IDEAS home Printed from https://ideas.repec.org/a/bla/obuest/v82y2020i6p1429-1455.html
   My bibliography  Save this article

Testing the Technology of Human Capital Production: A General‐to‐Restricted Framework

Author

Listed:
  • Sam Jones

Abstract

Studies of childhood development have suggested human capital is accumulated in complex and nonlinear ways. Nonetheless, empirical analyses of this process often impose a linear functional form. This paper investigates which technology assumptions matter in quantitative models of human capital production. I propose a general‐to‐restricted procedure to test the production technology, placing constraints on a modified McCarthy function, from which transcendental, constant elasticity of substitution, log‐linear and linear models are obtained as special cases. Applying the procedure to data on child height from the Young Lives surveys, as well as cognitive skills, I find that the technology of human capital production is neither log‐linear nor linear‐in‐parameters; rather, past and present inputs act as complements. I recommend that maintained hypotheses underlying functional form choices should be tested on a routine basis.

Suggested Citation

  • Sam Jones, 2020. "Testing the Technology of Human Capital Production: A General‐to‐Restricted Framework," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 82(6), pages 1429-1455, December.
  • Handle: RePEc:bla:obuest:v:82:y:2020:i:6:p:1429-1455
    DOI: 10.1111/obes.12374
    as

    Download full text from publisher

    File URL: https://doi.org/10.1111/obes.12374
    Download Restriction: no

    File URL: https://libkey.io/10.1111/obes.12374?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Curtis S. Signorino & Kuzey Yilmaz, 2003. "Strategic Misspecification in Regression Models," American Journal of Political Science, John Wiley & Sons, vol. 47(3), pages 551-566, July.
    2. Freeman, Rn & Tse, Sy, 1992. "A Nonlinear Model Of Security Price Responses To Unexpected Earnings," Journal of Accounting Research, Wiley Blackwell, vol. 30(2), pages 185-209.
    3. Raj Chetty & John N. Friedman & Jonah Rockoff, 2016. "Using Lagged Outcomes to Evaluate Bias in Value-Added Models," American Economic Review, American Economic Association, vol. 106(5), pages 393-399, May.
    4. Kaestner, Robert, 2016. "Do `Skills Beget Skills'? Evidence on the effect of kindergarten entrance age on the evolution of cognitive and non-cognitive skill gaps in childhoodAuthor-Name: Lubotsky, Darren," Economics of Education Review, Elsevier, vol. 53(C), pages 194-206.
    5. Hanushek, Eric A. & Woessmann, Ludger, 2011. "The Economics of International Differences in Educational Achievement," Handbook of the Economics of Education, in: Erik Hanushek & Stephen Machin & Ludger Woessmann (ed.), Handbook of the Economics of Education, edition 1, volume 3, chapter 2, pages 89-200, Elsevier.
    6. Verbeek, Marno & Vella, Francis, 2005. "Estimating dynamic models from repeated cross-sections," Journal of Econometrics, Elsevier, vol. 127(1), pages 83-102, July.
    7. Verbeek, Marno & Nijman, Theo, 1992. "Can Cohort Data Be Treated as Genuine Panel Data?," Empirical Economics, Springer, vol. 17(1), pages 9-23.
    8. Tahir Andrabi & Jishnu Das & Asim Ijaz Khwaja & Tristan Zajonc, 2011. "Do Value-Added Estimates Add Value? Accounting for Learning Dynamics," American Economic Journal: Applied Economics, American Economic Association, vol. 3(3), pages 29-54, July.
    9. Hanushek, Eric A & Rivkin, Steven G & Taylor, Lori L, 1996. "Aggregation and the Estimated Effects of School Resources," The Review of Economics and Statistics, MIT Press, vol. 78(4), pages 611-627, November.
    10. Wamalwa, Fredrick M. & Burns, Justine, 2018. "Private schools and student learning achievements in Kenya," Economics of Education Review, Elsevier, vol. 66(C), pages 114-124.
    11. Flavio Cunha & James J. Heckman & Susanne M. Schennach, 2010. "Estimating the Technology of Cognitive and Noncognitive Skill Formation," Econometrica, Econometric Society, vol. 78(3), pages 883-931, May.
    12. Daron Acemoglu, 1998. "Why Do New Technologies Complement Skills? Directed Technical Change and Wage Inequality," The Quarterly Journal of Economics, Oxford University Press, vol. 113(4), pages 1055-1089.
    13. Petra E. Todd & Kenneth I. Wolpin, 2007. "The Production of Cognitive Achievement in Children: Home, School, and Racial Test Score Gaps," Journal of Human Capital, University of Chicago Press, vol. 1(1), pages 91-136.
    14. James Heckman & Flavio Cunha, 2007. "The Technology of Skill Formation," American Economic Review, American Economic Association, vol. 97(2), pages 31-47, May.
    15. Joseph T. Froomkin & Dean T. Jamison & Roy Radner, 1976. "Education as an Industry," NBER Books, National Bureau of Economic Research, Inc, number jami76-1, March.
    16. Orazio P. Attanasio, 2015. "The Determinants Of Human Capital Formation During The Early Years Of Life: Theory, Measurement, And Policies," Journal of the European Economic Association, European Economic Association, vol. 13(6), pages 949-997, December.
    17. Sam Jones & Youdi Schipper & Sara Ruto & Rakesh Rajani, 2014. "Can Your Child Read and Count? Measuring Learning Outcomes in East Africa," Journal of African Economies, Centre for the Study of African Economies, vol. 23(5), pages 643-672.
    18. Orazio Attanasio & Sarah Cattan & Emla Fitzsimons & Costas Meghir & Marta Rubio-Codina, 2020. "Estimating the Production Function for Human Capital: Results from a Randomized Controlled Trial in Colombia," American Economic Review, American Economic Association, vol. 110(1), pages 48-85, January.
    19. David Stern, 2011. "Elasticities of substitution and complementarity," Journal of Productivity Analysis, Springer, vol. 36(1), pages 79-89, August.
    20. Christensen, Laurits R & Jorgenson, Dale W & Lau, Lawrence J, 1973. "Transcendental Logarithmic Production Frontiers," The Review of Economics and Statistics, MIT Press, vol. 55(1), pages 28-45, February.
    21. David Stern, 1994. "Accuracy of the translog function," Applied Economics Letters, Taylor & Francis Journals, vol. 1(10), pages 172-174.
    22. Anne Case & Christina Paxson, 2009. "Early Life Health and Cognitive Function in Old Age," American Economic Review, American Economic Association, vol. 99(2), pages 104-109, May.
    23. Francisca Antman & David J. McKenzie, 2007. "Earnings Mobility and Measurement Error: A Pseudo-Panel Approach," Economic Development and Cultural Change, University of Chicago Press, vol. 56(1), pages 125-161, October.
    24. Driscoll, Paul J., 1994. "When Flexible Forms Are Asked To Flex Too Much," Journal of Agricultural and Resource Economics, Western Agricultural Economics Association, vol. 19(1), pages 1-14, July.
    25. Helmers, Christian & Patnam, Manasa, 2011. "The formation and evolution of childhood skill acquisition: Evidence from India," Journal of Development Economics, Elsevier, vol. 95(2), pages 252-266, July.
    26. Behrman, Jere R. & Khan, Shahrukh & Ross, David & Sabot, Richard, 1997. "School quality and cognitive achievement production: A case study for rural Pakistan," Economics of Education Review, Elsevier, vol. 16(2), pages 127-142, April.
    27. Sass, Tim R. & Semykina, Anastasia & Harris, Douglas N., 2014. "Value-added models and the measurement of teacher productivity," Economics of Education Review, Elsevier, vol. 38(C), pages 9-23.
    28. Tzouvelekas, Evaggelos, 2000. "Approximation Properties and Estimation of the Translog Production Function with Panel Data," Agricultural Economics Review, Greek Association of Agricultural Economists, vol. 1(1), pages 1-16, January.
    29. Venkataramani, Atheendar S., 2012. "Early life exposure to malaria and cognition in adulthood: Evidence from Mexico," Journal of Health Economics, Elsevier, vol. 31(5), pages 767-780.
    30. Subha Mani, 2012. "Is there Complete, Partial, or No Recovery from Childhood Malnutrition? – Empirical Evidence from Indonesia," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 74(5), pages 691-715, October.
    31. Kai Sun & Daniel J. Henderson & Subal C. Kumbhakar, 2011. "Biases in approximating log production," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 26(4), pages 708-714, June.
    32. Douglas Harris, 2007. "Diminishing Marginal Returns and the Production of Education: An International Analysis," Education Economics, Taylor & Francis Journals, vol. 15(1), pages 31-53.
    33. Deaton, Angus, 1985. "Panel data from time series of cross-sections," Journal of Econometrics, Elsevier, vol. 30(1-2), pages 109-126.
    34. Eric A. Hanushek, 1979. "Conceptual and Empirical Issues in the Estimation of Educational Production Functions," Journal of Human Resources, University of Wisconsin Press, vol. 14(3), pages 351-388.
    35. Orazio Attanasio & Costas Meghir & Emily Nix & Francesca Salvati, 2017. "Human Capital Growth and Poverty: Evidence from Ethiopia and Peru," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 25, pages 234-259, April.
    36. Solomon W. Polachek & Thomas J. Kniesner & Henrick J. Harwood, 1978. "Educational Production Functions," Journal of Educational and Behavioral Statistics, , vol. 3(3), pages 209-231, September.
    37. Flavio Cunha & James J. Heckman, 2008. "Formulating, Identifying and Estimating the Technology of Cognitive and Noncognitive Skill Formation," Journal of Human Resources, University of Wisconsin Press, vol. 43(4).
    38. Figlio, David N., 1999. "Functional form and the estimated effects of school resources," Economics of Education Review, Elsevier, vol. 18(2), pages 241-252, April.
    39. Kalyan Chakraborty & Richard K. Harper, 2017. "Measuring the Impact of Socio-Economic Factors on School Efficiency in Australia," Atlantic Economic Journal, Springer;International Atlantic Economic Society, vol. 45(2), pages 163-179, June.
    40. Griffin, Ronald C. & Montgomery, John M. & Rister, M. Edward, 1987. "Selecting Functional Form In Production Function Analysis," Western Journal of Agricultural Economics, Western Agricultural Economics Association, vol. 12(2), pages 1-12, December.
    41. Fare, Rolf & Mitchell, Thomas M, 1989. " A Family Tree of Linearly Homogeneous Production Functions," Scandinavian Journal of Economics, Wiley Blackwell, vol. 91(4), pages 749-757.
    42. Samuel Bowles, 1970. "Towards an Educational Production Function," NBER Chapters, in: Education, Income, and Human Capital, pages 11-70, National Bureau of Economic Research, Inc.
    43. Baker, Bruce D., 2001. "Can flexible non-linear modeling tell us anything new about educational productivity?," Economics of Education Review, Elsevier, vol. 20(1), pages 81-92, February.
    44. Charles I. Jones, 2005. "The Shape of Production Functions and the Direction of Technical Change," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 120(2), pages 517-549.
    45. Outes, Ingo & Porter, Catherine, 2013. "Catching up from early nutritional deficits? Evidence from rural Ethiopia," Economics & Human Biology, Elsevier, vol. 11(2), pages 148-163.
    46. Rainer Klump & Peter McAdam & Alpo Willman, 2012. "The Normalized Ces Production Function: Theory And Empirics," Journal of Economic Surveys, Wiley Blackwell, vol. 26(5), pages 769-799, December.
    47. Henningsen, Arne & Henningsen, Géraldine, 2012. "On estimation of the CES production function—Revisited," Economics Letters, Elsevier, vol. 115(1), pages 67-69.
    48. W. Lee Hansen, 1970. "Education, Income, and Human Capital," NBER Books, National Bureau of Economic Research, Inc, number hans70-1, March.
    49. Daniel J. Henderson & Léopold Simar & Le Wang, 2017. "The three s of public schools: irrelevant inputs, insufficient resources and inefficiency," Applied Economics, Taylor & Francis Journals, vol. 49(12), pages 1164-1184, March.
    50. Russell Davidson & James G. MacKinnon, 1985. "Testing Linear and Loglinear Regressions against Box-Cox Alternatives," Canadian Journal of Economics, Canadian Economics Association, vol. 18(3), pages 499-517, August.
    51. Glewwe, Paul & Jacoby, Hanan G. & King, Elizabeth M., 2001. "Early childhood nutrition and academic achievement: a longitudinal analysis," Journal of Public Economics, Elsevier, vol. 81(3), pages 345-368, September.
    52. Mizon, Grayham E, 1977. "Inferential Procedures in Nonlinear Models: An Application in a UK Industrial Cross Section Study of Factor Substitution and Returns to Scale," Econometrica, Econometric Society, vol. 45(5), pages 1221-1242, July.
    53. Petra E. Todd & Kenneth I. Wolpin, 2003. "On The Specification and Estimation of The Production Function for Cognitive Achievement," Economic Journal, Royal Economic Society, vol. 113(485), pages 3-33, February.
    54. Rieger, Matthias & Wagner, Natascha, 2015. "Child health, its dynamic interaction with nutrition and health memory – Evidence from Senegal," Economics & Human Biology, Elsevier, vol. 16(C), pages 135-145.
    55. Glick, Peter & Sahn, David E., 2006. "The demand for primary schooling in Madagascar: Price, quality, and the choice between public and private providers," Journal of Development Economics, Elsevier, vol. 79(1), pages 118-145, February.
    56. Anand, Paul & Behrman, Jere R. & Dang, Hai-Anh H. & Jones, Sam, 2018. "Varied patterns of catch-up in child growth: Evidence from Young Lives," Social Science & Medicine, Elsevier, vol. 214(C), pages 206-213.
    57. Henry M. Levin & Dean T. Jamison & Roy Radner, 1976. "Concepts of Economic Efficiency and Educational Production," NBER Chapters, in: Education as an Industry, pages 149-198, National Bureau of Economic Research, Inc.
    58. Verbeek, M.J.C.M. & Nijman, T.E., 1992. "Can cohort data be treated as genuine panel data?," Other publications TiSEM d4eada8f-b91c-4fe7-a58c-7, Tilburg University, School of Economics and Management.
    59. Jones, Sam, 2016. "How does classroom composition affect learning outcomes in Ugandan primary schools?," International Journal of Educational Development, Elsevier, vol. 48(C), pages 66-78.
    60. Edward E. Leamer, 2010. "Tantalus on the Road to Asymptopia," Journal of Economic Perspectives, American Economic Association, vol. 24(2), pages 31-46, Spring.
    61. Francesco Agostinelli & Matthew Wiswall, 2016. "Estimating the Technology of Children's Skill Formation," NBER Working Papers 22442, National Bureau of Economic Research, Inc.
    62. Rosalind Levacic & Anna Vignoles, 2002. "Researching the Links between School Resources and Student Outcomes in the UK: A Review of Issues and Evidence," Education Economics, Taylor & Francis Journals, vol. 10(3), pages 313-331.
    63. White, Halbert, 1980. "Using Least Squares to Approximate Unknown Regression Functions," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 21(1), pages 149-170, February.
    64. Thursby, Jerry G & Lovell, C A Knox, 1978. "An Investigation of the Kmenta Approximation to the CES Function," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 19(2), pages 363-377, June.
    65. Agüero, Jorge M. & Beleche, Trinidad, 2013. "Test-Mex: Estimating the effects of school year length on student performance in Mexico," Journal of Development Economics, Elsevier, vol. 103(C), pages 353-361.
    66. Julia Campos & Neil R. Ericsson & David F. Hendry, 2005. "General-to-specific modeling: an overview and selected bibliography," International Finance Discussion Papers 838, Board of Governors of the Federal Reserve System (U.S.).
    Full references (including those not matched with items on IDEAS)

    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. Ding, Weili & Lehrer, Steven F., 2014. "Understanding the role of time-varying unobserved ability heterogeneity in education production," Economics of Education Review, Elsevier, vol. 40(C), pages 55-75.
    2. Kaila, Heidi & Sahn, David E. & Sunder, Naveen, 2018. "Early Life Determinants of Cognitive Ability: A Comparative Study on Madagascar and Senegal," IZA Discussion Papers 11550, Institute of Labor Economics (IZA).
    3. Borga, Liyousew G. & Münich, Daniel & Kukla, Lubomir, 2021. "The socioeconomic gradient in child health and noncognitive skills: Evidence from the Czech Republic," Economics & Human Biology, Elsevier, vol. 43(C).
    4. Elizabeth M. Caucutt & Lance Lochner, 2020. "Early and Late Human Capital Investments, Borrowing Constraints, and the Family," Journal of Political Economy, University of Chicago Press, vol. 128(3), pages 1065-1147.
    5. Tahir Andrabi & Jishnu Das & Asim Ijaz Khwaja & Tristan Zajonc, 2011. "Do Value-Added Estimates Add Value? Accounting for Learning Dynamics," American Economic Journal: Applied Economics, American Economic Association, vol. 3(3), pages 29-54, July.
    6. Marta Favara & Catherine Porter & Tassew Woldehanna, 2019. "Smarter through social protection? Evaluating the impact of Ethiopia’s safety-net on child cognitive abilities," Oxford Development Studies, Taylor & Francis Journals, vol. 47(1), pages 79-96, January.
    7. Emilia Del Bono & Marco Francesconi & Yvonne Kelly & Amanda Sacker, 2016. "Early Maternal Time Investment and Early Child Outcomes," Economic Journal, Royal Economic Society, vol. 126(596), pages 96-135, October.
    8. Sass, Tim R. & Semykina, Anastasia & Harris, Douglas N., 2014. "Value-added models and the measurement of teacher productivity," Economics of Education Review, Elsevier, vol. 38(C), pages 9-23.
    9. Greta Morando & Lucinda Platt, 2022. "The Impact of Centre‐based Childcare on Non‐cognitive Skills of Young Children," Economica, London School of Economics and Political Science, vol. 89(356), pages 908-946, October.
    10. Akgündüz, Yusuf Emre & Akyol, Pelin & Aydemir, Abdurrahman B. & Demirci, Murat & Kirdar, Murat Güray, 2023. "Maternal Education and Early Child Development: The Roles of Parental Support for Learning, Learning Materials, and Father Characteristics," IZA Discussion Papers 16328, Institute of Labor Economics (IZA).
    11. Emilia Del Bono & Josh Kinsler & Ronni Pavan, 2022. "Identification of dynamic latent factor models of skill formation with translog production," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 37(6), pages 1256-1265, September.
    12. Xiong, Xianfang & Deng, Lanfang & Li, Hongyi, 2020. "Is winning at the start important: Early childhood family cognitive stimulation and child development," Children and Youth Services Review, Elsevier, vol. 118(C).
    13. Helmers, Christian & Patnam, Manasa, 2011. "The formation and evolution of childhood skill acquisition: Evidence from India," Journal of Development Economics, Elsevier, vol. 95(2), pages 252-266, July.
    14. Dan Anderberg & Gloria Moroni, 2020. "Exposure to Intimate Partner Violence and Children's Dynamic Skill Accumulation: Evidence from a UK Longitudinal Study," CESifo Working Paper Series 8381, CESifo.
    15. Zullo, Matteo, 2022. "(No) Trade-off between numeracy and verbal reasoning development: PISA evidence from Italy's academic tracking," Intelligence, Elsevier, vol. 95(C).
    16. Dan Anderberg & Gloria Moroni, 2020. "Exposure to Intimate Partner Violence and Children’s Dynamic Skill Accumulation: Evidence from a UK Longitudinal Study," Tinbergen Institute Discussion Papers 20-036/V, Tinbergen Institute.
    17. Esteban Aucejo & Jonathan James, 2019. "The Path to College Education: The Role of Math and Verbal Skills," Working Papers 1901, California Polytechnic State University, Department of Economics.
    18. Elizabeth M. Caucutt & Lance Lochner & Youngmin Park, 2017. "Correlation, Consumption, Confusion, or Constraints: Why Do Poor Children Perform so Poorly?," Scandinavian Journal of Economics, Wiley Blackwell, vol. 119(1), pages 102-147, January.
    19. Michael P Keane & Sonya Krutikova & Timothy Neal, 2018. "The impact of child work on cognitive development: results from four Low to Middle Income countries," IFS Working Papers W18/29, Institute for Fiscal Studies.
    20. Flèche, Sarah & Lekfuangfu, Warn N. & Clark, Andrew E., 2021. "The long-lasting effects of family and childhood on adult wellbeing: Evidence from British cohort data," Journal of Economic Behavior & Organization, Elsevier, vol. 181(C), pages 290-311.

    More about this item

    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:bla:obuest:v:82:y:2020:i:6:p:1429-1455. 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: Wiley Content Delivery (email available below). General contact details of provider: https://edirc.repec.org/data/sfeixuk.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.