IDEAS home Printed from https://ideas.repec.org/p/nwu/cmsems/1432.html
   My bibliography  Save this paper

Parental Guidance and Supervised Learning

Author

Listed:
  • Alessandro Lizzeri
  • Marciano Siniscalchi

Abstract

We propose a simple theoretical model of supervised learning that is potentially useful to interpret a number of empirical phenomena. The model captures a basic tradeoff between sheltering the child from the consequences of his mistakes, and allowing him to learn from experience. We characterize the optimal parenting policy and its comparative-statics properties. We then show that key features of the optimal policy can be useful to interpret provocative findings from behavioral genetics.

Suggested Citation

  • Alessandro Lizzeri & Marciano Siniscalchi, 2006. "Parental Guidance and Supervised Learning," Discussion Papers 1432, Northwestern University, Center for Mathematical Studies in Economics and Management Science.
    • Handle: RePEc:nwu:cmsems:1432
    as

    Download full text from publisher

    File URL: http://www.kellogg.northwestern.edu/research/math/papers/1432.pdf
    File Function: main text
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Apesteguia, Jose & Huck, Steffen & Oechssler, Jorg, 2007. "Imitation--theory and experimental evidence," Journal of Economic Theory, Elsevier, vol. 136(1), pages 217-235, September.
    2. Fudenberg, Drew & Levine, David, 1998. "Learning in games," European Economic Review, Elsevier, vol. 42(3-5), pages 631-639, May.
    3. Anders Björklund & Mikael Lindahl & Erik Plug, 2006. "The Origins of Intergenerational Associations: Lessons from Swedish Adoption Data," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 121(3), pages 999-1028.
    4. Markus K. Brunnermeier & Jonathan A. Parker, 2005. "Optimal Expectations," American Economic Review, American Economic Association, vol. 95(4), pages 1092-1118, September.
    5. Itzhak Gilboa & David Schmeidler, 1995. "Case-Based Decision Theory," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 110(3), pages 605-639.
    6. Gary S. Becker, 1981. "A Treatise on the Family," NBER Books, National Bureau of Economic Research, Inc, number beck81-1.
    7. Sandra E. Black & Paul J. Devereux & Kjell G. Salvanes, 2005. "The More the Merrier? The Effect of Family Size and Birth Order on Children's Education," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 120(2), pages 669-700.
    8. Alberto Bisin & Thierry Verdier, 2000. ""Beyond the Melting Pot": Cultural Transmission, Marriage, and the Evolution of Ethnic and Religious Traits," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 115(3), pages 955-988.
    9. Carneiro, Pedro & Heckman, James J & Masterov, Dimitriy V, 2005. "Labor Market Discrimination and Racial Differences in Premarket Factors," Journal of Law and Economics, University of Chicago Press, vol. 48(1), pages 1-39, April.
    10. Alberto Bisin & Giorgio Topa & Thierry Verdier, 2004. "Religious Intermarriage and Socialization in the United States," Journal of Political Economy, University of Chicago Press, vol. 112(3), pages 615-664, June.
    11. Bruce Sacerdote, 2002. "The Nature and Nurture of Economic Outcomes," American Economic Review, American Economic Association, vol. 92(2), pages 344-348, May.
    12. 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.
    13. Roland Bénabou & Jean Tirole, 2005. "Self-Confidence and Personal Motivation," International Economic Association Series, in: Bina Agarwal & Alessandro Vercelli (ed.), Psychology, Rationality and Economic Behaviour, chapter 2, pages 19-57, Palgrave Macmillan.
    14. Kalai, Ehud & Lehrer, Ehud, 1993. "Rational Learning Leads to Nash Equilibrium," Econometrica, Econometric Society, vol. 61(5), pages 1019-1045, September.
    15. Olivier Compte & Andrew Postlewaite, 2004. "Confidence-Enhanced Performance," American Economic Review, American Economic Association, vol. 94(5), pages 1536-1557, December.
    16. Smith, L. & Sorensen, P., 1997. "Informational Herding and Optimal Experimentation," Economics Papers 139, Economics Group, Nuffield College, University of Oxford.
    17. Sonalde Desai & P. Chase-Lansdale & Robert Michael, 1989. "Mother or Market? Effects of Maternal Employment on the Intellectual Ability of 4-Year-Old Children," Demography, Springer;Population Association of America (PAA), vol. 26(4), pages 545-561, November.
    18. William T. Harbaugh & Kate Krause & Timothy R. Berry, 2001. "GARP for Kids: On the Development of Rational Choice Behavior," American Economic Review, American Economic Association, vol. 91(5), pages 1539-1545, December.
    19. Sonalde Desai & P. L. Chase-Lansdale & Robert Michael, "undated". "Mother or Market? Effects of Maternal Employment on Cognitive Development of Four-year-old Children," University of Chicago - Population Research Center 88-11, Chicago - Population Research Center.
    20. Drew Fudenberg & David K. Levine, 1998. "The Theory of Learning in Games," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262061945, April.
    21. Schlag, Karl H., 1998. "Why Imitate, and If So, How?, : A Boundedly Rational Approach to Multi-armed Bandits," Journal of Economic Theory, Elsevier, vol. 78(1), pages 130-156, January.
    22. Raquel Bernal, 2004. "Employment and Child Care Decisions of Mothers and the Well-being of their Children," Econometric Society 2004 North American Winter Meetings 361, Econometric Society.
    23. Monica Brezzi & Tze Leung Lai, 2000. "Incomplete Learning from Endogenous Data in Dynamic Allocation," Econometrica, Econometric Society, vol. 68(6), pages 1511-1516, November.
    24. Rubenstein, Ariel, 1989. "Optimal flexibility of rules : The tale of the wise principal and the naive agent," European Journal of Political Economy, Elsevier, vol. 5(2-3), pages 219-227.
    25. Roland Bénabou & Jean Tirole, 2003. "Intrinsic and Extrinsic Motivation," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 70(3), pages 489-520.
    26. John C Harsanyi, 1997. "Games with incomplete information played by "bayesian" players," Levine's Working Paper Archive 1175, David K. Levine.
    27. Crawford, Vincent P & Sobel, Joel, 1982. "Strategic Information Transmission," Econometrica, Econometric Society, vol. 50(6), pages 1431-1451, November.
    Full references (including those not matched with items on IDEAS)

    Citations

    Blog mentions

    As found by EconAcademics.org, the blog aggregator for Economics research:
    1. Endogenous parenting and twin adoption studies
      by Tyler Cowen in Marginal Revolution on 2011-03-01 15:41:00
    2. Endogenous parenting and twin adoption studies
      by Tyler Cowen in Marginal Revolution on 2011-03-01 15:41:00
    3. Endogenous parenting and twin adoption studies
      by Tyler Cowen in Cafe Hayek on 2011-03-01 15:41:00

    Citations

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


    Cited by:

    1. Deborah A. Cobb-Clark & Nicolás Salamanca & Anna Zhu, 2019. "Parenting style as an investment in human development," Journal of Population Economics, Springer;European Society for Population Economics, vol. 32(4), pages 1315-1352, October.
    2. Lex Borghans & Angela Lee Duckworth & James J. Heckman & Bas ter Weel, 2008. "The Economics and Psychology of Personality Traits," Journal of Human Resources, University of Wisconsin Press, vol. 43(4).
    3. Avner Seror, 2019. "Human Development, Social Interactions, and Identity Formation," AMSE Working Papers 1924, Aix-Marseille School of Economics, France.
    4. David Ettinger & Philippe Jehiel, 2004. "Towards a Theory of Deception," Levine's Bibliography 122247000000000247, UCLA Department of Economics.
    5. Zhang, Haochen & Qin, Xuezheng & Zhou, Jiantao, 2020. "Do tiger moms raise superior kids? The impact of parenting style on adolescent human capital formation in China," China Economic Review, Elsevier, vol. 63(C).
    6. James J. Heckman & Stefano Mosso, 2014. "The Economics of Human Development and Social Mobility," Annual Review of Economics, Annual Reviews, vol. 6(1), pages 689-733, August.
    7. Leonardo Bursztyn & Lucas C. Coffman, 2012. "The Schooling Decision: Family Preferences, Intergenerational Conflict, and Moral Hazard in the Brazilian Favelas," Journal of Political Economy, University of Chicago Press, vol. 120(3), pages 359-397.
    8. Black, Sandra E. & Devereux, Paul J., 2011. "Recent Developments in Intergenerational Mobility," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 4, chapter 16, pages 1487-1541, Elsevier.
    9. Baccara, Mariagiovanna & Lee, SangMok & Yariv, Leeat, 2023. "Task allocation and on-the-job training," Journal of Economic Theory, Elsevier, vol. 207(C).
    10. Bobby W. Chung & Jian Zou, 2023. "Understanding spillover of peer parental education: Randomization evidence and mechanisms," Economic Inquiry, Western Economic Association International, vol. 61(3), pages 496-522, July.
    11. Andreas Fagereng & Magne Mogstad & Marte Rønning, 2021. "Why Do Wealthy Parents Have Wealthy Children?," Journal of Political Economy, University of Chicago Press, vol. 129(3), pages 703-756.
    12. Orlov, Dmitry, 2022. "Frequent monitoring in dynamic contracts," Journal of Economic Theory, Elsevier, vol. 206(C).
    13. Sebastian Galiani & Matthew Staiger & Gustavo Torrens, 2017. "When Children Rule: Parenting in Modern Families," NBER Working Papers 23087, National Bureau of Economic Research, Inc.
    14. Lucia Corno & Michela Carlana, 2022. "Shaping gender-stereotypical beliefs: the role of parents and peers," IFS Working Papers W22/52, Institute for Fiscal Studies.
    15. Francesconi, Marco & Heckman, James J., 2016. "Symposium on Child Development and Parental Investment: Introduction," IZA Discussion Papers 9977, Institute of Labor Economics (IZA).
    16. Francesconi, Marco & Heckman, James J, 2015. "Symposium on Child Development and Parental Investment: Introduction," Economics Discussion Papers 16868, University of Essex, Department of Economics.
    17. Chang, Simon & Cobb-Clark, Deborah A. & Salamanca, Nicolás, 2022. "Parents’ responses to teacher qualifications," Journal of Economic Behavior & Organization, Elsevier, vol. 197(C), pages 419-446.
    18. Marco Cosconati, 2011. "Parenting Style and the Development of Human Capital in Children," 2011 Meeting Papers 854, Society for Economic Dynamics.
    19. Adriani, Fabrizio & Matheson, Jesse A. & Sonderegger, Silvia, 2018. "Teaching by example and induced beliefs in a model of cultural transmission," Journal of Economic Behavior & Organization, Elsevier, vol. 145(C), pages 511-529.
    20. Vasileios Kotsidis, 2018. "Call to Action: Intrinsic Motives and Material Interests," Games, MDPI, vol. 9(4), pages 1-24, November.
    21. Marcello Sartarelli, 2011. "Do Performance Targets Affect Behaviour? Evidence from Discontinuities in Test Scores in England," DoQSS Working Papers 11-02, Quantitative Social Science - UCL Social Research Institute, University College London.
    22. Li, Yunsen & Yang, Haoran & Luo, Liang, 2021. "Poverty exposure and cognitive abilities of children in rural China: Causation and the roles of family investments," Children and Youth Services Review, Elsevier, vol. 121(C).

    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. Daron Acemoglu & Asuman Ozdaglar, 2011. "Opinion Dynamics and Learning in Social Networks," Dynamic Games and Applications, Springer, vol. 1(1), pages 3-49, March.
    2. Roland Bénabou, 2013. "Groupthink: Collective Delusions in Organizations and Markets," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 80(2), pages 429-462.
    3. Ignacio Esponda & Demian Pouzo, 2014. "Berk-Nash Equilibrium: A Framework for Modeling Agents with Misspecified Models," Papers 1411.1152, arXiv.org, revised Nov 2019.
    4. Silvia Dominguez‐Martinez & Otto H. Swank, 2009. "A Simple Model of Self‐Assessment," Economic Journal, Royal Economic Society, vol. 119(539), pages 1225-1241, July.
    5. Rebitzer, James B. & Taylor, Lowell J., 2011. "Extrinsic Rewards and Intrinsic Motives: Standard and Behavioral Approaches to Agency and Labor Markets," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 4, chapter 8, pages 701-772, Elsevier.
    6. Mohlin, Erik & Östling, Robert & Wang, Joseph Tao-yi, 2020. "Learning by similarity-weighted imitation in winner-takes-all games," Games and Economic Behavior, Elsevier, vol. 120(C), pages 225-245.
    7. Drew Fudenberg, 2006. "Advancing Beyond Advances in Behavioral Economics," Journal of Economic Literature, American Economic Association, vol. 44(3), pages 694-711, September.
    8. Campbell, Stuart & Nuevo-Chiquero, Ana & Popli, Gurleen & Ratcliffe, Anita, 2019. "Parental Ethnic Identity and Child Development," IZA Discussion Papers 12104, Institute of Labor Economics (IZA).
    9. Mauersberger, Felix, 2019. "Thompson Sampling: Endogenously Random Behavior in Games and Markets," VfS Annual Conference 2019 (Leipzig): 30 Years after the Fall of the Berlin Wall - Democracy and Market Economy 203600, Verein für Socialpolitik / German Economic Association.
    10. Friederike Mengel, 2009. "Conformism and cooperation in a local interaction model," Journal of Evolutionary Economics, Springer, vol. 19(3), pages 397-415, June.
    11. Agastya, Murali & Slinko, Arkadii, 2015. "Dynamic choice in a complex world," Journal of Economic Theory, Elsevier, vol. 158(PA), pages 232-258.
    12. Belianin, A., 2017. "Face to Face to Human Being: Achievements and Challenges of Behavioral Economics," Journal of the New Economic Association, New Economic Association, vol. 34(2), pages 166-175.
    13. Eleonora Patacchini & Yves Zenou, 2011. "Neighborhood Effects And Parental Involvement In The Intergenerational Transmission Of Education," Journal of Regional Science, Wiley Blackwell, vol. 51(5), pages 987-1013, December.
    14. Edward Cartwright, 2002. "Learning to play approximate Nash equilibria in games with many players," Levine's Working Paper Archive 506439000000000070, David K. Levine.
    15. Tsakas, Nikolas, 2012. "Naive learning in social networks: Imitating the most successful neighbor," MPRA Paper 37796, University Library of Munich, Germany.
    16. Stuart Campbell & Ana Nuevo‐Chiquero & Gurleen Popli & Anita Ratcliffe, 2020. "Parental Ethnic Identity and Child Test Scores," Fiscal Studies, John Wiley & Sons, vol. 41(4), pages 851-881, December.
    17. Suzuki, Toru, 2019. "Choice set dependent performance and post-decision dissonance," Journal of Economic Behavior & Organization, Elsevier, vol. 163(C), pages 24-42.
    18. Liqui Lung, C. W., 2022. "Optimal Self-Screening and the Persistence of Identity-Driven Choices," Janeway Institute Working Papers 2232, Faculty of Economics, University of Cambridge.
    19. Tsakas Nikolas, 2014. "Imitating the Most Successful Neighbor in Social Networks," Review of Network Economics, De Gruyter, vol. 12(4), pages 403-435, February.
    20. Dessi, Roberta, 2005. "Memory, Cultural Transmission and Investments," IDEI Working Papers 316, Institut d'Économie Industrielle (IDEI), Toulouse.

    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:nwu:cmsems:1432. 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: Fran Walker (email available below). General contact details of provider: https://edirc.repec.org/data/cmnwuus.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.