Barbara Borges. 2021. shiny: Web Application Framework for R.
Chevallier, Arnaud. 2016. Strategic Thinking in Complex Problem Solving. New York, New York: Oxford University Press.
Cleary, T Anne. 1968. “Test Bias: Prediction of Grades of Black and White Students in Integrated Colleges.” Journal of Educational Measurement 5 (2): 115–24.
Cohen, Jacob. 1992. “A Power Primer.” Psychological Bulletin 112 (1): 155–59.
Conn, Charles, and Robert McLean. 2018. Bulletproof Problem Solving: The One Skill That Changes Everything. Hoboken, New Jersey: Wiley.
Deloitte. 2018. “Global Human Capital Trends Report 2018.” Westlake, Texas: Deloitte University Press.
Denning, S. 1986. “Evidence Evaluation in Complex Decision Making.” Journal of Personality and Social Psychology 51 (2): 242–58.
———. 2006. “Effective Storytelling: Strategic Business Narrative Techniques.” Strategy & Leadership 34 (1): 42–48.
Devine, D J. 2012. Jury Decision Making: The State of the Science. New York, New York: New York University Press. n.d. Story.
Dunleavy, Eric, Scott Morris, and Elizabeth Howard. 2015. “Measuring Adverse Impact in Employee Selection Decisions.” In Practitioner’s Guide to Legal Issues in Organizations, 1–26. Springer.
Ezekiel, Mordecai. 1930. “Methods of Correlation Analysis.”
Federal Contract Compliance Programs, Office of. 1993. Federal Contract Compliance Manual (SUDOC l 36.8: C 76/993). Washington, DC: U. S. Department of Labor, Employment Standards Administration.
Feltz, Carol J, and G Edward Miller. 1996. “An Asymptotic Test for the Equality of Coefficients of Variation from k Populations.” Statistics in Medicine 15 (6): 647–58.
Finch, David M, Bryan D Edwards, and J Craig Wallace. 2009. “Multistage Selection Strategies: Simulating the Effects on Adverse Impact and Expected Performance for Various Predictor Combinations.” Journal of Applied Psychology 94 (2): 318.
Firke, Sam. 2021. Janitor: Simple Tools for Examining and Cleaning Dirty Data.
Fisher, Gwenith G, Donald M Truxillo, Lisa M Finkelstein, and Lauren E Wallace. 2017. “Age Discrimination: Potential for Adverse Impact and Differential Prediction Related to Age.” Human Resource Management Review 27 (2): 316–27.
Fox, John, and Sanford Weisberg. 2019. An R Companion to Applied Regression. Third. Thousand Oaks, CA: Sage.
Gan, Sie H. 2018. “How to Design a Spam Filtering System with Machine Learning Algorithm.” Available at http:// (30/04/21).
Gerbing, David, The School of Business, and Portland State University. 2021. lessR: Less Code, More Results.
Guzella, Thiago S, and Walmir M Caminhas. 2009. “A Review of Machine Learning Approaches to Spam Filtering.” Expert Systems with Applications 36 (7): 10206–22.
Hosmer, D W, and S Lemeshow. 2000. Applied Logistic Regression. New York, NY: John Wiley & Sons.
Hu, Li-tze, and Peter M Bentler. 1999. “Cutoff Criteria for Fit Indexes in Covariance Structure Analysis: Conventional Criteria Versus New Alternatives.” Structural Equation Modeling 6 (1): 1–55.
James, G, T Witten D abd Hastie, and R Tibshirani. 2013. An Introduction to Statistical Learning: With Applications in r. New York, NY: Springer.
Jordan, Michael I, and Tom M Mitchell. 2015. “Machine Learning: Trends, Perspectives, and Prospects.” Science 349 (6245): 255–60.
Kassambara, Alboukadel, Marcin Kosinski, and Przemyslaw Biecek. 2021. Survminer: Drawing Survival Curves Using ’Ggplot2’.
Kelley, Ken. 2021. MBESS: The MBESS r Package.
Knaflic, Cole N. 2015. Storytelling with Data: A Data Visualization Guide for Business Professionals. Hoboken, New Jersey: Wiley.
———. 2020. Storytelling with Data: Let’s Practice! Hoboken, New Jersey: Wiley.
Koopman, Joel, Michael Howe, John R Hollenbeck, and Hock-Peng Sin. 2015. “Small Sample Mediation Testing: Misplaced Confidence in Bootstrapped Confidence Intervals.” Journal of Applied Psychology 100 (1): 194–202.
Kuhn, Max. 2021. Caret: Classification and Regression Training.
Landis, J R, and G G Koch. 1977. “The Measurement of Observer Agreement for Categorical Data.” Biometrics 33: 159–74.
Lewontin, Richard C. 1966. “On the Measurement of Relative Variability.” Systematic Zoology 15 (2): 141–42. n.d. Story.
Lockhart, R, J Taylor, and R J Tibshirani. 2014. “A Significance Test for the Lasso.” The Annals of Statistics 42 (2): 413–68.
Long, Jacob A. 2019. Interactions: Comprehensive, User-Friendly Toolkit for Probing Interactions.
MacKinnon, David P, and James H Dwyer. 1993. “Estimating Mediated Effects in Prevention Studies.” Evaluation Review 17 (2): 144–58.
MacKinnon, David P, Chondra M Lockwood, Jeanne M Hoffman, Stephen G West, and Virgil Sheets. 2002. “A Comparison of Methods to Test Mediation and Other Intervening Variable Effects.” Psychological Methods 7 (1): 83–104.
MacKinnon, David P, Ghulam Warsi, and James H Dwyer. 1995. “A Simulation Study of Mediated Effect Measures.” Multivariate Behavioral Research 30 (1): 41–62.
Martoglio, Enzo. 2018. rpivotTable: Build Powerful Pivot Tables and Dynamically Slice & Dice Your Data. n.d. Story.
Miller, Edward G. 1991. “Asymptotic Test Statistics for Coefficients of Variation.” Communications in Statistics-Theory and Methods 20 (10): 3351–63.
Morris, Scott B. 2001. “Sample Size Required for Adverse Impact Analysis.” Applied HRM Research 6 (1-2): 13–32.
Morris, Scott B, and Russell E Lobsenz. 2000. “Significance Tests and Confidence Intervals for the Adverse Impact Ratio.” Personnel Psychology 53 (1): 89–111.
Mueller, Lorin, Dwayne Norris, Scott Oppler, and SM McPhail. 2007. “Implementation Based on Alternate Validation Procedures: Ranking, Cut Scores, Banding, and Compensatory Models.” Alternative Validation Strategies: Developing New and Leveraging Existing Validity Evidence, 349–405.
Muthén, B O, and L K Muthén. 1998-2018. Mplus Version 8.3. Los Angeles, California: Muthén & Muthén.
Nagelkerke, N J D. 1991. “A Note on a General Definition of the Coefficient of Determination.” Biometrika 78 (3): 691–92.
Osborne, J W. 2015. Best Practices in Logistic Regression. Thousand Oaks, CA: Sage.
Oswald, Fred S, and Dan J Putka. 2016. “Statistical Methods for Big Data: A Scenic Tour.” In Big Data at Work: The Data Science Revolution and Organizational Psychology, edited by Scott Tondandel, Eden B. King, and Jose M. Cortina, 43–63. New York, NY: Routledge.
Pennington, N, and R Hastie. 1993. “The Story Model for Juror Decision Making.” In Inside the Juror: The Psychology of Juror Decision Making, edited by R Hastie, 192–224. Cambridge, UK: Cambridge University Press.
Pfeffer, Jeffrey. 1998. “Seven Practices of Successful Organizations.” California Management Review 40: 96–124.
Pfeffer, Jeffrey, and Robert I Sutton. 2000. The Knowing-Doing Gap: How Smart Companies Turn Knowledge into Action. Boston, MA: Harvard business press.
Price, Paul C, Rajiv S Jhangiani, I-Chant A Chiang, Dana C Leighton, and Carrie Cuttler. 2017. Research Methods in Psychology (3rd American Ed.). Montreal, Canada: Pressbooks.
R Core Team. 2022. R: A Language and Environment for Statistical Computing. Vienna, Austria: R Foundation for Statistical Computing.
Raju, Nambury S, Reyhan Bilgic, Jack E Edwards, and Paul F Fleer. 1997. “Methodology Review: Estimation of Population Validity and Cross-Validity, and the Use of Equal Weights in Prediction.” Applied Psychological Measurement 21 (4): 291–305.
Reiter-Palmon, Roni, and Jody J Illies. 2004. “Leadership and Creativity: Understanding Leadership from a Creative Problem-Solving Perspective.” Leadership Quarterly 15: 55–77.
Revelle, William. 2022. Psych: Procedures for Psychological, Psychometric, and Personality Research.
Rosseel, Yves. 2012. lavaan: An R Package for Structural Equation Modeling.” Journal of Statistical Software 48 (2): 1–36.
RStudio Team. 2020. RStudio: Integrated Development Environment for R. Boston, MA: RStudio, PBC.
Saad, Syed, and Paul R Sackett. 2002. “Investigating Differential Prediction by Gender in Employment-Oriented Personality Measures.” Journal of Applied Psychology 87 (4): 667–74.
Schultz, K S, and D J Whitney. 2005. Measurement Theory in Action: Case Studies and Exercises. Thousand Oaks, CA: Sage.
Smith, Eliot R, and Frederica R Conrey. 2007. “Agent-Based Modeling: A New Approach for Theory Building in Social Psychology.” Personality and Social Psychology Review 11 (1): 87–104.
Society for Industrial & Organizational Psychology. 2018. Principles for the Validation and Use of Personnel Selection Procedures (5th Ed.). Bowling Green, OH: Pearson Prentice Hall.
Stanley, David. 2021. apaTables: Create American Psychological Association (APA) Style Tables.
Stone-Romero, Eugene F, George M Alliger, and Herman Aguinis. 1994. “Type II Error Problems in the Use of Moderated Multiple Regression for the Detection of Moderating Effects of Dichotomous Variables.” Journal of Management 20 (1): 167–78.
Strauss, Anselm, and Juliet M Corbin. 1997. Grounded Theory in Practice. Sage.
Terry M. Therneau, and Patricia M. Grambsch. 2000. Modeling Survival Data: Extending the Cox Model. New York, NY: Springer.
Therneau, Terry M. 2021. A Package for Survival Analysis in r.
Torchiano, Marco. 2020. Effsize: Efficient Effect Size Computation.
Vaidyanathan, Ramnath, Yihui Xie, JJ Allaire, Joe Cheng, Carson Sievert, and Kenton Russell. 2021. Htmlwidgets: HTML Widgets for r.
Warnes, Gregory R., Ben Bolker, Thomas Lumley, and Randall C Johnson. 2018. Gmodels: Various r Programming Tools for Model Fitting.
Wherry, Robert J. 1931. “A New Formula for Predicting the Shrinkage of the Coefficient of Multiple Correlation.” The Annals of Mathematical Statistics 2 (4): 440–57.
Wickham, Hadley. 2016. ggplot2: Elegant Graphics for Data Analysis. Springer-Verlag New York.
———. 2019. Stringr: Simple, Consistent Wrappers for Common String Operations.
———. 2021. Tidyverse: Easily Install and Load the Tidyverse.
Wickham, Hadley, Mara Averick, Jennifer Bryan, Winston Chang, Lucy D’Agostino McGowan, Romain François, Garrett Grolemund, et al. 2019. “Welcome to the tidyverse.” Journal of Open Source Software 4 (43): 1686.
Wickham, Hadley, and Jennifer Bryan. 2022. Readxl: Read Excel Files.
Wickham, Hadley, Romain François, Lionel Henry, and Kirill Müller. 2022. Dplyr: A Grammar of Data Manipulation.
Wickham, Hadley, and Maximilian Girlich. 2022. Tidyr: Tidy Messy Data.
Wickham, Hadley, and Garrett Grolemund. 2017. R for Data Science: Visualize, Model, Transform, Tidy, and Import Data. Sebastopol, California: O’Reilly Media, Inc.
Wickham, Hadley, Jim Hester, and Jennifer Bryan. 2022. Readr: Read Rectangular Text Data.
Wright, Kevin. 2021. Corrgram: Plot a Correlogram.
Xie, Yihui. 2014. “Knitr: A Comprehensive Tool for Reproducible Research in R.” In Implementing Reproducible Computational Research, edited by Victoria Stodden, Friedrich Leisch, and Roger D. Peng. Chapman; Hall/CRC.
———. 2015b. Dynamic Documents with R and knitr. 2nd ed. Boca Raton, Florida: Chapman; Hall/CRC.
———. 2015a. Dynamic Documents with R and Knitr. 2nd ed. Boca Raton, Florida: Chapman; Hall/CRC.
———. 2016. Bookdown: Authoring Books and Technical Documents with R Markdown. Boca Raton, Florida: Chapman; Hall/CRC.
———. 2022a. Bookdown: Authoring Books and Technical Documents with r Markdown.
———. 2022b. Knitr: A General-Purpose Package for Dynamic Report Generation in r.
Xie, Yihui, J. J. Allaire, and Garrett Grolemund. 2018. R Markdown: The Definitive Guide. Boca Raton, Florida: Chapman; Hall/CRC.