Nomological consistency: A comprehensive test of the equivalence of different trait indicators for the same constructs
Corresponding Author
Isabel Thielmann
Department of Psychology, Cognitive Psychology Lab, University of Koblenz-Landau, Landau, Germany
Correspondence
Isabel Thielmann, Department of Psychology, University of Koblenz-Landau, Fortstraße 7, 76829 Landau, Germany.
Email: [email protected]
Search for more papers by this authorBenjamin E. Hilbig
Department of Psychology, Cognitive Psychology Lab, University of Koblenz-Landau, Landau, Germany
Search for more papers by this authorCorresponding Author
Isabel Thielmann
Department of Psychology, Cognitive Psychology Lab, University of Koblenz-Landau, Landau, Germany
Correspondence
Isabel Thielmann, Department of Psychology, University of Koblenz-Landau, Fortstraße 7, 76829 Landau, Germany.
Email: [email protected]
Search for more papers by this authorBenjamin E. Hilbig
Department of Psychology, Cognitive Psychology Lab, University of Koblenz-Landau, Landau, Germany
Search for more papers by this authorFunding information:
Second author supported by research-training group Statistical Modeling in Psychology, funded by German Research Foundation (GRK 2277).
Abstract
Objective
Across all subfields of psychology, it is common practice to use different indicators of allegedly the same personality constructs, resting upon the (often implicit) assumption that the indicators measure equivalent constructs. However, there is a lack of approaches allowing for a strict and comprehensive test of the equivalence assumption. We propose investigating nomological consistency to test the equivalence assumption across inventories allegedly measuring the same set of constructs. Nomological consistency refers to the degree to which different indicators of constructs in a theoretical or structural model (such as the Big Five) show similar (non-)associations with a set of external criteria, thus testing the consistency of the nomological net spanned by different indicators.
Method
In a large-scale study based on a convenience sample (N = 2,846; 64.9% female), we provide an empirical demonstration of nomological consistency across three commonly used Big Five inventories by comparing the pattern of associations of the Big Five constructs across inventories with five external criteria using a multifaceted analytic approach.
Results
Although results showed some level of consistency across the Big Five inventories under scrutiny, there was also a relevant extent of nomological inconsistency.
Conclusions
Testing nomological consistency allows for a more conclusive judgment on the equivalence of different indicators across inventories.
CONFLICT OF INTERESTS
The author(s) declared no potential conflicts of interest with respect to the research, authorship, and/or publication of this article.
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REFERENCES
- Ashton, M. C., & Lee, K. (2007). Empirical, theoretical, and practical advantages of the HEXACO model of personality structure. Personality and Social Psychology Review, 11, 150–166. https://doi.org/10.1177/1088868306294907
- Ashton, M. C., Lee, K., Perugini, M., Szarota, P., De Vries, R. E., Di Blas, L., … De Raad, B. (2004). A six-factor structure of personality-descriptive adjectives: Solutions from psycholexical studies in seven languages. Journal of Personality and Social Psychology, 86, 356–366. https://doi.org/10.1037/0022-3514.86.2.356
- Bertrams, A., & Dickhäuser, O. (2009). Messung dispositioneller Selbstkontroll-Kapazität: Eine deutsche Adaptation der Kurzform der Self-Control Scale (SCS-K-D) [Measuring dispositional self-control capacity: A German adaptation of the short form of the Self-Control Scale (SCS-K-D)]. Diagnostica, 55, 2–10. https://doi.org/10.1026/0012-1924.55.1.2
- Bono, J. E., & Judge, T. A. (2003). Core self-evaluations: A review of the trait and its role in job satisfaction and job performance. European Journal of Personality, 17(Suppl 1), S5–S18. https://doi.org/10.1002/per.481
- Borkenau, P., & Ostendorf, F. (2008). NEO-Fünf-Faktoren Inventar nach Costa und McCrae (NEO-FFI). Manual (2., neu normierte und vollständig überarbeitete Auflage). Göttingen, Germany: Hogrefe.
- Carney, D. R., Jost, J. T., Gosling, S. D., & Potter, J. (2008). The secret lives of liberals and conservatives: Personality profiles, interaction styles, and the things they leave behind. Political Psychology, 29, 807–840. https://doi.org/10.1111/j.1467-9221.2008.00668.x
- Cattell, R. B., Eber, H. W., & Tatsuoka, M. M. (1970). Handbook for the Sixteen Personality Factor Questionnaire (16PF). Champaign, IL: Institute for Personality and Ability Testing.
- Cheung, G. W., & Rensvold, R. B. (2002). Evaluating goodness-of-fit indexes for testing measurement invariance. Structural Equation Modeling, 9, 233–255. https://doi.org/10.1207/S15328007SEM0902_5
- Cohen, J. (1988). Statistical power analysis for the behavioral sciences ( rev ed.). Hillsdale, NJ: Erlbaum.
10.1046/j.1526-4610.2001.111006343.xGoogle Scholar
- Cohrs, J. C., & Asbrock, F. (2009). Right-wing authoritarianism, social dominance orientation and prejudice against threatening and competitive ethnic groups. European Journal of Social Psychology, 39, 270–289. https://doi.org/10.1002/ejsp.545
- Cohrs, J. C., Kämpfe-Hargrave, N., & Riemann, R. (2012). Individual differences in ideological attitudes and prejudice: Evidence from peer-report data. Journal of Personality and Social Psychology, 103, 343–361. https://doi.org/10.1037/a0028706
- Costa, P. T., & McCrae, R. R. (1992). Revised NEO Personality Inventory (NEO-PI-R) and NEO Five-Factor Inventory (NEO-FFI) professional manual. Odessa, FL: Psychological Assessment Resources.
- Cronbach, L. J., & Meehl, P. E. (1955). Construct validity in psychological tests. Psychological Bulletin, 52, 281–302. https://doi.org/10.1037/h0040957
- Decuyper, M., De Pauw, S., De Fruyt, F., De Bolle, M., & De Clercq, B. J. (2009). A meta-analysis of psychopathy-, antisocial PD- and FFM associations. European Journal of Personality, 23, 531–565. https://doi.org/10.1002/per.729
- DeYoung, C. G., Quilty, L. C., & Peterson, J. B. (2007). Between facets and domains: 10 aspects of the Big Five. Journal of Personality and Social Psychology, 93, 880–896. https://doi.org/10.1037/0022-3514.93.5.880
- Diedenhofen, B., & Musch, J. (2015). cocor: A comprehensive solution for the statistical comparison of correlations. PLOS ONE, 10, e0121945. https://doi.org/10.1371/journal.pone.0121945
- Emery, R. L., & Levine, M. D. (2017). Questionnaire and behavioral task measures of impulsivity are differentially associated with body mass index: A comprehensive meta-analysis. Psychological Bulletin, 143, 868–902. https://doi.org/10.1037/bul0000105
- Faul, F., Erdfelder, E., Buchner, A., & Lang, A.-G. (2009). Statistical power analyses using G*Power 3.1: Tests for correlation and regression analyses. Behavior Research Methods, 41, 1149–1160. https://doi.org/10.3758/BRM.41.4.1149
- Fisher, R. A. (1925). Statistical methods for research workers. Edinburgh, Scotland: Oliver and Boyd.
- Fraley, R. C., & Marks, M. J. (2007). The null hypothesis significance-testing debate and its implications for personality research. In R. W. Robins, R. C. Fraley, & R. F. Krueger (Eds.), Handbook of research methods in personality psychology (pp. 149–169). New York, NY: Guilford Press.
- Funder, D. C. (2001). Personality. Annual Review of Psychology, 52, 197–221. https://doi.org/10.1146/annurev.psych.52.1.197
- Furr, R. M. (2010). The double-entry intraclass correlation as an index of profile similarity: Meaning, limitations, and alternatives. Journal of Personality Assessment, 92, 1–15. https://doi.org/10.1080/00223890903379134
- Gentile, B., Miller, J. D., Hoffman, B. J., Reidy, D. E., Zeichner, A., & Campbell, W. K. (2013). A test of two brief measures of grandiose narcissism: The Narcissistic Personality Inventory–13 and the Narcissistic Personality Inventory-16. Psychological Assessment, 25, 1120–1136. https://doi.org/10.1037/a0033192
- Glaesmer, H., Hoyer, J., Klotsche, J., & Herzberg, P. Y. (2008). Die deutsche Version des Life-Orientation-Tests (LOT-R) zum dispositionellen Optimismus und Pessimismus [The German version of the Life-Orientation-Test (LOT-R) for dispositional optimism and pessimism]. Zeitschrift für Gesundheitspsychologie, 16, 26–31. https://doi.org/10.1026/0943-8149.16.1.26
- Goldberg, L. R. (1990). An alternative “description of personality”: The Big-Five factor structure. Journal of Personality and Social Psychology, 59, 1216–1229. https://doi.org/10.1037/0022-3514.59.6.1216
- Goldberg, L. R. (1992). The development of markers for the Big-Five factor structure. Psychological Assessment, 4, 26–42. https://doi.org/10.1037/1040-3590.4.1.26
10.1037/1040-3590.4.1.26Google Scholar
- Goldberg, L. R. (1999). A broad-bandwidth, public domain, personality inventory measuring the lower-level facets of several five-factor models. In I. Mervielde, I. Deary, F. Fruyt, & F. Ostendorf (Eds.), Personality psychology in Europe (Vol. 7, pp. 7–28). Tilburg, The Netherlands: Tilburg University Press.
- Gosling, S. D., Rentfrow, P. J., & Swann, W. B. J. (2003). A very brief measure of the Big-Five personality domains. Journal of Research in Personality, 37, 504–528. https://doi.org/10.1016/S0092-6566(03)00046-1
- Heller, D., Watson, D., & Ilies, R. (2004). The role of person versus situation in life satisfaction: A critical examination. Psychological Bulletin, 130, 574–600. https://doi.org/10.1037/0033-2909.130.4.574
- Hilbig, B. E., Moshagen, M., & Zettler, I. (2016). Prediction consistency: A test of the equivalence assumption across different indicators of the same construct. European Journal of Personality, 30, 637–647. https://doi.org/10.1002/per.2085
- Hogan, R. (2005). In defense of personality measurement: New wine for old whiners. Human Performance, 18, 331–341. https://doi.org/10.1207/s15327043hup1804_1
- Hu, L., & Bentler, P. M. (1999). Cutoff criteria for fit indexes in covariance structure analysis: Conventional criteria versus new alternatives. Structural Equation Modeling, 6, 1–55. https://doi.org/10.1080/10705519909540118
- John, O. P., Donahue, E. M., & Kentle, R. L. (1991). The Big Five Inventory: Versions 4a and 54. Berkeley, CA: University of California, Berkeley, Institute of Personality and Social Research
- John, O. P., Naumann, L. P., & Soto, C. J. (2008). Paradigm shift to the integrative Big Five trait taxonomy: History, measurement, and conceptual issues. In O. P. John, R. W. Robins, & L. A. Pervin (Eds.), Handbook of personality: Theory and research ( 3rd ed., pp. 114–158). New York, NY: Guilford Press.
- John, O. P., & Srivastava, S. (1999). The Big Five trait taxonomy: History, measurement, and theoretical perspectives. In L. A. Pervin, & O. P. John (Eds.), Handbook of personality: Theory and research ( 2nd ed., pp. 102–138). New York, NY: Guilford Press.
- Jost, J. T., & Thompson, E. P. (2000). Group-based dominance and opposition to equality as independent predictors of self-esteem, ethnocentrism, and social policy attitudes among African Americans and European Americans. Journal of Experimental Social Psychology, 36, 209–232. https://doi.org/10.1006/jesp.1999.1403
- Judge, T. A., Erez, A., Bono, J. E., & Thoresen, C. J. (2003). The Core Self-Evaluations Scale: Development of a measure. Personnel Psychology, 56, 303–331. https://doi.org/10.1111/j.1744-6570.2003.tb00152.x
- Kotov, R., Gamez, W., Schmidt, F., & Watson, D. (2010). Linking “big” personality traits to anxiety, depressive, and substance use disorders: A meta-analysis. Psychological Bulletin, 136, 768–821. https://doi.org/10.1037/a0020327
- Kroh, M. (2007). Measuring left-right political orientation: The choice of response format. Public Opinion Quarterly, 71, 204–220. https://doi.org/10.1093/poq/nfm009
- Lang, F. R., Lüdtke, O., & Asendorpf, J. B. (2001). Testgüte und psychometrische Äquivalenz der deutschen Version des Big Five Inventory (BFI) bei jungen, mittlalten und alten Erwachsenen [Validity and psychometric equivalence of the German version of the Big Five Inventory in young, middle-aged and old adults]. Diagnostica, 47, 111–121. https://doi.org/10.1026//0012-1924.47.3.111
- Maisto, S. A., Krenek, M., Chung, T., Martin, C. S., Clark, D., & Cornelius, J. (2011). A comparison of the concurrent and predictive validity of three measures of readiness to change alcohol use in a clinical sample of adolescents. Psychological Assessment, 23, 983–994. https://doi.org/10.1037/a0024136
- Maples, J. L., Carter, N. T., Few, L. R., Crego, C., Gore, W. L., Samuel, D. B., … Miller, J. D. (2015). Testing whether the DSM-5 personality disorder trait model can be measured with a reduced set of items: An item response theory investigation of the Personality Inventory for DSM-5. Psychological Assessment, 27, 1195–1210. https://doi.org/10.1037/pas0000120
- Maples, J. L., Guan, L., Carter, N. T., & Miller, J. D. (2014). A test of the International Personality Item Pool representation of the Revised NEO Personality Inventory and development of a 120-item IPIP-based measure of the five-factor model. Psychological Assessment, 26, 1070–1084. https://doi.org/10.1037/pas0000004
- Maples, J. L., Miller, J. D., Hoffman, B. J., & Johnson, S. L. (2014). A test of the empirical network surrounding affective instability and the degree to which it is independent from neuroticism. Personality Disorders: Theory, Research, and Treatment, 5, 268–277. https://doi.org/10.1037/per0000019
- Marcus, B. (2003). An empirical examination of the construct validity of two alternative self-control measures. Educational and Psychological Measurement, 63, 674–706. https://doi.org/10.1177/0013164403251329
- Marshall, G. N., Wortman, C. B., Kusulas, J. W., Hervig, L. K., & Vickers, R. R. J. (1992). Distinguishing optimism from pessimism: Relations to fundamental dimensions of mood and personality. Journal of Personality and Social Psychology, 62, 1067–1074. https://doi.org/10.1037/0022-3514.62.6.1067
- McCrae, R. R. (2008). A note on some measures of profile agreement. Journal of Personality Assessment, 90, 105–109. https://doi.org/10.1080/00223890701845104
- Miller, J. D., Gaughan, E. T., Maples, J. L., & Price, J. (2011). A comparison of agreeableness scores from the Big Five Inventory and the NEO PI-R: Consequences for the study of narcissism and psychopathy. Assessment, 18, 335–339. https://doi.org/10.1177/1073191111411671
- Miller, J. D., Gentile, B., Carter, N. T., Crowe, M., Hoffman, B. J., & Campbell, W. K. (2018). A comparison of the nomological networks associated with forced-choice and Likert formats of the Narcissistic Personality Inventory. Journal of Personality Assessment, 100, 259–267. https://doi.org/10.1080/00223891.2017.1310731
- Miller, J. D., Hyatt, C. S., Maples-Keller, J. L., Carter, N. T., & Lynam, D. R. (2017). Psychopathy and Machiavellianism: A distinction without a difference? Journal of Personality, 85, 439–453. https://doi.org/10.1111/jopy.12251
- Miller, J. D., Lynam, D. R., Vize, C., Crowe, M., Sleep, C., Maples-Keller, J. L., … Campbell, W. K. (2018). Vulnerable narcissism is (mostly) a disorder of neuroticism. Journal of Personality, 86, 186–199. https://doi.org/10.1111/jopy.12303
- Miller, J. D., & Maples, J. L. (2011). Trait personality models of narcissistic personality disorder, grandiose narcissism, and vulnerable narcissism. In W. K. Campbell & J. D. Miller (Eds.), The handbook of narcissism and narcissistic personality disorder: Theoretical approaches, empirical findings, and treatments (pp. 71–88). Hoboken, NJ: John Wiley & Sons.
10.1002/9781118093108.ch7Google Scholar
- Miller, J. D., Price, J., & Campbell, W. K. (2012). Is the Narcissistic Personality Inventory still relevant? A test of independent grandiosity and entitlement scales in the assessment of narcissism. Assessment, 19, 8–13. https://doi.org/10.1177/1073191111429390
- Morey, R. D., Rouder, J. N., & Jamil, T. (2015). BayesFactor: Computation of Bayes factors for common designs. Retrieved from https://cran.r-project.org/web/packages/BayesFactor
- Moshagen, M., & Erdfelder, E. (2015). A new strategy for testing structural equation models. Structural Equation Modeling: A Multidisciplinary Journal, 23, 54–60. https://doi.org/10.1080/10705511.2014.950896
- Mõttus, R. (2016). Towards more rigorous personality trait–outcome research. European Journal of Personality, 30, 292–303. https://doi.org/10.1002/per.2041
- Muris, P., Merckelbach, H., Otgaar, H., & Meijer, E. (2017). The malevolent side of human nature: A meta-analysis and critical review of the literature on the Dark Triad (narcissism, Machiavellianism, and psychopathy). Perspectives on Psychological Science, 12, 183–204. https://doi.org/10.1177/1745691616666070
- Olatunji, B. O., & Wolitzky-Taylor, K. B. (2009). Anxiety sensitivity and the anxiety disorders: A meta-analytic review and synthesis. Psychological Bulletin, 135, 974–999. https://doi.org/10.1037/a0017428
- Ozer, D. J., & Benet-Martínez, V. (2006). Personality and the prediction of consequential outcomes. Annual Review of Psychology, 57, 401–421. https://doi.org/10.1146/annurev.psych.57.102904.190127
- Pace, V. L., & Brannick, M. T. (2010). How similar are personality scales of the “same” construct? A meta-analytic investigation. Personality and Individual Differences, 49, 669–676. https://doi.org/10.1016/j.paid.2010.06.014
- Parks-Leduc, L., Feldman, G., & Bardi, A. (2015). Personality traits and personal values: A meta-analysis. Personality and Social Psychology Review, 19, 3–29. https://doi.org/10.1177/1088868314538548
- Paunonen, S. V. (2003). Big Five factors of personality and replicated predictions of behavior. Journal of Personality and Social Psychology, 84, 411–424. https://doi.org/10.1037/0022-3514.84.2.411
- Popper, K. (1959). The logic of scientific discovery. New York, NY: Basic Books.
10.1063/1.3060577Google Scholar
- Pratto, F., Sidanius, J., Stallworth, L. M., & Malle, B. F. (1994). Social dominance orientation: A personality variable predicting social and political attitudes. Journal of Personality and Social Psychology, 67, 741–763. https://doi.org/10.1037/0022-3514.67.4.741
- Pytlik Zillig, L. M., Hemenover, S. H., & Dienstbier, R. A. (2002). What do we assess when we assess a Big 5 trait? A content analysis of the affective, behavioral and cognitive processes represented in the Big 5 personality inventories. Personality and Social Psychology Bulletin, 28, 847–858. https://doi.org/10.1177/0146167202289013
- Raftery, A. E. (1995). Bayesian model selection in social research. Sociological Methodology, 25, 111–163. https://doi.org/10.2307/271063
- Rammstedt, B., & Danner, D. (2017). Die Facettenstruktur des Big Five Inventory (BFI): Validierung für die deutsche Adaptation des BFI [The facet structure of the Big Five Inventory (BFI): Validation for the German adaptation of the BFI]. Diagnostica, 63, 70–84. https://doi.org/10.1026/0012-1924/a000161
- Roberts, B. W., Chernyshenko, O. S., Stark, S., & Goldberg, L. R. (2005). The structure of conscientiousness: An empirical investigation based on seven major personality questionnaires. Personnel Psychology, 58, 103–139. https://doi.org/10.1111/j.1744-6570.2005.00301.x
- Roets, A., Cornelis, I., & Van Hiel, A. (2014). Openness as a predictor of political orientation and conventional and unconventional political activism in Western and Eastern Europe. Journal of Personality Assessment, 96, 53–63. https://doi.org/10.1080/00223891.2013.809354
- Rojas, S. L., & Widiger, T. A. (2014). Convergent and discriminant validity of the Five Factor Form. Assessment, 21, 143–157. https://doi.org/10.1177/1073191113517260
- Scheier, M. F., Carver, C. S., & Bridges, M. W. (1994). Distinguishing optimism from neuroticism (and trait anxiety, self-mastery, and self-esteem): A reevaluation of the Life Orientation Test. Journal of Personality and Social Psychology, 67, 1063–1078. https://doi.org/10.1037/0022-3514.67.6.1063
- Sharpe, D. (1997). Of apples and oranges, file drawers and garbage: Why validity issues in meta-analysis will not go away. Clinical Psychology Review, 17, 881–901. https://doi.org/10.1016/S0272-7358(97)00056-1
- Sharpe, J. P., Martin, N. R., & Roth, K. A. (2011). Optimism and the Big Five factors of personality: Beyond neuroticism and extraversion. Personality and Individual Differences, 51, 946–951. https://doi.org/10.1016/j.paid.2011.07.033
- Sibley, C. G., & Duckitt, J. (2008). Personality and prejudice: A meta-analysis and theoretical review. Personality and Social Psychology Review, 12, 248–279. https://doi.org/10.1177/1088868308319226
- Sibley, C. G., Osborne, D., & Duckitt, J. (2012). Personality and political orientation: Meta-analysis and test of a threat-constraint model. Journal of Research in Personality, 46, 664–677. https://doi.org/10.1016/j.jrp.2012.08.002
- Siedor, L., Maples-Keller, J. L., Miller, J. D., & Campbell, W. K. (2016). Narcissism and hypomania revisited: A test of the similarities and differences in their empirical networks. Current Psychology: A Journal for Diverse Perspectives on Diverse Psychological Issues, 35, 244–254. https://doi.org/10.1007/s12144-016-9408-4
- Soto, C. J., & John, O. P. (2017). The next Big Five Inventory (BFI-2): Developing and assessing a hierarchical model with 15 facets to enhance bandwidth, fidelity, and predictive power. Journal of Personality and Social Psychology, 113, 117–143. https://doi.org/10.1037/pspp0000096
- Steel, P., Schmidt, J., & Shultz, J. (2008). Refining the relationship between personality and subjective well-being. Psychological Bulletin, 134, 138–161. https://doi.org/10.1037/0033-2909.134.1.138
- Stumpp, T., Muck, P. M., Hülsheger, U. R., Judge, T. A., & Maier, G. W. (2010). Core self-evaluations in Germany: Validation of a German measure and its relationships with career success. Applied Psychology: An International Review, 59, 674–700. https://doi.org/10.1111/j.1464-0597.2010.00422.x
- Tangney, J. P., Baumeister, R. F., & Boone, A. L. (2004). High self-control predicts good adjustment, less pathology, better grades, and interpersonal success. Journal of Personality, 72, 271–322. https://doi.org/10.1111/j.0022-3506.2004.00263.x
- Thalmayer, A. G., Saucier, G., & Eigenhuis, A. (2011). Comparative validity of brief to medium-length Big Five and Big Six personality questionnaires. Psychological Assessment, 23, 995–1009. https://doi.org/10.1037/a0024165
- Thielmann, I., & Hilbig, B. E. (2015). Trust: An integrative review from a person-situation perspective. Review of General Psychology, 19, 249–277. https://doi.org/10.1037/gpr0000046
- Thielmann, I., Hilbig, B. E., Zettler, I., & Moshagen, M. (2017). On measuring the sixth basic personality dimension: A comparison between HEXACO Honesty-Humility and Big Six Honesty-Propriety. Assessment, 24, 1024–1036. https://doi.org/10.1177/1073191116638411
- Treiber, L., Thunsdorff, C., Schmitt, M., & Schreiber, W. H. (2013). Testing the German 300-item IPIP scale: The translation and convergent validation of the 300-Item IPIP scale with its well-known counterpart, the NEO-PI-R. Poster presented at the World Conference on Personality, Stellenbosch, South Africa.
- Watson, D., Nus, E., & Wu, K. D. (2017). Development and validation of the Faceted Inventory of the Five-Factor Model (FI-FFM). Assessment. Advance online publication. https://doi.org/10.1177/1073191117711022
- Westen, D., & Rosenthal, R. (2003). Quantifying construct validity: Two simple measures. Journal of Personality and Social Psychology, 84, 608–618. https://doi.org/10.1037/0022-3514.84.3.608
- Williams, D. G. (1992). Dispositional optimism, neuroticism, and extraversion. Personality and Individual Differences, 13, 475–477. https://doi.org/10.1016/0191-8869(92)90076-2
- Zhao, K., & Smillie, L. D. (2015). The role of interpersonal traits in social decision making: Exploring sources of behavioral heterogeneity in economic games. Personality and Social Psychology Review, 19, 277–302. https://doi.org/10.1177/1088868314553709
- Ziegler, M., Booth, T., & Bensch, D. (2013). Getting entangled in the nomological net: Thoughts on validity and conceptual overlap. European Journal of Psychological Assessment, 29, 157–161. https://doi.org/10.1027/1015-5759/a000173
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