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  • Cited by 2
  • Print publication year: 2019
  • Online publication date: February 2019

14 - Predicting Academic Effort

from Part III - Interest and Internal Motivation


Academic effort is a key construct in research on motivational variables such as interest and in research on conscientiousness, one of the Big Five domains of human personality. Surprisingly, the two lines of research have rarely been brought together. In this chapter, we describe the differences and similarities in the theoretical foundation of the two constructs and review research on their predictive power for academic effort. We then introduce the Conscientiousness × Interest Compensation (CONIC) model which postulates that conscientiousness and interest (partly) compensate for each other in predicting academic effort. Subsequently, we present empirical evidence for the model. In the final section of the chapter, we formulate some next steps in a research program on conscientiousness and interest.

Ainley, M. & Hidi, S. (2014). Interest and enjoyment. In Pekrun, R. & Linnenbrink-Garcia, L. (Eds.), International handbook of emotions in education (pp. 205–27). New York, NY: Routledge.
Asendorpf, J. & van Aken, M. A. G. (2003). Personality-relationship transaction in adolescence: Core versus surface personality characteristics. Journal of Personality, 71, 629–66. doi: 10.1111/1467-6494.7104005.
Bidjerano, T. & Dai, D. Y. (2007). The relationship between the big-five model of personality and self-regulated learning strategies. Learning and Individual Differences, 17, 6981. doi: 10.1016/j.lindif.2007.02.001.
Bong, M. (2001). Between- and within-domain relations of academic motivation among middle and high school students: Self-efficacy, task value, and achievement goals. Journal of Educational Psychology, 93, 2334. doi: 10.1037//0022-0663.93.1.23.
Cohen, J., Cohen, P., West, S. G., & Aiken, L. S. (2003). Applied multiple regression/correlation analysis for the behavioral sciences. Mahwah, NJ: Lawrence Erlbaum Associates.
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.
De Raad, B. & Schouwenburg, H. C. (1996). Personality in learning and education: A review. European Journal of Personality, 10, 303–36. doi: 10.1002/(SICI)1099-0984(199612)10:5<303::AID-PER262>3.3.CO;2-U.
Deci, E. L. & Ryan, R. M. (Eds.). (2002). Handbook of self-determination research. New York, NY: University of Rochester Press.
Denissen, J. J. A., Zarrett, N. R., & Eccles, J. S. (2007). I like to do it, I'm able, and I know I am: Longitudinal couplings between domain-specific achievement, self-concept, and interest. Child Development, 78, 430–47. doi: 10.1111/j.1467-8624.2007.01007.x.
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(5), 880.
Di Domenico, S. I. & Fournier, M. A. (2015). Able, ready, and willing: Examining the additive and interactive effects of intelligence, conscientiousness, and autonomous motivation on undergraduate academic performance. Learning and Individual Differences, 40, 156–62. doi: 10.1016/j.lindif.2015.03.016.
Digman, J. M. (1990). Personality structure: Emergence of the five-factor model. In Rosenzweig, M. R. & Porter, L. W. (Eds.), Annual review of psychology (Vol. 41, pp. 417–46). Palo Alto, CA: Annual Reviews.
Eccles, J. S. & Wigfield, A. (2002). Motivational beliefs, values, and goals. Annual Review of Psychology, 53, 109–32. doi: 10.1146/annurev.psych.53.100901.135153.
Eccles, J., Wigfield, A., Harold, R., & Blumenfeld, P. (1993). Age and gender differences in children's self and task perceptions during elementary school. Child Development, 64, 830–47. doi: 10.2307/1131221.
Emmons, R. A. (1989). Exploring the relations between motives and traits: The case of narcissism. In Buss, D. & Cantor, N. (Eds.), Personality psychology: Recent trends and emerging directions (pp. 3244). New York, NY: Springer.
Fayard, J. V., Roberts, B. W., Robins, R. W., & Watson, D. (2012). Uncovering the affective core of conscientiousness: The role of self-conscious emotions. Journal of Personality, 80, 132.
Fleeson, W. & Gallagher, P. (2009). The implications of Big Five standing for the distribution of trait manifestation in behavior: Fifteen experience-sampling studies and a meta-analysis. Journal of Personality and Social Psychology, 97, 1097–114. doi: 10.1037/a0016786.
Funder, D. (1991). Global traits: A neo-Allportian approach to personality. Psychological Science, 2, 31–9. doi: 10.1111/j.1467-9280.1991.tb00093.x.
Gaspard, H., Häfner, I., Parrisius, C., Trautwein, U., & Nagengast, B. (2016). Assessing task values in five subjects during secondary school: Measurement structure and mean level differences across grade level, gender, and academic subject. Contemporary Educational Psychology. Advance online publication. doi: 10.1016/j.cedpsych.2016.09.003.
Gaspard, H., Häfner, I., Parrisius, C., Trautwein, U., & Nagengast, B. (2017). Assessing task values in five subjects during secondary school: Measurement structure and mean level differences across grade level, gender, and academic subject. Contemporary Educational Psychology, 48, 6784. doi: 10.1016/j.cedpsych.2016.09.003.
Goldberg, L.R. (1993). The structure of phenotypic personality traits. American Psychologist, 48, 2634. doi: 10.1037//0003-066X.48.1.26.
Göllner, R., Roberts, B.W., Damian, R.I., Lüdtke, O., Jonkmann, K., & Trautwein, U. (2017). Whose “storm and stress” is it? Parent and child reports of personality development in the transition to early adolescence. Journal of Personality, 83(3), 376–87. doi: 10.1111/jopy.12246.
Hidi, S. & Ainley, M. (2008). Interest and self-regulation: Relationships between two variables that influence learning. In Schunk, D. H. & Zimmerman, B. J. (Eds.), Motivation and self-regulated learning: Theory, research, and applications (pp. 77109). New York, NY: Routledge.
Hidi, S. & Renninger, K. A. (2006). The four-phase model of interest development. Educational Psychologist, 41, 111–27. doi: 10.1207/s15326985ep4102_4.
Hill, P. L., Nickel, L.B., & Roberts, B.W. (2014). Are you in a healthy relationship? Linking conscientiousness to health via implementing and immunizing behaviors. Journal of Personality, 82, 485–92.
Jackson, J. J., Hill, P. L., & Roberts, B. W. (2012). Misconceptions of traits continue to persist: A response to Bandura. Journal of Management, 38, 745–52. doi: 10.1177/0149206312438775.
Jackson, J. J., Wood, D., Bogg, T., Walton, K. E., Harms, P. D., & Roberts, B. W. (2010). What do conscientious people do? Development and validation of the Behavioral Indicators of Conscientiousness (BIC). Journal of Research in Personality, 44(4), 501–11.
Jansen, M., Lüdtke, O., & Schroeders, U. (2016). Evidence for a positive relation between interest and achievement: Examining between-person and within-person variation in five domains. Contemporary Educational Psychology, 46, 116–27.
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 John, O. P., Robins, R. W., & Pervin, L. A. (Eds.), Handbook of personality: Theory and research (pp. 114–58). New York, NY: Guilford Press.
John, O. P. & Srivastava, S. (1999). The big five trait taxonomy: History, measurement, and theoretical perspectives. In Pervin, L. A. & John, O. P. (Eds.), Handbook of personality: Theory and research (2nd ed., pp. 102–38). New York, NY: Guilford Press.
Kandler, C., Zimmermann, J., & McAdams, D. P. (2014). Core and surface characteristics for the description and theory of personality differences and development. European Journal of Personality, 28, 231–43. doi: 10.1002/per.1952.
Klein, A. & Moosbrugger, H. (2000). Maximum likelihood estimation of latent interaction effects with the LMS method. Psychometrika, 65, 457–74. doi: 10.1007/BF02296338.
Krapp, A. (2002). Structural and dynamic aspects of interest development: Theoretical considerations from an ontogenetic perspective. Learning and Instruction, 12, 383409. doi: 10.1016/S0959-4752(01)00011-1.
Lüdtke, O., Roberts, B., Trautwein, U., & Nagy, G. (2011). A random walk down university avenue: Life paths, life events, and personality trait change at the transition to university life. Journal of Personality and Social Psychology, 101(3), 620–37. doi: 10.1037/a0023743.
Marsh, H. W. (1986). Verbal and math self-concepts: An internal/external frame of reference model. American Educational Research Journal, 23, 129–49.
Marsh, H. W., Lüdtke, O., Muthén, B., Asparouhov, T., Morin, A. J. S., Trautwein, U., & Nagengast, B. (2010). A new look at the big five factor structure through exploratory structural equation modeling. Psychological Assessment, 22, 471–91. doi: 10.1037/a0019227.
McAdams, D. P. & Pals, J. L. (2006). A new Big Five: Fundamental principles for an integrative science of personality. American Psychologist, 61, 204–17. doi: 10.1037/0003-066X.61.3.204.
McCrae, R. R. & Costa, P. T. Jr. (2003). Personality in adulthood: A five-factor theory perspective (2nd ed.). New York, NY, US: Guilford Press.
McCrae, R. R. & Costa, P. T. Jr. (2008). Empirical and theoretical status of the Five-Factor Model of personality traits. In Boyle, G. J., Matthews, G., & Saklofske, D. H. (Eds.), The Sage handbook of personality theory and assessment (pp. 273–94). London: Sage.
Nagy, G., Trautwein, U., Baumert, J., Köller, O., & Garrett, J. (2006). Gender and course selection in upper secondary education: Effects of academic self-concept and intrinsic value. Educational Research and Evaluation, 12, 323–45. doi: 10.1080/13803610600765687.
Noftle, E. E. & Robins, R. W. (2007). Personality predictors of academic outcomes: Big Five correlates of GPA and SAT scores. Journal of Personality and Social Psychology, 93, 116–30. doi: 10.1037/0022-3514.93.1.116.
Pintrich, P. R. (2003). A motivational science perspective on the role of student motivation in learning and teaching contexts. Journal of Educational Psychology, 95, 667–86.
Poropat, A. E. (2009). A meta-analysis of the five-factor model of personality and academic performance. Psychological Bulletin, 135, 322–38. doi: 10.1037/a0014996.
Reeve, J., Lee, W., & Won, S. (2015). Interest as emotion, as affect, and as schema. In Renninger, K. A., Nieswandt, M., & Hidi, S. (Eds.), Interest in mathematics and science learning (pp. 7992). Washington, DC: American Educational Research Association.
Renninger, K. A. & Hidi, S. (2011). Revisiting the conceptualization, measurement, and generation of interest. Educational Psychologist, 46, 168–84.
Renninger, K. A. & Hidi, S. (2016). The power of interest for motivation and engagement. New York, NY: Routledge.
Renninger, K. A., Nieswandt, M., & Hidi, S. (Eds.). (2015). Interest in mathematics and science learning. Washington, DC: AERA.
Rieger, S., Göllner, R., Spengler, M., Trautwein, U., Nagengast, B., & Roberts, B. W. (2017). Social cognitive constructs are just as stable as the Big Five between grades 5 and 8. AERA Open, 3(3), 19.
Rieger, S., Göllner, R., Spengler, M., et al. (2018). The development of students academic effort: Unique and joint effects of conscientiousness and individual interest, under review.
Roberts, B. W. (2009). Back to the future: Personality and assessment and personality development. Journal of Research in Personality, 43, 137–45.
Roberts, B. W. & DelVecchio, W. F. (2000). The rank-order consistency of personality traits from childhood to old age: A quantitative review of longitudinal studies. Psychological Bulletin, 126, 325.
Roberts, B. W., Lejuez, C., Krueger, R. F., Richards, J. M., & Hill, P. L. (2014). What is conscientiousness and how can it be assessed? Developmental Psychology, 50(5), 1315–30.
Roberts, B. W. & Nickel, L. B. (2017). A critical evaluation of the Neo-Socioanalytic Model of personality. In Specht, J. (Ed.), Personality development across the lifespan (pp. 157–77). San Diego, CA: Elsevier.
Sansone, C., Thoman, D. B., & Smith, J. L. (2010). Interest and self-regulation: Understanding individual variability in choices, effort, and persistence over time. In Hoyle, R. H. (Ed.), Handbook of personality and self-regulation (pp. 192217). West Sussex: Wiley-Blackwell.
Sansone, C., Wiebe, D. J., & Morgan, C. L. (1999). Self-regulating motivation: The moderating role of hardiness and conscientiousness. Journal of Personality, 67, 701–33.
Schiefele, U. (1991). Interest, learning, and motivation. Educational Psychologist, 26, 299323. doi: 10.1207/s15326985ep2603&4_5.
Schiefele, U., Krapp, A., & Winteler, A. (1992). Interest as a predictor of academic achievement: A meta-analysis of research. In Renninger, K. A., Hidi, S., & Krapp, A. (Eds.), The role of interest in learning and development (pp. 183212). Hillsdale, NJ: Lawrence Erlbaum.
Song, J., Gaspard, H., Nagengast, B., & Trautwein, U. (2018). Predicting academic effort and achievement: Generalizability of the Conscientiousness × Interest Compensation (CONIC) model across domains, outcomes, and predictors, submitted for publication.
Spengler, M., Brunner, M., Damian, R. I., Lüdtke, O., Martin, R., & Roberts, B. W. (2015a). Does it help to be a responsible student? Student characteristics and behaviors at age 12 predict occupational success 40 years later over and above childhood IQ and parental SES. Developmental Psychology, 51 (9), 1329–40.
Spengler, M., Lüdtke, O., Martin, R., & Brunner, M. (2013). Personality is related to educational outcomes in late adolescence: Evidence from two large-scale achievement studies. Journal of Research in Personality, 47, 613–25.
Spengler, M., Roberts, B. W., Lüdtke, O., Martin, R. & Brunner, M. (2015b). The kind of student you were in elementary school predicts mortality. Journal of Personality. doi: 10.1111/jopy.12180.
Spengler, M., Roberts, B. W., Lüdtke, O., Martin, R., & Brunner, M. (2016). Student characteristics and behaviors in childhood predict self-reported health in middle adulthood. European Journal of Personality, 30(5), 456–66.
Stoll, G., Rieger, S., Lüdtke, O., Nagengast, B., Trautwein, U., & Roberts, B. W. (2017). Vocational interests assessed at the end of high school predict life outcomes assessed 10 years later over and above IQ and Big Five personality traits. Journal of Personality and Social Psychology, 113(1), 167–84. doi: 10.1037/pspp0000117.
Thoman, D. B., Smith, J. L., & Silva, P. J. (2011). The resource replenishment function of interest. Social Psychological and Personality Science, 2, 592–99.
Trautwein, U. & Lüdtke, O. (2007). Students’ self-reported effort and time on homework in six school subjects: Between-student differences and within-student variation. Journal of Educational Psychology, 99, 432–44. doi: 10.1037/0022-0663.99.2.432.
Trautwein, U. & Lüdtke, O. (2009). Predicting homework motivation and homework effort in six school subjects: The role of person and family characteristics, classroom factors, and school track. Learning and Instruction, 19, 243–58. doi: 10.1016/j.learninstruc.2008.05.001.
Trautwein, U., Lüdtke, O., Kastens, C. & Köller, O. (2006). Effort on homework in grades 5 through 9: Development, motivational antecedents, and the association with effort on classwork. Child Development, 77(4), 1094–111. doi: 10.1111/j.1467-8624.2006.00921.x.
Trautwein, U., Lüdtke, O., Nagy, N., Lenski, A., Niggli, A., & Schnyder, I. (2015). Using individual interest and conscientiousness to predict academic effort: Additive, synergistic, or compensatory effects? Journal of Personality and Social Psychology, 109, 142–62. doi: 10.1037/pspp0000034.
Trautwein, U., Lüdtke, O., Roberts, B. W., Schnyder, I., & Niggli, A. (2009). Different forces, same consequence: Conscientiousness and competence beliefs are independent predictors of academic effort and achievement. Journal of Personality and Social Psychology, 97, 1115–28. doi: 10.1037/a0017048.
Trautwein, U., Lüdtke, O., Schnyder, I. & Niggli, A. (2006). Predicting homework effort: Support for a domain-specific, multilevel homework model. Journal of Educational Psychology, 98(2), 438–56. doi: 10.1037/0022-0663.98.2.438.
Trautwein, U., Marsh, H.W., Nagengast, B., Lüdtke, O., Nagy, G., & Jonkmann, K. (2012). Probing for the multiplicative term in modern expectancy-value theory: A latent interaction modeling study. Journal of Educational Psychology, 104, 763–77. doi: 10.1037/a0027470.
Tsai, Y.-M., Kunter, M., Lüdtke, O., Trautwein, U., & Ryan, R. (2008). What makes lessons interesting? The role of situation and person factors in three school subjects. Journal of Educational Psychology, 100, 460–72. doi: 10.1037/0022-0663.100.2.460.
Wigfield, A. & Eccles, J. S. (2000). Expectancy-value theory of achievement motivation. Contemporary Educational Psychology, 25, 6881. doi: 10.1006/ceps.1999.1015.
Winter, D. G., John, O. P., Stewart, A. J., Klohnen, E. C., & Duncan, L. E. (1998). Traits and motives: Toward an integration of two traditions in personality research. Psychological Review, 105, 230–50. doi: 10.1037//0033-295X.105.2.230.
Xu, Y., Beller, A. H., Roberts, B. W., & Brown, J. R. (2015). Personality and young adult financial distress. Journal of Economic Psychology, 51, 90100.