The DOI matches its Crossref record; 31 of the 31 references it cites were found in a registry or an index.
Estimating the Technology of Cognitive and Noncognitive Skill Formation
Open accessAbstract
This paper formulates and estimates multistage production functions for children's cognitive and noncognitive skills.Skills are determined by parental environments and investments at different stages of childhood.We estimate the elasticity of substitution between investments in one period and stocks of skills in that period to assess the benefits of early investment in children compared to later remediation.We establish nonparametric identification of a general class of production technologies based on nonlinear factor models with endogenous inputs.A by-product of our approach is a framework for evaluating childhood and schooling interventions that does not rely on arbitrarily scaled test scores as outputs and recognizes the differential effects of the same bundle of skills in different tasks.Using the estimated technology, we determine optimal targeting of interventions to children with different parental and personal birth endowments.Substitutability decreases in later stages of the life cycle in the production of cognitive skills.It is roughly constant across stages of the life cycle in the production of noncognitive skills.This finding has important implications for the design of policies that target the disadvantaged.For most configurations of disadvantage, our estimates imply that it is optimal to invest relatively more in the early stages of childhood than in later stages.
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Cites
The Dynamics of Productivity in the Telecommunications Equipment Industry
Olley, G. S., & Pakes, A. (1996) · Econometrica · doi:10.2307/2171831 · Cited by 7,112
The effects of cognitive and noncognitive abilities on labor market outcomes and social behavior
Heckman, J. J., Stixrud, J., & Urzua, S. (2006) · Journal of Labor Economics · doi:10.1086/504455 · Cited by 4,427
Self-citationHuman Capital and the Rise and Fall of Families
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The Production of Human Capital and the Life Cycle of Earnings
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Heckman, J., Pinto, R., & Savelyev, P. (2013) · American Economic Review · doi:10.1257/aer.103.6.2052 · Cited by 1,628
Self-citationOn the Specification and Estimation of the Production Function for Cognitive Achievement
Todd, P. E., & Wolpin, K. I. (2003) · The Economic Journal · doi:10.1111/1468-0297.00097 · Cited by 1,514
AN APPROACH TO TIME SERIES SMOOTHING AND FORECASTING USING THE EM ALGORITHM
Shumway, R. H., & Stoffer, D. S. (1982) · Journal of Time Series Analysis · doi:10.1111/j.1467-9892.1982.tb00349.x · Cited by 1,470
Formulating, Identifying and Estimating the Technology of Cognitive and Noncognitive Skill Formation
Cunha, F., & Heckman, J. J. (2008) · Journal of Human Resources · doi:10.3368/jhr.43.4.738 · Cited by 1,468
Self-citationInterpreting the Evidence on Life Cycle Skill Formation
Cunha, F., Heckman, J., Lochner, L., & Masterov, D. (2005) · National Bureau of Economic Research · doi:10.3386/w11331 · Cited by 1,087
Self-citationAlternative methods for evaluating the impact of interventions
Heckman, J. J., & Robb, R. (1985) · Journal of Econometrics · doi:10.1016/0304-4076(85)90139-3 · Cited by 1,024
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Personality Psychology and Economics
Almlund, M., Duckworth, A. L., Heckman, J., & Kautz, T. (2011) · National Bureau of Economic Research · doi:10.3386/w16822 · Cited by 540
Self-citationFostering and Measuring Skills: Interventions That Improve Character and Cognition
Heckman, J., & Kautz, T. (2013) · doi:10.3386/w19656 · Cited by 311
Self-citationDoepke, M., Sorrenti, G., & Zilibotti, F. (2019) · Annual Review of Economics · doi:10.1146/annurev-economics-080218-030156 · Cited by 193
The Long-Term Distributional and Welfare Effects of Covid-19 School Closures
Fuchs-Schündeln, N., Krueger, D., Ludwig, A., & Popova, I. (2020) · doi:10.3386/w27773 · Cited by 84
Estimating the Technology of Children's Skill Formation
Agostinelli, F., & Wiswall, M. (2016) · doi:10.3386/w22442 · Cited by 83
Metadata
- Authors
- Cunha, F., Heckman, J., & Schennach, S.
- Venue
- National Bureau of Economic Research
- Publisher
- National Bureau of Economic Research
- Published
- 2010-02
- OpenAlex
- W4298108237
- Cited by
- 382
- References
- 31
- Type
- report
- Language
- en
- Open access
- green
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