IDEAS home Printed from https://ideas.repec.org/p/diw/diwsop/diw_sp921.html
   My bibliography  Save this paper

The Returns to Personality Traits across the Wage Distribution

Author

Listed:
  • Matthias Collischon

Abstract

This paper investigates heterogeneous wage effects of non-cognitive skills across the wage distribution. I develop a model of wage determination under uncertainty with respect to individual productivity based on three components (minimum wages, productivity premiums, bargaining premiums). Based on this model, I expect (i) a larger importance and (ii) larger effects of non-cognitive skills for high-wage employees compared to their low-wage counterparts. I test these hypotheses with unconditional quantile regressions using large-scale survey data from Germany, the UK, and Australia. To test the joint explanatory contribution of multiple variables within a quantile-regression framework, I propose a new statistic that quantifies the rise in explanatory power generated by additional explanatory variables. The findings indicate a rising importance as well as increasing effects of certain personality traits (agreeableness, neuroticism and risk taking) across the wage distribution for full-time employed males and females.

Suggested Citation

  • Matthias Collischon, 2017. "The Returns to Personality Traits across the Wage Distribution," SOEPpapers on Multidisciplinary Panel Data Research 921, DIW Berlin, The German Socio-Economic Panel (SOEP).
  • Handle: RePEc:diw:diwsop:diw_sp921
    as

    Download full text from publisher

    File URL: https://www.diw.de/documents/publikationen/73/diw_01.c.563076.de/diw_sp0921.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Simon Gachter & Ernst Fehr, 2000. "Cooperation and Punishment in Public Goods Experiments," American Economic Review, American Economic Association, vol. 90(4), pages 980-994, September.
    2. Cobb-Clark, Deborah A. & Schurer, Stefanie, 2012. "The stability of big-five personality traits," Economics Letters, Elsevier, vol. 115(1), pages 11-15.
    3. Nils Braakmann, 2009. "Psychological traits and the gender gap in full-time employment and wages: Evidence from Germany," Working Paper Series in Economics 112, University of Lüneburg, Institute of Economics.
    4. Oriana Bandiera & Iwan Barankay & Imran Rasul, 2005. "Social Preferences and the Response to Incentives: Evidence from Personnel Data," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 120(3), pages 917-962.
    5. Heckman, James J. & Moon, Seong Hyeok & Pinto, Rodrigo & Savelyev, Peter A. & Yavitz, Adam, 2010. "The rate of return to the HighScope Perry Preschool Program," Journal of Public Economics, Elsevier, vol. 94(1-2), pages 114-128, February.
    6. Mondak, Jeffery J. & Hibbing, Matthew V. & Canache, Damarys & Seligson, Mitchell A. & Anderson, Mary R., 2010. "Personality and Civic Engagement: An Integrative Framework for the Study of Trait Effects on Political Behavior," American Political Science Review, Cambridge University Press, vol. 104(1), pages 85-110, February.
    7. Guido Heineck, 2011. "Does it Pay to Be Nice? Personality and Earnings in the United Kingdom," ILR Review, Cornell University, ILR School, vol. 64(5), pages 1020-1038, October.
    8. Lee Cronbach, 1951. "Coefficient alpha and the internal structure of tests," Psychometrika, Springer;The Psychometric Society, vol. 16(3), pages 297-334, September.
    9. Alita Nandi & Cheti Nicoletti, 2014. "Explaining personality pay gaps in the UK," Applied Economics, Taylor & Francis Journals, vol. 46(26), pages 3131-3150, September.
    10. Silke Anger & Daniel D. Schnitzlein, 2017. "Cognitive skills, non-cognitive skills, and family background: evidence from sibling correlations," Journal of Population Economics, Springer;European Society for Population Economics, vol. 30(2), pages 591-620, April.
    11. Becker, Gary S., 1971. "The Economics of Discrimination," University of Chicago Press Economics Books, University of Chicago Press, edition 2, number 9780226041162, September.
    12. 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.
    13. Heckman, James, 2013. "Sample selection bias as a specification error," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 31(3), pages 129-137.
    14. Heckman, James J. & Kautz, Tim, 2012. "Hard evidence on soft skills," Labour Economics, Elsevier, vol. 19(4), pages 451-464.
    15. Nyhus, Ellen K. & Pons, Empar, 2005. "The effects of personality on earnings," Journal of Economic Psychology, Elsevier, vol. 26(3), pages 363-384, June.
    16. David Card & Ana Rute Cardoso & Patrick Kline, 2016. "Bargaining, Sorting, and the Gender Wage Gap: Quantifying the Impact of Firms on the Relative Pay of Women," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(2), pages 633-686.
    17. Katrin John & Stephan Thomsen, 2014. "Heterogeneous returns to personality: the role of occupational choice," Empirical Economics, Springer, vol. 47(2), pages 553-592, September.
    18. Ellen K. Nyhus & Empar Pons, 2012. "Personality and the gender wage gap," Applied Economics, Taylor & Francis Journals, vol. 44(1), pages 105-118, January.
    19. Cobb-Clark, Deborah & Schurer, Stefanie, 2011. "Two economists’ musings on the stability of locus of control," Working Paper Series 1619, Victoria University of Wellington, School of Economics and Finance.
    20. Phelps, Edmund S, 1972. "The Statistical Theory of Racism and Sexism," American Economic Review, American Economic Association, vol. 62(4), pages 659-661, September.
    21. Edward P. Lazear, 2000. "Performance Pay and Productivity," American Economic Review, American Economic Association, vol. 90(5), pages 1346-1361, December.
    22. 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.
    23. Muriel Niederle & Lise Vesterlund, 2007. "Do Women Shy Away From Competition? Do Men Compete Too Much?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(3), pages 1067-1101.
    24. Sergio Firpo & Nicole M. Fortin & Thomas Lemieux, 2009. "Unconditional Quantile Regressions," Econometrica, Econometric Society, vol. 77(3), pages 953-973, May.
    25. Jule Specht & Boris Egloff & Stefan C. Schmukle, 2011. "Stability and Change of Personality across the Life Course: The Impact of Age and Major Life Events on Mean-Level and Rank-Order Stability of the Big Five," SOEPpapers on Multidisciplinary Panel Data Research 377, DIW Berlin, The German Socio-Economic Panel (SOEP).
    26. Brenzel, Hanna & Laible, Marie-Christine, 2016. "Does personality matter? : the impact of the big five on the migrant and gender wage gaps," IAB-Discussion Paper 201626, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany].
    27. Elkins, Rosemary K. & Kassenboehmer, Sonja C. & Schurer, Stefanie, 2017. "The stability of personality traits in adolescence and young adulthood," Journal of Economic Psychology, Elsevier, vol. 60(C), pages 37-52.
    28. Nils Braakmann, 2009. "The Role of Psychological Traits for the Gender Gap in Full-Time Employment and Wages: Evidence from Germany," SOEPpapers on Multidisciplinary Panel Data Research 162, DIW Berlin, The German Socio-Economic Panel (SOEP).
    29. Bruttel, Lisa & Fischbacher, Urs, 2013. "Taking the initiative. What characterizes leaders?," European Economic Review, Elsevier, vol. 64(C), pages 147-168.
    30. Gert G. Wagner & Joachim R. Frick & Jürgen Schupp, 2007. "The German Socio-Economic Panel Study (SOEP) – Scope, Evolution and Enhancements," Schmollers Jahrbuch : Journal of Applied Social Science Studies / Zeitschrift für Wirtschafts- und Sozialwissenschaften, Duncker & Humblot, Berlin, vol. 127(1), pages 139-169.
    31. A. Colin Cameron & Douglas L. Miller, 2015. "A Practitioner’s Guide to Cluster-Robust Inference," Journal of Human Resources, University of Wisconsin Press, vol. 50(2), pages 317-372.
    32. Semykina, Anastasia & Linz, Susan J., 2007. "Gender differences in personality and earnings: Evidence from Russia," Journal of Economic Psychology, Elsevier, vol. 28(3), pages 387-410, June.
    33. Gerrit Mueller & Erik Plug, 2006. "Estimating the Effect of Personality on Male and Female Earnings," ILR Review, Cornell University, ILR School, vol. 60(1), pages 3-22, October.
    34. 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.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Bühler, Dorothee & Sharma, Rasadhika & Stein, Wiebke, 2020. "Occupational Attainment and Earnings in Southeast Asia: The Role of Non-cognitive Skills," Labour Economics, Elsevier, vol. 67(C).
    2. Peter A. Savelyev & Kegon T. K. Tan, 2019. "Socioemotional Skills, Education, and Health-Related Outcomes of High-Ability Individuals," American Journal of Health Economics, MIT Press, vol. 5(2), pages 250-280, Spring.
    3. Alderotti, Giammarco & Rapallini, Chiara & Traverso, Silvio, 2023. "The Big Five personality traits and earnings: A meta-analysis," Journal of Economic Psychology, Elsevier, vol. 94(C).
    4. Josten, Cecily & Lordan, Grace, 2024. "Who Makes It to the Top? Differential Rewards to Personality across Gender and Occupation in the UK," IZA Discussion Papers 16754, Institute of Labor Economics (IZA).
    5. Gavoille, Nicolas & Hazans, Mihails, 2022. "Personality Traits, Remote Work and Productivity," IZA Discussion Papers 15486, Institute of Labor Economics (IZA).
    6. Bonaccolto-Töpfer, Marina & Briel, Stephanie, 2022. "The gender pay gap revisited: Does machine learning offer new insights?," Labour Economics, Elsevier, vol. 78(C).
    7. Justine Herve & Helene Purcell & Subha Mani, 2023. "Conscientiousness Matters: How does Personality affect Labor Market Outcomes?," Fordham Economics Discussion Paper Series dp2023-05er:dp2023-05, Fordham University, Department of Economics.
    8. Matthias Collischon, 2019. "Is There a Glass Ceiling over Germany?," German Economic Review, Verein für Socialpolitik, vol. 20(4), pages 329-359, November.
    9. Sofie Cabus & Joanna Napierala & Stephanie Carretero, 2021. "The Returns to Non-Cognitive Skills: A Meta-Analysis," JRC Working Papers on Labour, Education and Technology 2021-06, Joint Research Centre.
    10. Luthra, Renee Reichl & Platt, Lucinda, 2023. "Do immigrants benefit from selection? Migrant educational selectivity and its association with social networks, skills and health," LSE Research Online Documents on Economics 118629, London School of Economics and Political Science, LSE Library.
    11. Deborah A. Cobb‐Clark & Lihini De Silva, 2021. "Participation, Unemployment, and Wages," Australian Economic Review, The University of Melbourne, Melbourne Institute of Applied Economic and Social Research, vol. 54(4), pages 482-493, December.
    12. Josten, Cecily & Krause, Helen & Lordan, Grace & Yeung, Brian, 2024. "What skills pay more? The changing demand and return to skills for professional workers," LSE Research Online Documents on Economics 121450, London School of Economics and Political Science, LSE Library.
    13. Ksenia V. Rozhkova & Natalya Yemelina & Sergey Yu. Roshchin, 2021. "Can Non-Cognitive Skills Explain The Gender Wage Gap In Russia? An Unconditional Quantile Regression Approach," HSE Working papers WP BRP 252/EC/2021, National Research University Higher School of Economics.
    14. Collischon & Matthias, 2018. "Can Personality Traits Explain Glass Ceilings?," SOEPpapers on Multidisciplinary Panel Data Research 965, DIW Berlin, The German Socio-Economic Panel (SOEP).
    15. Kamila Cygan-Rehm, 2022. "Lifetime Consequences of Lost Instructional Time in the Classroom: Evidence from Shortened School Years," CESifo Working Paper Series 9892, CESifo.
    16. Cygan-Rehm, Kamila, 2023. "Lifetime consequences of lost instructional time in the classroom: Evidence from shortened school years," VfS Annual Conference 2023 (Regensburg): Growth and the "sociale Frage" 277608, Verein für Socialpolitik / German Economic Association.
    17. Brieland, Stephanie & Töpfer, Marina, 2020. "The gender pay gap revisited: Does machine learning offer new insights?," Discussion Papers 111, Friedrich-Alexander University Erlangen-Nuremberg, Chair of Labour and Regional Economics.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Collischon & Matthias, 2018. "Can Personality Traits Explain Glass Ceilings?," SOEPpapers on Multidisciplinary Panel Data Research 965, DIW Berlin, The German Socio-Economic Panel (SOEP).
    2. Leonora Risse & Lisa Farrell & Tim R L Fry, 2018. "Personality and pay: do gender gaps in confidence explain gender gaps in wages?," Oxford Economic Papers, Oxford University Press, vol. 70(4), pages 919-949.
    3. Ksenia V. Rozhkova & Natalya Yemelina & Sergey Yu. Roshchin, 2021. "Can Non-Cognitive Skills Explain The Gender Wage Gap In Russia? An Unconditional Quantile Regression Approach," HSE Working papers WP BRP 252/EC/2021, National Research University Higher School of Economics.
    4. Brenzel, Hanna & Laible, Marie-Christine, 2016. "Does personality matter? : the impact of the big five on the migrant and gender wage gaps," IAB-Discussion Paper 201626, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany].
    5. Thiel, Hendrik & Thomsen, Stephan L., 2013. "Noncognitive skills in economics: Models, measurement, and empirical evidence," Research in Economics, Elsevier, vol. 67(2), pages 189-214.
    6. Cubel, Maria & Nuevo-Chiquero, Ana & Sanchez-Pages, Santiago & Vidal-Fernandez, Marian, 2014. "Do Personality Traits Affect Productivity? Evidence from the Lab," IZA Discussion Papers 8308, Institute of Labor Economics (IZA).
    7. Lee, Sun Youn & Ohtake, Fumio, 2018. "Is being agreeable a key to success or failure in the labor market?," Journal of the Japanese and International Economies, Elsevier, vol. 49(C), pages 8-27.
    8. Nordman, Christophe Jalil & Sarr, Leopold & Sharma, Smriti, 2015. "Cognitive, Non-Cognitive Skills and Gender Wage Gaps: Evidence from Linked Employer-Employee Data in Bangladesh," IZA Discussion Papers 9132, Institute of Labor Economics (IZA).
    9. Maria Cubel & Ana Nuevo‐Chiquero & Santiago Sanchez‐Pages & Marian Vidal‐Fernandez, 2016. "Do Personality Traits Affect Productivity? Evidence from the Laboratory," Economic Journal, Royal Economic Society, vol. 0(592), pages 654-681, May.
    10. Judith Offerhaus, 2013. "The Type to Train?: Impacts of Personality Characteristics on Further Training Participation," SOEPpapers on Multidisciplinary Panel Data Research 531, DIW Berlin, The German Socio-Economic Panel (SOEP).
    11. Bühler, Dorothee & Sharma, Rasadhika & Stein, Wiebke, 2020. "Occupational Attainment and Earnings in Southeast Asia: The Role of Non-cognitive Skills," Labour Economics, Elsevier, vol. 67(C).
    12. Collischon, Matthias, 2016. "Personality, ability, marriage and the gender wage gap: Evidence from Germany," FAU Discussion Papers in Economics 08/2016, Friedrich-Alexander University Erlangen-Nuremberg, Institute for Economics.
    13. Bonaccolto-Töpfer, Marina & Briel, Stephanie, 2022. "The gender pay gap revisited: Does machine learning offer new insights?," Labour Economics, Elsevier, vol. 78(C).
    14. Gavoille, Nicolas & Hazans, Mihails, 2022. "Personality Traits, Remote Work and Productivity," IZA Discussion Papers 15486, Institute of Labor Economics (IZA).
    15. Flinn, Christopher J. & Todd, Petra E & Zhang, Weilong, 2018. "Personality traits, intra-household allocation and the gender wage gap," European Economic Review, Elsevier, vol. 109(C), pages 191-220.
    16. Glewwe, Paul & Song, Yang & Zou, Xianqiang, 2022. "Labor market outcomes, cognitive skills, and noncognitive skills in rural China," Journal of Economic Behavior & Organization, Elsevier, vol. 193(C), pages 294-311.
    17. Alita Nandi & Cheti Nicoletti, 2014. "Explaining personality pay gaps in the UK," Applied Economics, Taylor & Francis Journals, vol. 46(26), pages 3131-3150, September.
    18. Dohmen, Thomas, 2014. "Behavioral labor economics: Advances and future directions," Labour Economics, Elsevier, vol. 30(C), pages 71-85.
    19. Antoine Marsaudon, 2022. "Do Hospital Stays Modify Locus of Control?," De Economist, Springer, vol. 170(2), pages 257-277, May.
    20. Viinikainen, Jutta & Kokko, Katja, 2012. "Personality traits and unemployment: Evidence from longitudinal data," Journal of Economic Psychology, Elsevier, vol. 33(6), pages 1204-1222.

    More about this item

    Keywords

    non-cognitive skills; personality traits; unconditional quantile regression;
    All these keywords.

    JEL classification:

    • C21 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
    • J31 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Wage Level and Structure; Wage Differentials

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:diw:diwsop:diw_sp921. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Bibliothek (email available below). General contact details of provider: https://edirc.repec.org/data/sodiwde.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.