The HEXACO-Middle School Inventory (MSI)
A Personality Inventory for Children and Adolescents
Abstract
Abstract. We developed and validated a novel measure, the 6-factor personality HEXACO-Middle School Inventory (MSI). We started with a pool of 16 items for each of the six dimensions of the HEXACO. In Study 1, we administered the HEXACO-MSI to 1,089 Italian children and the Observer version to their parents. Using principal component analyses (PCA) and extension factor analysis (EFA), we selected the best eight items for each dimension. Confirmatory factor analysis (CFA) confirmed the 6-factor dimensionality and its invariance. Internal consistency of each dimension was adequate. Convergent and divergent validity were successfully established with a version of the scale filled by parents. Convergent validity was also established with the Big Five Questionnaire – Children (BFQ-Children) whereas divergent validity was less clear-cut. Conscientiousness, Honesty-Humility, and eXtraversion demonstrated predictive validity of school marks (criterion validity). In Study 2 (N = 317), we replicated dimensionality, internal consistency, and established test-retest reliability of each dimension in two measurements at a 1 month distance. The HEXACO-MSI showed a clear personality structure organized in six traits, and evidence of predictive validity of relevant school criteria particularly via Conscientiousness, Honesty-Humility, and eXtraversion.
References
2015). Honesty–humility in school: Exploring main and interaction effects on secondary school students’ antisocial and prosocial behavior. Learning and Individual Differences, 43, 211–217. https://doi.org/10.1016/j.lindif.2015.08.005
(2004). Personality development from 12 to 18 years of age: Changes in mean levels and structures of traits. European Journal of Personality, 18, 445–462. https://doi.org/10.1002/per.524
(2003). Validity of Big Five personality judgments in childhood: A 9 year longitudinal study. European Journal of Personality, 17, 1–17. https://doi.org/10.1002/per.460
(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
(2009). The HEXACO-60: A short measure of the major dimensions of personality. Journal of Personality Assessment, 91, 340–345. https://doi.org/10.1080/00223890902935878
(2014). The HEXACO honesty-humility, agreeableness, and emotionality factors. A review of research and theory. Personality and Social Psychology Review, 18, 139–152. https://doi.org/10.1177/1088868314523838
(2006). The HEXACO model of personality structure and indigenous lexical personality dimensions in Italian, Dutch, and English. Journal of Research in Personality, 40, 851–875. https://doi.org/10.1016/j.jrp.2005.06.003
(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
(2003). A questionnaire for measuring the Big Five in late childhood. Personality and Individual Differences, 34, 645–664. https://doi.org/10.1016/S0191-8869(02)00051-X
(1995). Controlling the false discovery rate: A practical and powerful approach to multiple testing. Journal of the Royal Statistical Society, 57, 289–300. https://doi.org/10.1111/j.2517-6161.1995.tb02031.x
(2012). Adolescent bullying and personality: An adaptive approach. Personality and Individual Differences, 52, 218–223. https://doi.org/10.1016/j.paid.2011.10.028
(2016). Unearthing the “green” personality core traits predict environmentally friendly behavior. Environment and Behavior, 46, 1–24. https://doi.org/10.1177/0013916514554695
(2006). Teacher’s corner: The MACS approach to testing for multigroup invariance of a second-order structure: A walk through the process. Structural Equation Modeling, 13, 287–321. https://doi.org/10.1207/s15328007sem1302_7
(2006).
(Personality development . In W. DamonR. M. LernerN. EisenbergEds., Handbook of child psychology, Vol. 3: Social, emotional, and personality development (6th ed., pp. 300–365). New York, NY: Wiley.2012). Unraveling the impact of the Big Five personality traits on academic performance: The moderating and mediating effects of self-efficacy and academic motivation. Learning and Individual Differences, 22, 439–448. https://doi.org/10.1016/j.lindif.2012.03.013
(2011). Broad versus narrow traits: Conscientiousness and Honesty–Humility as predictors of academic criteria. European Journal of Personality, 25, 336–348. https://doi.org/10.1002/per.795
(2014). Rethinking trait conceptions of social desirability scales: Impression management as an expression of honesty-humility. Assessment, 21, 286–299. https://doi.org/10.1177/1073191113504619
(1990). Personality structure: Emergence of the five-factor model. Annual Review of Psychology, 41, 417–440. https://doi.org/10.1146/annurev.ps.41.020190.002221
(1969). Personality in primary school children: 1. Ability and achievement. British Journal of Educational Psychology, 39, 109–122. https://doi.org/10.1111/j.2044-8279.1969.tb02054.x
(2015). Relations between Adolescent Ratings of Rothbart’s Temperament Questionnaire and the HEXACO Personality Inventory. Journal of Personality Assessment, 97, 163–171. https://doi.org/10.1080/00223891.2014.940961
(1993). The structure of phenotypic personality traits. American Psychologist, 48, 26–34.
(1997a). Exploratory factor analysis: Its role in item analysis. Journal of Personality Assessment, 68, 532–560. https://doi.org/10.1207/s15327752jpa6803_5
(1997b). New procedure for extension analysis in exploratory factor Analysis. Educational and Psychological Measurement, 57, 725–740. https://doi.org/10.1177/0013164497057005001
(1997). The self as a mediator between personality and adjustment. Journal of Personality and Social Psychology, 73, 392. https://doi.org/10.1037/0022-3514.73.2.392
(1993). LISREL 8: Users’ reference guide. Chicago, IL: Scientific Software International.
(2016). Honesty-Humility predicting self-estimated academic performance. International Journal of Personality Psychology, 2, 1–6.
(2011). Principles and practice of structural equation modeling (3rd ed.). New York, NY: Guilford Press.
(1998). Parental descriptions of child personality: Developmental antecedents of the big five?. Mahwah, NJ: Erlbaum.
(2016). A guideline of selecting and reporting intraclass correlation coefficients for reliability research. Journal of Chiropratic Medicine, 15, 155–163. https://doi.org/10.1016/j.jcm.2016.02.012
(2004). Psychometric properties of the HEXACO Personality Inventory. Multivariate Behavioral Research, 39, 329–358. https://doi.org/10.1207/s15327906mbr3902_8
(2005). Between- and within-person structures of personality: Response to Cervone (2005). European Journal of Personality, 19, 447–450. https://doi.org/10.1002/per.577
(2012). Getting mad and getting even: Agreeableness and Honesty-Humility as predictors of revenge intentions. Personality and Individual Differences, 52, 596–600. https://doi.org/10.1016/j.paid.2011.12.004
(2013). Prediction of self-and observer report scores on HEXACO-60 and NEO-FFI Scales. Journal of Research in Personality, 47, 668–675. https://doi.org/10.1016/j.jrp.2013.06.002
(2010). The personality bases of socio-political attitudes: The role of Honesty-Humility and Openness to Experience. Journal of Research in Personality, 44, 115–119. https://doi.org/10.1016/j.jrp.2009.08.007
(2013). Sex, power, and money: Prediction from the Dark Triad and Honesty-Humility. European Journal of Personality, 27, 169–184. https://doi.org/10.1002/per.1860
(2003). Personality and the likelihood to sexually harass. Sex Roles, 49, 59–69. https://doi.org/10.1177/1470595807088322
(1999). The Junior Temperament and Character Inventory: Preliminary validation of a child self-report measure. Psychological Reports, 84, 1127–1138. https://doi.org/10.2466/pr0.1999.84.3c.1127
(2009). Empirical identification of the major facets of Conscientiousness. Learning and Individual Differences, 19, 451–458. https://doi.org/10.1016/j.lindif.2009.03.007
(2014). Bifactor models of personality and college student performance: A broad versus narrow view. European Journal of Personality, 28, 604–619. https://doi.org/10.1002/per.1975
(1992). An introduction to the five‐factor model and its applications. Journal of Personality, 60, 175–215. https://doi.org/10.1111/j.1467-6494.1992.tb00970.x
(2017). The profile of a criminal offender depicted by HEXACO personality traits. Personality and Individual Differences, 107, 159–163. https://doi.org/10.1016/j.paid.2016.11.015
(2009). A meta-analysis of the five-factor model of personality and academic performance. Psychological Bulletin, 135, 322–338. https://doi.org/10.1037/a0014996
(2016). Measurement invariance conventions and reporting: The state of the art and future directions for psychological research. Developmental Review, 41, 71–90. https://doi.org/10.1016/j.dr.2016.06.004
(2018). R: A language and environment for statistical computing. Vienna, Austria: R Foundation for Statistical Computing. Retrieved from https://www.R-project.org/
. (2017). psych: Procedures for Personality and Psychological Research. Evanston, IL: North-western University. Retrieved from https://cran.r-project.org/web/packages=psych. R package version 1.7.12
(2012). Psychological correlates of university students’ academic performance: A systematic review and meta-analysis. Psychological Bulletin, 138, 353–387. https://doi.org/10.1037/a0026838
(2010). Mapping the landscape of personality in childhood and adolescence. Social and Personality Psychology Compass, 4, 1084–1097. https://doi.org/10.1111/j.1751-9004.2010.00315.x
(2017). The HEXACO personality traits, cultural intelligence, and international student adjustment. Personality and Individual Differences, 106, 21–25. https://doi.org/10.1016/j.paid.2016.10.024
(2008). The developmental psychometrics of Big Five self-reports: Acquiescence, factor structure, coherence, and differentiation from ages 10 to 20. Journal of Personality and Social Psychology, 94, 718–737. https://doi.org/10.1037/0022-3514.94.4.718
(2019). The HEXACO-100 across 16 languages: A large-scale test of measurement invariance. Journal of Personality Assessment, 11, 1–13. https://doi.org/10.1080/00223891.2019.1614011
(2017).
(Personality and academic performance . In V. Zeigler-HillT. ShackelfordEds., Encyclopedia of personality and individual differences (pp. 1–99). Cham, Switzerland: Springer. https://doi.org/10.1007/978-3-319-28099-8_989-12011). A hungry mind: Intellectual curiosity is the third pillar of academic performance. Perspectives on Psychological Science, 6, 574–588. https://doi.org/10.1177/1745691611421204
(