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Four Facts about Human Capital

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  • David J. Deming

Abstract

This paper synthesizes what economists have learned about human capital since Becker (1962) into four stylized facts. First, human capital explains at least one-third of the variation in labor earnings within countries and at least half of the variation across countries. Second, human capital investments have high economic returns throughout childhood and young adulthood. Third, we know how to build foundational skills such as literacy and numeracy, and resources are often the main constraint. Fourth, higher-order skills such as problem-solving and teamwork are increasingly valuable, and the technology for producing these skills is not well understood. We know that investment in education works and that skills matter for earnings, but we do not always know why.

Suggested Citation

  • David J. Deming, 2022. "Four Facts about Human Capital," Journal of Economic Perspectives, American Economic Association, vol. 36(3), pages 75-102, Summer.
  • Handle: RePEc:aea:jecper:v:36:y:2022:i:3:p:75-102
    DOI: 10.1257/jep.36.3.75
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    as
    1. David Card & Ana Rute Cardoso & Joerg Heining & Patrick Kline, 2018. "Firms and Labor Market Inequality: Evidence and Some Theory," Journal of Labor Economics, University of Chicago Press, vol. 36(S1), pages 13-70.
    2. Melanie Lührmann & Marta Serra-Garcia & Joachim Winter, 2018. "The Impact of Financial Education on Adolescents' Intertemporal Choices," American Economic Journal: Economic Policy, American Economic Association, vol. 10(3), pages 309-332, August.
    3. David S. Yeager & Paul Hanselman & Gregory M. Walton & Jared S. Murray & Robert Crosnoe & Chandra Muller & Elizabeth Tipton & Barbara Schneider & Chris S. Hulleman & Cintia P. Hinojosa & David Paunesk, 2019. "A national experiment reveals where a growth mindset improves achievement," Nature, Nature, vol. 573(7774), pages 364-369, September.
    4. Ofer Malamud & Cristian Pop-Eleches, 2011. "Home Computer Use and the Development of Human Capital," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 126(2), pages 987-1027.
    5. Thomas Dohmen & Armin Falk & David Huffman & Uwe Sunde, 2010. "Are Risk Aversion and Impatience Related to Cognitive Ability?," American Economic Review, American Economic Association, vol. 100(3), pages 1238-1260, June.
    6. Anna Aizer & Hilary W. Hoynes & Adriana Lleras-Muney, 2022. "Children and the US Social Safety Net: Balancing Disincentives for Adults and Benefits for Children," NBER Working Papers 29754, National Bureau of Economic Research, Inc.
    7. David Deming, 2009. "Early Childhood Intervention and Life-Cycle Skill Development: Evidence from Head Start," American Economic Journal: Applied Economics, American Economic Association, vol. 1(3), pages 111-134, July.
    8. Julian Cristia & Pablo Ibarrarán & Santiago Cueto & Ana Santiago & Eugenio Severín, 2017. "Technology and Child Development: Evidence from the One Laptop per Child Program," American Economic Journal: Applied Economics, American Economic Association, vol. 9(3), pages 295-320, July.
    9. Joseph G. Altonji & Charles R. Pierret, 2001. "Employer Learning and Statistical Discrimination," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 116(1), pages 313-350.
    10. Per-Anders Edin & Peter Fredriksson & Martin Nybom & Björn Öckert, 2022. "The Rising Return to Noncognitive Skill," American Economic Journal: Applied Economics, American Economic Association, vol. 14(2), pages 78-100, April.
    11. Leonard Goff & Ofer Malamud & Cristian Pop-Eleches & Miguel Urquiola, 2016. "Interactions Between Family and School Environments: Evidence on Dynamic Complementarities?," NBER Working Papers 22112, National Bureau of Economic Research, Inc.
    12. Laura Chioda & David Contreras-Loya & Paul Gertler & Dana Carney, 2021. "Making Entrepreneurs: Returns to Training Youth in Hard Versus Soft Business Skills," NBER Working Papers 28845, National Bureau of Economic Research, Inc.
    13. Prashant Loyalka & Anna Popova & Guirong Li & Zhaolei Shi, 2019. "Does Teacher Training Actually Work? Evidence from a Large-Scale Randomized Evaluation of a National Teacher Training Program," American Economic Journal: Applied Economics, American Economic Association, vol. 11(3), pages 128-154, July.
    14. Esther Duflo, 2001. "Schooling and Labor Market Consequences of School Construction in Indonesia: Evidence from an Unusual Policy Experiment," American Economic Review, American Economic Association, vol. 91(4), pages 795-813, September.
    15. Janet Currie & W. Bentley MacLeod, 2017. "Diagnosing Expertise: Human Capital, Decision Making, and Performance among Physicians," Journal of Labor Economics, University of Chicago Press, vol. 35(1), pages 1-43.
    16. Moretti, Enrico, 2004. "Estimating the social return to higher education: evidence from longitudinal and repeated cross-sectional data," Journal of Econometrics, Elsevier, vol. 121(1-2), pages 175-212.
    17. Douglas Almond & Janet Currie & Valentina Duque, 2018. "Childhood Circumstances and Adult Outcomes: Act II," Journal of Economic Literature, American Economic Association, vol. 56(4), pages 1360-1446, December.
    18. Joppe de Ree & Karthik Muralidharan & Menno Pradhan & Halsey Rogers, 2018. "Double for Nothing? Experimental Evidence on an Unconditional Teacher Salary Increase in Indonesia," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 133(2), pages 993-1039.
    19. Jacob A. Mincer, 1974. "Introduction to "Schooling, Experience, and Earnings"," NBER Chapters, in: Schooling, Experience, and Earnings, pages 1-4, National Bureau of Economic Research, Inc.
    20. Gonzalo Castex & Evgenia Kogan Dechter, 2014. "The Changing Roles of Education and Ability in Wage Determination," Journal of Labor Economics, University of Chicago Press, vol. 32(4), pages 685-710.
    21. Thomas Dohmen & Armin Falk & David Huffman & Uwe Sunde, 2018. "On the Relationship between Cognitive Ability and Risk Preference," Journal of Economic Perspectives, American Economic Association, vol. 32(2), pages 115-134, Spring.
    22. Karthik Muralidharan & Abhijeet Singh & Alejandro J. Ganimian, 2019. "Disrupting Education? Experimental Evidence on Technology-Aided Instruction in India," American Economic Review, American Economic Association, vol. 109(4), pages 1426-1460, April.
    23. David J. Deming, 2017. "The Growing Importance of Social Skills in the Labor Market," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(4), pages 1593-1640.
    24. Pedro Carneiro & Sokbae Lee, 2011. "Trends in Quality-Adjusted Skill Premia in the United States, 1960-2000," American Economic Review, American Economic Association, vol. 101(6), pages 2309-2349, October.
    25. N. Gregory Mankiw & David Romer & David N. Weil, 1992. "A Contribution to the Empirics of Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(2), pages 407-437.
    26. Karthik Muralidharan & Venkatesh Sundararaman, 2011. "Teacher Performance Pay: Experimental Evidence from India," Journal of Political Economy, University of Chicago Press, vol. 119(1), pages 39-77.
    27. Jens Ludwig & Douglas L. Miller, 2007. "Does Head Start Improve Children's Life Chances? Evidence from a Regression Discontinuity Design," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(1), pages 159-208.
    28. Almlund, Mathilde & Duckworth, Angela Lee & Heckman, James & Kautz, Tim, 2011. "Personality Psychology and Economics," Handbook of the Economics of Education, in: Erik Hanushek & Stephen Machin & Ludger Woessmann (ed.), Handbook of the Economics of Education, edition 1, volume 4, chapter 0, pages 1-181, Elsevier.
    29. Anna Aizer & Hilary Hoynes & Adriana Lleras-Muney, 2022. "Children and the US Social Safety Net: Balancing Disincentives for Adults and Benefits for Children," Journal of Economic Perspectives, American Economic Association, vol. 36(2), pages 149-174, Spring.
    30. 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.
    31. Karthik Muralidharan & Venkatesh Sundararaman, 2015. "Editor's Choice The Aggregate Effect of School Choice: Evidence from a Two-Stage Experiment in India," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 130(3), pages 1011-1066.
    32. Heckman, James J., 2011. "Integrating Personality Psychology into Economics," IZA Discussion Papers 5950, Institute of Labor Economics (IZA).
    33. Isaac Mbiti & Karthik Muralidharan & Mauricio Romero & Youdi Schipper & Constantine Manda & Rakesh Rajani, 2019. "Inputs, Incentives, and Complementarities in Education: Experimental Evidence from Tanzania," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 134(3), pages 1627-1673.
    34. Seth D. Zimmerman, 2014. "The Returns to College Admission for Academically Marginal Students," Journal of Labor Economics, University of Chicago Press, vol. 32(4), pages 711-754.
    35. Ben Weidmann & David J. Deming, 2021. "Team Players: How Social Skills Improve Team Performance," Econometrica, Econometric Society, vol. 89(6), pages 2637-2657, November.
    36. Sule Alan & Seda Ertac, 2018. "Fostering Patience in the Classroom: Results from Randomized Educational Intervention," Journal of Political Economy, University of Chicago Press, vol. 126(5), pages 1865-1911.
    37. Jacob A. Mincer, 1974. "Schooling, Experience, and Earnings," NBER Books, National Bureau of Economic Research, Inc, number minc74-1.
    38. Damon Clark & Paco Martorell, 2014. "The Signaling Value of a High School Diploma," Journal of Political Economy, University of Chicago Press, vol. 122(2), pages 282-318.
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    2. Germ'an Reyes, 2023. "Cognitive Endurance, Talent Selection, and the Labor Market Returns to Human Capital," Papers 2301.02575, arXiv.org.
    3. Pedro Portugal & Hugo Reis & Paulo Guimarães & Ana Rute Cardoso, 2023. "What lies behind returns to schooling: the role of labor market sorting and worker heterogeneity," Working Papers w202322, Banco de Portugal, Economics and Research Department.
    4. Hu, Xiaoshan & Wan, Guanghua & Zuo, Congmin, 2023. "Education expansion and income inequality: Empirical evidence from China," BOFIT Discussion Papers 7/2023, Bank of Finland Institute for Emerging Economies (BOFIT).
    5. Raphaël Martin & Thomas Renault & Baptiste Roux, 2022. "Baisse de la productivité en France : échec en « maths » ?," Post-Print hal-04084079, HAL.
    6. Janet Chepngetich Sitonik & Jane Munga & James Mbebe, 2024. "Influence of Employee Involvement on the Performance of Commercial Banks in Kenya," International Journal of Research and Innovation in Social Science, International Journal of Research and Innovation in Social Science (IJRISS), vol. 8(8), pages 3375-3383, August.
    7. Claudia Goldin & Lawrence F. Katz, 2024. "The Incubator of Human Capital: The NBER and the Rise of the Human Capital Paradigm," NBER Chapters, in: The Economic History of American Inequality: New Evidence and Perspectives, National Bureau of Economic Research, Inc.
    8. Christina Langer & Simon Wiederhold, 2023. "The Value of Early-Career Skills," CESifo Working Paper Series 10288, CESifo.
    9. Tobias Hiller, 2023. "Training, Abilities and the Structure of Teams," Games, MDPI, vol. 14(3), pages 1-8, May.
    10. Ifeanyi J. Ozulumba, PhD Candidate & Amaka G. Metu & Geraldine Nzeribe, 2024. "An Evaluation of the Impact of Migration on Human Capital Development: Evidence from the ECOWAS," International Journal of Research and Innovation in Social Science, International Journal of Research and Innovation in Social Science (IJRISS), vol. 8(7), pages 1086-1095, July.
    11. Livia Hazer & Gustaf Gredebäck, 2023. "The effects of war, displacement, and trauma on child development," Palgrave Communications, Palgrave Macmillan, vol. 10(1), pages 1-19, December.
    12. Germán Reyes, 2023. "Cognitive Endurance, Talent Selection, and the Labor Market Returns to Human Capital," CRC TR 224 Discussion Paper Series crctr224_2023_490, University of Bonn and University of Mannheim, Germany.
    13. Aleksandra Kuzior & Olena Arefieva & Alona Kovalchuk & Paulina Brożek & Volodymyr Tytykalo, 2022. "Strategic Guidelines for the Intellectualization of Human Capital in the Context of Innovative Transformation," Sustainability, MDPI, vol. 14(19), pages 1-17, September.
    14. Harry A Patrinos & George Psacharopoulos, 2023. "Estimating returns to education: back to the short-cut," Economics Bulletin, AccessEcon, vol. 43(3), pages 1208-1213.

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    More about this item

    JEL classification:

    • I26 - Health, Education, and Welfare - - Education - - - Returns to Education
    • 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
    • M53 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Personnel Economics - - - Training
    • M54 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Personnel Economics - - - Labor Management

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