This article distills and extends recent research on the economics of human development and social mobility. It summarizes the evidence from diverse literatures on the importance of early life conditions in shaping multiple life skills and the evidence on critical and sensitive investment periods for shaping different skills. It presents economic models that rationalize the evidence and unify the treatment effect and family influence literatures. The evidence on the empirical and policy importance of credit constraints in forming skills is examined. There is little support for the claim that untargeted income transfer policies to poor families significantly boost child outcomes. Mentoring, parenting, and attachment are essential features of successful families and interventions that shape skills at all stages of childhood. The next wave of family studies will better capture the active role of the emerging autonomous child in learning and responding to the actions of parents, mentors, and teachers.


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Literature Cited

  1. Aiyagari SR, Greenwood J, Seshadri A. 2002. Efficient investment in children. J. Econ. Theory 102:290–321 [Google Scholar]
  2. Akabayashi H. 2006. An equilibrium model of child maltreatment. J. Econ. Dyn. Control 30:993–1025 [Google Scholar]
  3. Akee RKQ, Copeland W, Keeler G, Angold A, Costello EJ. 2010. Parents' incomes and children's outcomes: a quasi-experiment using transfer payments from casino profits. Am. Econ. J. Appl. Econ 2:86–115 [Google Scholar]
  4. Almlund M. 2013. Essays on credit constraints, education, and the family. PhD Thesis, Dep. Econ., Univ. Chicago
  5. Almlund M, Duckworth A, Heckman JJ, Kautz T. 2011. Personality psychology and economics. In Handbook of the Economics of Education, Vol. 4, ed. EA Hanushek, S Machin, L Wößmann, pp. 1–181. Amsterdam: Elsevier
  6. Almond D, Currie J. 2011. Human capital development before age five. Handbook of Labor Economics, Vol. 4B, ed. OC Ashenfelter, D Card, pp. 1315–486. Amsterdam: Elsevier
  7. Anderson TW, Rubin H. 1956. Statistical inference in factor analysis. Proceedings of the Third Berkeley Symposium on Mathematical Statistics and Probability, Vol. 5: Econometrics, Industrial Research, and Psychometry Neyman J. 111–50 Berkeley: Univ. Calif. Press [Google Scholar]
  8. Attanasio OP, Browning M. 1995. Consumption over the life cycle and over the business cycle. Am. Econ. Rev. 85:1118–37 [Google Scholar]
  9. Bailey MJ, Dynarski SM. 2011. Gains and gaps: changing inequality in U.S. college entry and completion. NBER Work. Pap. 17633
  10. Barker DJP. 1990. The fetal and infant origins of adult disease. BMJ 301:1111 [Google Scholar]
  11. Baumrind D. 1968. Authoritarian vs. authoritative parental control. Adolescence 3:255–72 [Google Scholar]
  12. Becker GS, Barro RJ. 1988. A reformulation of the economic theory of fertility. Q. J. Econ. 103:1–25 [Google Scholar]
  13. Becker GS, Mulligan CB. 1997. The endogenous determination of time preference. Q. J. Econ. 112:729–58 [Google Scholar]
  14. Becker GS, Murphy KM, Spenkuch JL. 2012. The manipulation of children’s preferences, old age support, and investment in children’s human capital. Unpublished manuscript, Dep. Econ., Univ. Chicago
  15. Becker GS, Tomes N. 1979. An equilibrium theory of the distribution of income and intergenerational mobility. J. Polit. Econ 87:1153–89 [Google Scholar]
  16. Becker GS, Tomes N. 1986. Human capital and the rise and fall of families. J. Labor Econ. 4:S1–39 [Google Scholar]
  17. Behrman JR, Pollak RA, Taubman PJ. 1982. Parental preferences and provision of progeny. J. Polit. Econ. 90:52–73 [Google Scholar]
  18. Belley P, Lochner L. 2007. The changing role of family income and ability in determining educational achievement. J. Hum. Cap. 1:37–89 [Google Scholar]
  19. Ben-Porath Y. 1967. The production of human capital and the life cycle of earnings. J. Polit. Econ. 75:352–65 [Google Scholar]
  20. Bernal R. 2008. The effect of maternal employment and child care on children’s cognitive development. Int. Econ. Rev. 49:1173–209 [Google Scholar]
  21. Bernal R, Keane MP. 2010. Quasi-structural estimation of a model of childcare choices and child cognitive ability production. J. Econom. 156:164–89 [Google Scholar]
  22. Bernal R, Keane MP. 2011. Child care choices and children’s cognitive achievement: the case of single mothers. J. Labor Econ. 29:459–512 [Google Scholar]
  23. Bettinger EP, Long BT, Oreopoulos P, Sanbonmatsu L. 2012. The role of application assistance and information in college decisions: results from the H&R Block FAFSA experiment. Q. J. Econ. 127:1205–42 [Google Scholar]
  24. Bisin A, Verdier T. 2001. The economics of cultural transmission and the dynamics of preferences. J. Econ. Theory 97:298–319 [Google Scholar]
  25. Black SE, Devereux PJ. 2011. Recent developments in intergenerational mobility. Handbook of Labor Economics, Vol. 4B, ed. OC Ashenfelter, D Card, pp. 1487–541. Amsterdam: Elsevier
  26. Borghans L, Duckworth AL, Heckman JJ, ter Weel B. 2008a. The economics and psychology of personality traits. J. Hum. Resour. 43:972–1059 [Google Scholar]
  27. Borghans L, Golsteyn BHH, Heckman JJ, Humphries JE. 2011a. Identification problems in personality psychology. Pers. Individ. Differ. 51:315–20 [Google Scholar]
  28. Borghans L, Golsteyn BHH, Heckman JJ, Humphries JE. 2011b. IQ, achievement, and personality. Unpublished manuscript, Univ. Maastricht, Univ. Chicago
  29. Borghans L, Meijers H, ter Weel B. 2008b. The role of noncognitive skills in explaining cognitive test scores. Econ. Inq. 46:2–12 [Google Scholar]
  30. Bowles S, Gintis H, Osborne M. 2001. The determinants of earnings: a behavioral approach. J. Econ. Lit. 39:1137–76 [Google Scholar]
  31. Browning M, Hansen LP, Heckman JJ. 1999. Micro data and general equilibrium models. Handbook of Macroeconomics, Vol. 1A, ed. JB Taylor, M Woodford, pp. 543–633. Amsterdam: Elsevier
  32. Buchanan JM. 1975. The Samaritan’s dilemma. Altruism, Morality, and Economic Theory, ed. E Phelps, pp. 71–85. New York: Russell Sage Found.
  33. Campbell F, Conti G, Moon S, Pungello E, Pinto R, Pan Y. 2014. Early childhood investments substantially boost adult health. Science 343:1478–85 [Google Scholar]
  34. Cameron SV, Heckman JJ. 2001. The dynamics of educational attainment for black, Hispanic, and white males. J. Polit. Econ. 109:455–99 [Google Scholar]
  35. Cameron SV, Taber C. 2004. Estimation of educational borrowing constraints using returns to schooling. J. Polit. Econ. 112:132–82 [Google Scholar]
  36. Card D. 1999. The causal effect of education on earnings. Handbook of Labor Economics, Vol. 3A Ashenfelter OC, Card D. 1801–63 Amsterdam: Elsevier [Google Scholar]
  37. Card D. 2001. Estimating the return to schooling: progress on some persistent econometric problems. Econometrica 69:1127–60 [Google Scholar]
  38. Carneiro P, Heckman JJ. 2002. The evidence on credit constraints in post-secondary schooling. Econ. J. 112:705–34 [Google Scholar]
  39. Carneiro P, Heckman JJ. 2003. Human capital policy. Inequality in America: What Role for Human Capital Policies? Heckman JJ, Krueger AB, Friedman BM. 77–239 Cambridge, MA: MIT Press [Google Scholar]
  40. Carneiro P, Heckman JJ, Vytlacil EJ. 2011. Estimating marginal returns to education. Am. Econ. Rev. 101:2754–81 [Google Scholar]
  41. Carneiro P, Lopez Garcia I, Salvanes KG, Tominey E. 2013. Intergenerational mobility and the timing of parental income. Presented at CESifo Area Conf. Econ. Educ., Munich
  42. Carrell SE, Sacerdote B. 2013. Late interventions matter too: the case of college coaching in New Hampshire. NBER Work. Pap. 19031
  43. Caucutt EM, Lochner L. 2012. Early and late human capital investments, borrowing constraints, and the family. NBER Work. Pap. 18493
  44. Chan TW, Koo A. 2011. Parenting style and youth outcomes in the UK. Eur. Sociol. Rev. 27:385–99 [Google Scholar]
  45. Cole SW, Conti G, Arevalo JMG, Ruggiero AM, Heckman JJ, Suomi SJ. 2012. Transcriptional modulation of the developing immune system by early life social adversity. Proc. Natl. Acad. Sci. USA 109:20578–83 [Google Scholar]
  46. Conti G, Hansman C, Heckman JJ, Novak MF, Ruggiero A, Suomi SJ. 2012. Primate evidence on the late health effects of early-life adversity. Proc. Natl. Acad. Sci. USA 109:8866–71 [Google Scholar]
  47. Conti G, Heckman J, Moon S, Pinto R. 2014. The long-term health effects of early childhood interventions. Econ. J. Manuscript under revision [Google Scholar]
  48. Cook PJ, Dodge K, Farkas G, Fryer RGJ, Guryan J et al. 2014. The (surprising) efficacy of academic and behavioral intervention with disadvantaged youth: results from a randomized experiment in Chicago. NBER Work. Pap. 19862
  49. Cooper K, Stewart K. 2013. Does money affect children's outcomes? A systematic review. Rep., Joseph Rowntree Found., York
  50. Cosconati M. 2013. Optimal parenting styles: evidence from a dynamic model with multiple equilibria Bank Italy, Rome:
  51. Cunha F. 2007. An essay on skill formation. PhD Thesis, Univ. Chicago
  52. Cunha F. 2013. Investments in children when markets are incomplete. Rev. Econ. Stud. Manuscript under revision
  53. Cunha F, Elo I, Culhane J. 2013. Eliciting maternal expectations about the technology of cognitive skill formation. NBER Work. Pap. 19144
  54. Cunha F, Heckman JJ. 2007. The technology of skill formation. Am. Econ. Rev. 97:31–47 [Google Scholar]
  55. Cunha F, Heckman JJ. 2008. Formulating, identifying and estimating the technology of cognitive and noncognitive skill formation. J. Hum. Resour. 43:738–82 [Google Scholar]
  56. Cunha F, Heckman JJ. 2009. The economics and psychology of inequality and human development. J. Eur. Econ. Assoc 7:320–64 [Google Scholar]
  57. Cunha F, Heckman JJ, Lochner L, Masterov DV. 2006. Interpreting the evidence on life cycle skill formation. Handbook of the Economics of Education Vol. 1 Hanushek EA, Welch F. 697–812 Amsterdam: Elsevier [Google Scholar]
  58. Cunha F, Heckman JJ, Navarro S. 2005. Separating uncertainty from heterogeneity in life cycle earnings. The 2004 Hicks Lecture. Oxf. Econ. Pap. 57:191–261 [Google Scholar]
  59. Cunha F, Heckman JJ, Schennach SM. 2010. Estimating the technology of cognitive and noncognitive skill formation. Econometrica 78:883–931 [Google Scholar]
  60. Dahl GB, Lochner L. 2012. The impact of family income on child achievement: evidence from the Earned Income Tax Credit. Am. Econ. Rev. 102:1927–56 [Google Scholar]
  61. Deci EL, Ryan RM. 1985. Intrinsic Motivation and Self-Determination in Human Behavior New York: Plenum
  62. Del Boca D, Flinn C, Wiswall M. 2012. Transfers to Households with Children and Child Development. Moncalieri Torino, Italy: Coll. Carlo Alberto
  63. Del Boca D, Flinn C, Wiswall M. 2014. Household choices and child development. Rev. Econ. Stud. 81:137–85 [Google Scholar]
  64. Doepke M, Zilibotti F. 2012. Parenting with style: altruism and paternalism in intergenerational preference transmission. IZA Discuss. Pap. 7108, Inst. Study Labor, Bonn
  65. Dohmen T, Falk A, Huffman D, Sunde U. 2010. Are risk aversion and impatience related to cognitive ability?. Am. Econ. Rev. 100:1238–60 [Google Scholar]
  66. Dohmen T, Falk A, Huffman D, Sunde U, Schupp J, Wagner GG. 2011. Individual risk attitudes: measurement, determinants and behavioral consequences. J. Eur. Econ. Assoc. 9:522–50 [Google Scholar]
  67. Duckworth K, Duncan GJ, Kokko K, Lyyra AL, Metzger M, Simonton S. 2012. The relative importance of adolescent skills and behaviors for adult earnings: a cross-national study. Work. Pap. 12-03, Dep. Quant. Soc. Sci., Univ. London
  68. Duncan GJ, Morris PA, Rodrigues C. 2011. Does money really matter? Estimating impacts of family income on young children’s achievement with data from random-assignment experiments. Dev. Psychol. 47:1263–79 [Google Scholar]
  69. Duncan GJ, Yeung WJ, Brooks-Gunn J, Smith JR. 1998. How much does childhood poverty affect the life chances of children?. Am. Sociol. Rev. 63:406–23 [Google Scholar]
  70. Eisenhauer P, Heckman J, Mosso S. 2014. Estimation of dynamic discrete choice models by maximum likelihood and the simulated method of moments. Int. Econ. Rev. Manuscript under review [Google Scholar]
  71. Fernald A, Marchman VA, Weisler A. 2013. SES differences in language processing skill and vocabulary are evident at 18 months. Dev. Sci. 16:234–48 [Google Scholar]
  72. Foster JE. 2011. Freedom, opportunity, and well-being. Handbook of Social Choice and Welfare Vol. 2 Arrow KJ, Sen AK, Suzumura K. 687–728 Amsterdam: Elsevier [Google Scholar]
  73. Fried HO, Lovell CAK, Schmidt SS. 2008. The Measurements of Productive Efficiency and Productivity Growth New York: Oxford Univ. Press
  74. Gayle GL, Golan L, Soytas MA. 2013. What accounts for the racial gap in time allocation and intergenerational transmission of human capital? Unpublished manuscript, Dep. Econ., Wash. Univ., St. Louis
  75. Gelber AM, Isen A. 2013. Children’s schooling and parents’ behavior: evidence from the Head Start Impact Study. J. Public Econ. 101:25–38 [Google Scholar]
  76. Gennetian L, Miller C. 2002. Children and welfare reform: a view from an experimental welfare program in Minnesota. Child Dev 73:601–20 [Google Scholar]
  77. Gluckman PD, Hanson MA. 2004. Developmental origins of disease paradigm: a mechanistic and evolutionary perspective. Pediatr. Res. 56:311–17 [Google Scholar]
  78. Gluckman PD, Hanson M. 2005. The Fetal Matrix: Evolution, Development, and Disease Cambridge, UK: Cambridge Univ. Press
  79. Gluckman PD, Hanson MA. 2006. Developmental Origins of Health and Disease Cambridge, UK: Cambridge Univ. Press
  80. Gottlieb G. 1999. Probabilistic Epigenesis and Evolution Worcester, MA: Clark Univ. Press
  81. Griffin M, Heckman JJ, Moon SH. 2013. Preschool curricula. Unpublished manuscript, Dep. Econ., Univ. Chicago
  82. Hales CN, Barker DJP. 1992. Type 2 (non-insulin-dependent) diabetes mellitus: the thrifty phenotype hypothesis. Diabetologia 35:595–601 [Google Scholar]
  83. Harris JR. 2009. The Nurture Assumption: Why Children Turn Out the Way They Do New York: Free
  84. Hart B, Risley TR. 1995. Meaningful Differences in the Everyday Experience of Young American Children Baltimore, MD: P.H. Brookes
  85. Heckman JJ. 2008. Schools, skills and synapses. Econ. Inq. 46:289–324 [Google Scholar]
  86. Heckman JJ, Humphries JE, Veramendi G, Urzúa S. 2014. Education, health, and wages. J. Polit. Econ. Manuscript under review
  87. Heckman JJ, Kautz T. 2012. Hard evidence on soft skills. Labour Econ. 19:451–64 [Google Scholar]
  88. Heckman JJ, Kautz T. 2014. Fostering and measuring skills interventions that improve character and cognition. The GED Myth: Education, Achievement Tests, and the Role of Character in American Life Heckman JJ, Humphries JE, Kautz T. 341–430 Chicago: Univ. Chicago Press [Google Scholar]
  89. Heckman JJ, LaLonde RJ, Smith JA. 1999. The economics and econometrics of active labor market programs. Handbook of Labor Economics Vol. 3A Ashenfelter OC, Card D. 1865–2097 Amsterdam: Elsevier [Google Scholar]
  90. Heckman JJ, Lochner LJ, Cossa R. 2003. Learning-by-doing versus on-the-job training: using variation induced by the EITC to distinguish between models of skill formation. Designing Social Inclusion: Tools to Raise Low-End Pay and Employment in Private Enterprise Phelps ES. 74–130 Cambridge, UK: Cambridge Univ. Press [Google Scholar]
  91. Heckman JJ, Lochner LJ, Todd PE. 2006a. Earnings equations, rates of return and treatment effects: the Mincer equation and beyond. Handbook of the Economics of Education Vol. 1 Hanushek EA, Welch F. 307–458 Amsterdam: Elsevier [Google Scholar]
  92. Heckman JJ, Moon SH, Pinto R, Savelyev PA, Yavitz A. 2010a. The rate of return to the HighScope Perry Preschool Program. J. Public Econ. 94:114–28 [Google Scholar]
  93. Heckman JJ, Moon SH, Pinto R, Savelyev PA, Yavitz AQ. 2010b. Analyzing social experiments as implemented: a reexamination of the evidence from the HighScope Perry Preschool Program. Quant. Econ. 1:1–46 [Google Scholar]
  94. Heckman JJ, Pinto R, Savelyev PA. 2013. Understanding the mechanisms through which an influential early childhood program boosted adult outcomes. Am. Econ. Rev. 103:2052–86 [Google Scholar]
  95. Heckman JJ, Sedlacek G. 1985. Heterogeneity, aggregation and market wage functions: an empirical model of self-selection in the labor market. J. Polit. Econ. 93:1077–125 [Google Scholar]
  96. Heckman JJ, Urzúa S, Vytlacil EJ. 2006b. Understanding instrumental variables in models with essential heterogeneity. Rev. Econ. Stat. 88:389–432 [Google Scholar]
  97. Hotz VJ, Pantano J. 2013. Strategic parenting, birth order and school performance. NBER Work. Pap. 19542
  98. Huggett M, Ventura G, Yaron A. 2011. Sources of lifetime inequality. Am. Econ. Rev. 101:2923–54 [Google Scholar]
  99. Jablonka E, Raz G. 2009. Transgenerational epigenetic inheritance: prevalence, mechanisms, and implications for the study of heredity and evolution. Q. Rev. Biol. 84:131–76 [Google Scholar]
  100. Jackson CK. 2013. Non-cognitive ability, test scores, and teacher quality: evidence from 9th grade teachers in North Carolina. NBER Work. Pap. 18624
  101. Kalil A. 2013. Inequality begins at home: the role of parenting in the diverging destinies of rich and poor children. Unpublished manuscript, Harris Sch. Public Policy, Univ. Chicago
  102. Keane MP, Wolpin KI. 1997. The career decisions of young men. J. Polit. Econ. 105:473–522 [Google Scholar]
  103. Keane MP, Wolpin KI. 2001. The effect of parental transfers and borrowing constraints on educational attainment. Int. Econ. Rev. 42:1051–103 [Google Scholar]
  104. Knudsen EI, Heckman JJ, Cameron JL, Shonkoff JP. 2006. Economic, neurobiological, and behavioral perspectives on building America’s future workforce. Proc. Natl. Acad. Sci. USA 103:10155–62 [Google Scholar]
  105. Kohler HP, Behrman JR, Schnittker J. 2011. Social science methods for twins data: integrating causality, endowments, and heritability. Biodemogr. Soc. Biol. 57:88–141 [Google Scholar]
  106. Kreps DM. 1979. A representation theorem for “preference for flexibility.”. Econometrica 47:565–77 [Google Scholar]
  107. Krueger RF, Johnson W. 2008. Behavioral genetics and personality: a new look at the integration of nature and nurture. Handbook of Personality: Theory and Research John OP, Robins RW, Pervin LA. 287–310 New York: Guilford., 3rd ed.. [Google Scholar]
  108. Kuzawa CW, Quinn EA. 2009. Developmental origins of adult function and health: evolutionary hypotheses. Annu. Rev. Anthropol. 38:131–47 [Google Scholar]
  109. Lareau A. 2011. Unequal Childhoods: Class, Race, and Family Life Berkeley: Univ. Calif. Press, 2nd ed..
  110. Lareau A, Cox A. 2011. Social class and the transition to adulthood: differences in parents’ interactions with institutions. Social Class and Changing Families in an Unequal America Carlson MJ, England P. 134–64 Stanford, CA: Stanford Univ. Press [Google Scholar]
  111. Lee SY, Seshadri A. 2014. On the intergenerational transmission of economic status. Unpublished manuscript, Dep. Econ., Univ. Wisconsin–Madison
  112. Lizzeri A, Siniscalchi M. 2008. Parental guidance and supervised learning. Q. J. Econ. 123:1161–95 [Google Scholar]
  113. Lochner L, Monge-Naranjo A. 2012. Credit constraints in education. Annu. Rev. Econ. 4:225–56 [Google Scholar]
  114. Loken KV. 2010. Family income and children’s education: using the Norwegian oil boom as a natural experiment. Labour Econ. 17:118–29 [Google Scholar]
  115. Loken KV, Mogstad M, Wiswall M. 2012. What linear estimators miss: the effects of family income on child outcomes. Am. Econ. J. Appl. Econ. 4:1–35 [Google Scholar]
  116. Loury GC. 1981. Intergenerational transfers and the distribution of earnings. Econometrica 49:843–67 [Google Scholar]
  117. Mallar C. 1977. The educational and labor supply responses of young adults on the urban graduated work incentive experiment. In The New Jersey Income Maintenance Experiment, ed H Watts, A Rees, pp. 163–84. New York: Academic
  118. Maynard RA. 1977. The effects of the Rural Income Maintenance Experiment on the school performance of children. Am. Econ. Rev 67:370–75 [Google Scholar]
  119. Maynard RA, Murnane RJ. 1979. Effects of a negative income tax on school performance: results of an experiment. J. Hum. Resour 14:463–76 [Google Scholar]
  120. Mill JS. 1859. On Liberty London: J.W. Parker & Son
  121. Milligan K, Stabile M. 2011. Do child tax benefits affect the well-being of children? Evidence from Canadian child benefit expansions. Am. Econ. J. Econ. Policy 3:175–205 [Google Scholar]
  122. Moon SH. 2014. Multi-dimensional human skill formation with multi-dimensional parental investment. Unpublished manuscript, Dep. Econ., Univ. Chicago
  123. Morris P, Gennetian L. 2003. Identifying the effects of income on children’s development: using experimental data. J. Marriage Fam 65:716–29 [Google Scholar]
  124. Mullainathan S, Shafir E. 2013. Scarcity: Why Having Too Little Means So Much New York: Times Books
  125. Nisbett RE, Aronson J, Blair C, Dickens W, Flynn J et al. 2012. Intelligence: new findings and theoretical developments. Am. Psychol. 67:130–59 [Google Scholar]
  126. Nussbaum MC. 2011. Creating Capabilities: The Human Development Approach Cambridge, MA: Harvard Univ. Press
  127. Piatek R, Pinger P. 2010. Maintaining (locus of) control? Assessing the impact of locus of control on education decisions and wages. IZA Discuss. Pap. 5289, Inst. Study Labor, Bonn
  128. Pop-Eleches C, Urquiola M. 2013. Going to a better school: effects and behavioral responses. Am. Econ. Rev. 103:1289–324 [Google Scholar]
  129. Rees AA. 1977. The labor supply results of the experiment: a summary. In The New Jersey Income Maintenance Experiment, ed. H Watts, A Rees, pp. 5–32. New York: Academic
  130. Rubinstein Y, Weiss Y. 2006. Post schooling wage growth: investment, search and learning. In Handbook of the Economics of Education, Vol. 1, ed. E Hanushek, F Welch, pp. 1–67. Amsterdam: Elsevier
  131. Rutter M. 2006. Genes and Behavior: Nature–Nurture Interplay Explained Malden, MA: Blackwell
  132. Rutter M, Sonuga-Barke EJ, Beckett C, Castle J, Kreppner J et al. 2010. Deprivation-Specific Psychological Patterns: Effects of Institutional Deprivation Malden, MA: Blackwell
  133. Ryan RM, Deci EL. 2000. Intrinsic and extrinsic motivations: classic definitions and new directions. Contemp. Educ. Psychol. 25:54–67 [Google Scholar]
  134. Sen A. 1985. Commodities and Capabilities Amsterdam:: North-Holland
  135. Shakotko RA, Edwards LN, Grossman M. 1981. An exploration of the dynamic relationship between health and cognitive development in adolescence. In Health, Economics, and Health Economics: Proceedings of the World Congress on Health Economics, Leiden, The Netherlands, September 1980, ed. J van der Gaag, M Perlman, pp. 305–28. Amsterdam: North-Holland
  136. Solon G. 2004. A model of intergenerational mobility variation over time and place. Generational Income Mobility in North America and Europe Corak M. 38–47 Cambridge, UK: Cambridge Univ. Press [Google Scholar]
  137. Sroufe LA, Egeland B, Carlson EA, Collins WA. 2005. The Development of the Person: The Minnesota Study of Risk and Adaptation from Birth to Adulthood New York: Guilford
  138. Steinberg L. 2007. Risk taking in adolescence: new perspectives from brain and behavioral science. Curr. Dir. Psychol. Sci. 16:55–59 [Google Scholar]
  139. Steinberg L. 2008. A social neuroscience perspective on adolescent risk-taking. Dev. Rev. 28:78–106 [Google Scholar]
  140. Suomi SJ. 1999. Attachment in rhesus monkeys. Handbook of Attachment: Theory, Research, and Clinical Applications Cassidy J, Shaver PR. 181–97 New York: Guilford [Google Scholar]
  141. Thaler RH, Mullainathan S, Kahneman D. 2008. A short course in behavioral economics. Edge Master Class. http://www.edge.org/3rd_culture/thaler_sendhil08/thaler_sendhil_index.html
  142. Thompson RA, Nelson CA. 2001. Developmental science and the media: early brain development. Am. Psychol. 56:5–15 [Google Scholar]
  143. Tucker-Drob EM, Harden KP, Turkheimer E. 2009. Combining nonlinear biometric and psychometric models of cognitive abilities. Behav. Genet. 39:461–71 [Google Scholar]
  144. Turkheimer E, Haley A, Waldron M, D’Onofrio B, Gottesman II. 2003. Socioeconomic status modifies heritability of IQ in young children. Psychol. Sci. 14:623–28 [Google Scholar]
  145. Vygotskii LS. 1978. Mind in Society: The Development of Higher Psychological Processes Cambridge, MA: Harvard Univ. Press
  146. Williams B. 2012. Latent variable models. PhD Thesis, Dep. Econ., Univ. Chicago

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