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On the interpretation of non-cognitive skills – what is being measured and why it matters

Author

Listed:
  • John Eric Humphries

    (University of Chicago, Department of Economics)

  • Fabian Kosse

    (University of Bonn)

Abstract

Across academic sub-fields such as labor, education, and behavioral economics, the measurement and interpretation of non-cognitive skills varies widely. As a result, it is difficult to compare results on the importance of non-cognitive skills across literatures. Drawing from these literatures, this paper systematically relates various prototypical non-cognitive measures within one data set. Specifically, we estimate and compare several different strategies for measuring non-cognitive skills. For each, we compare their relative effectiveness at predicting educational success and decompose what is being measured into underlying personality traits and economic preferences. We demonstrate that the construction of the non-cognitive factor greatly influences what is actually measured and what conclusions are reached about the role of non-cognitive skills in life outcomes such as educational attainment. Furthermore, we demonstrate that, while sometimes difficult to interpret, factors extracted from self-reported behaviors can have predictive power similar to well established taxonomies, such as the Big Five.

Suggested Citation

  • John Eric Humphries & Fabian Kosse, 2016. "On the interpretation of non-cognitive skills – what is being measured and why it matters," Working Papers 2016-025, Human Capital and Economic Opportunity Working Group.
    • Handle: RePEc:hka:wpaper:2016-025
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    1. Bart H.H. Golsteyn & Hans Grönqvist & Lena Lindahl, 2014. "Adolescent Time Preferences Predict Lifetime Outcomes," Economic Journal, Royal Economic Society, vol. 124(580), pages 739-761, November.
    2. Heckman, James J. & Humphries, John Eric & Veramendi, Gregory & Urzua, Sergio, 2014. "Education, Health and Wages," IZA Discussion Papers 8027, Institute of Labor Economics (IZA).
    3. Cobb-Clark, Deborah A. & Tan, Michelle, 2011. "Noncognitive skills, occupational attainment, and relative wages," Labour Economics, Elsevier, vol. 18(1), pages 1-13, January.
    4. Belzil, Christian & Leonardi, Marco, 2007. "Can risk aversion explain schooling attainments? Evidence from Italy," Labour Economics, Elsevier, vol. 14(6), pages 957-970, December.
    5. Lex Borghans & Angela Lee Duckworth & James J. Heckman & Bas ter Weel, 2008. "The Economics and Psychology of Personality Traits," Journal of Human Resources, University of Wisconsin Press, vol. 43(4).
    6. Thomas Dohmen & Armin Falk & David Huffman & Uwe Sunde & Jürgen Schupp & Gert G. Wagner, 2011. "Individual Risk Attitudes: Measurement, Determinants, And Behavioral Consequences," Journal of the European Economic Association, European Economic Association, vol. 9(3), pages 522-550, June.
    7. Anke Becker & Thomas Deckers & Thomas Dohmen & Armin Falk & Fabian Kosse, 2012. "The Relationship Between Economic Preferences and Psychological Personality Measures," Annual Review of Economics, Annual Reviews, vol. 4(1), pages 453-478, July.
    8. Brian A. Jacob, 2002. "Where the boys aren't: Non-cognitive skills, returns to school and the gender gap in higher education," NBER Working Papers 8964, National Bureau of Economic Research, Inc.
    9. John Horn, 1965. "A rationale and test for the number of factors in factor analysis," Psychometrika, Springer;The Psychometric Society, vol. 30(2), pages 179-185, June.
    10. Robert Kaestner & Kevin Callison, 2011. "Adolescent Cognitive and Noncognitive Correlates of Adult Health," Journal of Human Capital, University of Chicago Press, vol. 5(1), pages 29-69.
    11. Groves, Melissa Osborne, 2005. "How important is your personality? Labor market returns to personality for women in the US and UK," Journal of Economic Psychology, Elsevier, vol. 26(6), pages 827-841, December.
    12. James J. Heckman & Jora Stixrud & Sergio Urzua, 2006. "The Effects of Cognitive and Noncognitive Abilities on Labor Market Outcomes and Social Behavior," Journal of Labor Economics, University of Chicago Press, vol. 24(3), pages 411-482, July.
    13. Murnane, Richard J. & Willett, John B. & Braatz, M. Jay & Duhaldeborde, Yves, 2001. "Do different dimensions of male high school students' skills predict labor market success a decade later? Evidence from the NLSY," Economics of Education Review, Elsevier, vol. 20(4), pages 311-320, August.
    14. Lex Borghans & Bas ter Weel & Bruce A. Weinberg, 2008. "Interpersonal Styles and Labor Market Outcomes," Journal of Human Resources, University of Wisconsin Press, vol. 43(4).
    15. Burks, Stephen V. & Lewis, Connor & Kivi, Paul A. & Wiener, Amanda & Anderson, Jon E. & Götte, Lorenz & DeYoung, Colin G. & Rustichini, Aldo, 2015. "Cognitive skills, personality, and economic preferences in collegiate success," Journal of Economic Behavior & Organization, Elsevier, vol. 115(C), pages 30-44.
    16. Antecol, Heather & Cobb-Clark, Deborah A., 2010. "Do Non-Cognitive Skills Help Explain the Occupational Segregation of Young People?," IZA Discussion Papers 5093, Institute of Labor Economics (IZA).
    17. James Heckman & Rodrigo Pinto & Peter Savelyev, 2013. "Understanding the Mechanisms through Which an Influential Early Childhood Program Boosted Adult Outcomes," American Economic Review, American Economic Association, vol. 103(6), pages 2052-2086, October.
    18. Lex Borghans & Huub Meijers & Bas Ter Weel, 2008. "The Role Of Noncognitive Skills In Explaining Cognitive Test Scores," Economic Inquiry, Western Economic Association International, vol. 46(1), pages 2-12, January.
    19. Reynolds, Arthur J. & Temple, Judy A. & Ou, Suh-Ruu, 2010. "Preschool education, educational attainment, and crime prevention: Contributions of cognitive and non-cognitive skills," Children and Youth Services Review, Elsevier, vol. 32(8), pages 1054-1063, August.
    20. Keane, Michael P & Wolpin, Kenneth I, 1994. "The Solution and Estimation of Discrete Choice Dynamic Programming Models by Simulation and Interpolation: Monte Carlo Evidence," The Review of Economics and Statistics, MIT Press, vol. 76(4), pages 648-672, November.
    21. Heineck, Guido & Anger, Silke, 2010. "The returns to cognitive abilities and personality traits in Germany," Labour Economics, Elsevier, vol. 17(3), pages 535-546, June.
    22. Borghans, L. & Golsteyn, B.H.H. & Heckman, James & Humphries, John Eric, 2011. "Identification problems in personality psychology," Research Memorandum 025, Maastricht University, Maastricht Research School of Economics of Technology and Organization (METEOR).
    23. Sule Alan & Teodora Boneva & Seda Ertac, 2019. "Ever Failed, Try Again, Succeed Better: Results from a Randomized Educational Intervention on Grit," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 134(3), pages 1121-1162.
    24. Burks, Stephen & Carpenter, Jeffrey & Götte, Lorenz & Rustichini, Aldo, 2012. "Which measures of time preference best predict outcomes: Evidence from a large-scale field experiment," Journal of Economic Behavior & Organization, Elsevier, vol. 84(1), pages 308-320.
    25. Christopher Chabris & David Laibson & Carrie Morris & Jonathon Schuldt & Dmitry Taubinsky, 2008. "Individual laboratory-measured discount rates predict field behavior," Journal of Risk and Uncertainty, Springer, vol. 37(2), pages 237-269, December.
    26. Rémi Piatek & Pia Pinger, 2016. "Maintaining (Locus of) Control? Data Combination for the Identification and Inference of Factor Structure Models," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 31(4), pages 734-755, June.
    27. John M. Barron & Bradley T. Ewing & Glen R. Waddell, 2000. "The Effects Of High School Athletic Participation On Education And Labor Market Outcomes," The Review of Economics and Statistics, MIT Press, vol. 82(3), pages 409-421, August.
    28. Jacob, Brian A., 2002. "Where the boys aren't: non-cognitive skills, returns to school and the gender gap in higher education," Economics of Education Review, Elsevier, vol. 21(6), pages 589-598, December.
    29. Nicole M. Fortin, 2008. "The Gender Wage Gap among Young Adults in the United States: The Importance of Money versus People," Journal of Human Resources, University of Wisconsin Press, vol. 43(4).
    30. Neal, Derek A & Johnson, William R, 1996. "The Role of Premarket Factors in Black-White Wage Differences," Journal of Political Economy, University of Chicago Press, vol. 104(5), pages 869-895, October.
    31. Brunello, Giorgio & Schlotter, Martin, 2011. "Non Cognitive Skills and Personality Traits: Labour Market Relevance and their Development in Education & Training Systems," IZA Discussion Papers 5743, Institute of Labor Economics (IZA).
    32. James J. Heckman & John Eric Humphries & Sergio Urzua & Gregory Veramendi, 2010. "The effects of educational choices on labor market, health, and social outcomes," Working Papers 2011-002, Human Capital and Economic Opportunity Working Group.
    33. Greg J. Duncan & James N. Morgan, 1981. "Sense of Efficacy and Subsequent Change in Earnings-A Replication," Journal of Human Resources, University of Wisconsin Press, vol. 16(4), pages 649-657.
    34. Gensowski, Miriam, 2018. "Personality, IQ, and lifetime earnings," Labour Economics, Elsevier, vol. 51(C), pages 170-183.
    35. Ngina Chiteji, 2010. "Time Preference, Noncognitive Skills and Well Being across the Life Course: Do Noncognitive Skills Encourage Healthy Behavior?," American Economic Review, American Economic Association, vol. 100(2), pages 200-204, May.
    36. Delaney, Liam & Harmon, Colm & Ryan, Martin, 2013. "The role of noncognitive traits in undergraduate study behaviours," Economics of Education Review, Elsevier, vol. 32(C), pages 181-195.
    37. Rustichini, Aldo & DeYoung, Colin G. & Anderson, Jon E. & Burks, Stephen V., 2012. "Toward the Integration of Personality Theory and Decision Theory in the Explanation of Economic and Health Behavior," IZA Discussion Papers 6750, Institute of Labor Economics (IZA).
    38. Koch, Alexander & Nafziger, Julia & Nielsen, Helena Skyt, 2015. "Behavioral economics of education," Journal of Economic Behavior & Organization, Elsevier, vol. 115(C), pages 3-17.
    39. Ingvild Almås & Alexander W. Cappelen & Kjell G. Salvanes & Erik Ø. Sørensen & Bertil Tungodden, 2016. "What Explains the Gender Gap in College Track Dropout? Experimental and Administrative Evidence," American Economic Review, American Economic Association, vol. 106(5), pages 296-302, May.
    40. Yona Rubinstein & James J. Heckman, 2001. "The Importance of Noncognitive Skills: Lessons from the GED Testing Program," American Economic Review, American Economic Association, vol. 91(2), pages 145-149, May.
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    More about this item

    Keywords

    non-cognitive skills; personality; preferences; educational success;
    All these keywords.

    JEL classification:

    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
    • I20 - Health, Education, and Welfare - - Education - - - General
    • D03 - Microeconomics - - General - - - Behavioral Microeconomics: Underlying Principles
    • D90 - Microeconomics - - Micro-Based Behavioral Economics - - - General

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