IDEAS home Printed from https://ideas.repec.org/p/inu/caeprp/2024008.html

Accounting for Individual-Specific Heterogeneity in Intergenerational Income Mobility

Author

Listed:
  • Yoosoon Chang

    (Department of Economics, Indiana University)

  • Steven N. Durlauf

    (University of Chicago)

  • Bo Hu

    (Department of Economics, Indiana University)

  • Joon K. Park

    (Department of Economics, Indiana University)

Abstract

This paper proposes a fully nonparametric model to investigate the dynamics of intergenerational income mobility for discrete outcomes. In our model, an individual’s income class probabilities depend on parental income in a manner that accommodates nonlinearities and interactions among various individual and parental characteristics, including race, education, and parental age at childbearing. Consequently, we offer a generalization of Markov chain mobility models. We employ kernel techniques from machine learning and further regularization for estimating this highly flexible model. Utilizing data from the Panel Study of Income Dynamics (PSID), we find that race and parental education play significant roles in determining the influence of parental income on children’s economic prospects.

Suggested Citation

  • Yoosoon Chang & Steven N. Durlauf & Bo Hu & Joon K. Park, 2024. "Accounting for Individual-Specific Heterogeneity in Intergenerational Income Mobility," CAEPR Working Papers 2024-008 Classification-C, Center for Applied Economics and Policy Research, Department of Economics, Indiana University Bloomington.
  • Handle: RePEc:inu:caeprp:2024008
    as

    Download full text from publisher

    File URL: https://caepr.indiana.edu/RePEc/inu/caeprp/caepr2024-008.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Gordon B. Dahl & Lance Lochner, 2012. "The Impact of Family Income on Child Achievement: Evidence from the Earned Income Tax Credit," American Economic Review, American Economic Association, vol. 102(5), pages 1927-1956, August.
    2. Deirdre Bloome, 2017. "Childhood Family Structure and Intergenerational Income Mobility in the United States," Demography, Springer;Population Association of America (PAA), vol. 54(2), pages 541-569, April.
    3. Alberto Abadie & Joshua Angrist & Guido Imbens, 2002. "Instrumental Variables Estimates of the Effect of Subsidized Training on the Quantiles of Trainee Earnings," Econometrica, Econometric Society, vol. 70(1), pages 91-117, January.
    4. Stewart, Mark B., 2005. "A comparison of semiparametric estimators for the ordered response model," Computational Statistics & Data Analysis, Elsevier, vol. 49(2), pages 555-573, April.
    5. Gary S. Becker & Nigel Tomes, 1994. "Human Capital and the Rise and Fall of Families," NBER Chapters, in: Human Capital: A Theoretical and Empirical Analysis with Special Reference to Education, Third Edition, pages 257-298, National Bureau of Economic Research, Inc.
    6. Otis Duncan, 1968. "Patterns of occupational mobility among Negro men," Demography, Springer;Population Association of America (PAA), vol. 5(1), pages 11-22, March.
    7. Becker, Gary S & Tomes, Nigel, 1979. "An Equilibrium Theory of the Distribution of Income and Intergenerational Mobility," Journal of Political Economy, University of Chicago Press, vol. 87(6), pages 1153-1189, December.
    8. Gallant, A Ronald & Nychka, Douglas W, 1987. "Semi-nonparametric Maximum Likelihood Estimation," Econometrica, Econometric Society, vol. 55(2), pages 363-390, March.
    9. William A. Darity Jr., 2022. "Position and Possessions: Stratification Economics and Intergroup Inequality," Journal of Economic Literature, American Economic Association, vol. 60(2), pages 400-426, June.
    10. Debopam Bhattacharya & Bhashkar Mazumder, 2011. "A nonparametric analysis of black–white differences in intergenerational income mobility in the United States," Quantitative Economics, Econometric Society, vol. 2(3), pages 335-379, November.
    11. Jiafeng Chen & Jonathan Roth, 2024. "Logs with Zeros? Some Problems and Solutions," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 139(2), pages 891-936.
    12. Raj Chetty & Nathaniel Hendren & Maggie R Jones & Sonya R Porter, 2020. "Race and Economic Opportunity in the United States: an Intergenerational Perspective [“Intergenerational Mobility of Immigrants in the US Over Two Centuries,”]," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 135(2), pages 711-783.
    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. Chang, Yoosoon & Gómez-Rodríguez, Fabio & Matthes, Christian, 2026. "The influence of fiscal and monetary policies on the shape of the yield curve," Journal of Economic Dynamics and Control, Elsevier, vol. 184(C).
    2. Woo-Mora, L. Guillermo, 2026. "Unveiling the Cosmic Race: Skin tone and intergenerational economic disparities in Latin America and the Caribbean," Journal of Development Economics, Elsevier, vol. 179(C).
    3. 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.
    4. Marie Connolly & Catherine Haeck, 2024. "Intergenerational income mobility trends in Canada," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 57(1), pages 5-26, February.
    5. J. Carter Braxton & Nisha Chikhale & Kyle F. Herkenhoff & Gordon M. Phillips, 2024. "Intergenerational Mobility and Credit," NBER Working Papers 32031, National Bureau of Economic Research, Inc.
    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. Andrea Del Pizzo & Martin Nybom & Jan Stuhler, 2026. "Indirect Estimators of Intergenerational Mobility," RFBerlin Discussion Paper Series 26137, ROCKWOOL Foundation Berlin (RFBerlin).
    8. Patricia Funjika & Rachel M. Gisselquist, 2020. "Social mobility and inequality between groups," WIDER Working Paper Series wp2020-12, World Institute for Development Economic Research (UNU-WIDER).
    9. Nam, Yunju, 2020. "Parents’ financial assistance for college and black-white disparities in post-secondary educational attainment," Children and Youth Services Review, Elsevier, vol. 110(C).
    10. Kroeger, Sarah & Thompson, Owen, 2016. "Educational mobility across three generations of American women," Economics of Education Review, Elsevier, vol. 53(C), pages 72-86.
    11. Hanol Lee & Jong‐Wha Lee, 2021. "Patterns and determinants of intergenerational educational mobility: Evidence across countries," Pacific Economic Review, Wiley Blackwell, vol. 26(1), pages 70-90, February.
    12. Ryan Bacic & Angela Zheng, 2024. "Race and the Income‐Achievement Gap," Economic Inquiry, Western Economic Association International, vol. 62(1), pages 5-23, January.
    13. Jorge Luis García & James J. Heckman, 2023. "Parenting Promotes Social Mobility Within and Across Generations," Annual Review of Economics, Annual Reviews, vol. 15(1), pages 349-388, September.
    14. Gallegos, Sebastián & García, Jorge Luis, 2024. "Childcare and parenting in the production of early life skills," Economics of Education Review, Elsevier, vol. 101(C).
    15. Bacic, Ryan & Zheng, Angela, 2023. "Race and the Income-Achievement Gap," IZA Discussion Papers 16419, IZA Network @ LISER.
    16. Feng, Qundi & He, Qinying, 2022. "Does parental migration increase upward intergenerational mobility? Evidence from rural China," Economic Modelling, Elsevier, vol. 115(C).
    17. 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.
    18. Richey, Jeremiah & Rosburg, Alicia, 2016. "Understanding intergenerational economic mobility by decomposing joint distributions," MPRA Paper 72665, University Library of Munich, Germany.
    19. Markus Jäntti & Stephen P. Jenkins, 2013. "Income Mobility," SOEPpapers on Multidisciplinary Panel Data Research 607, DIW Berlin, The German Socio-Economic Panel (SOEP).
    20. Francesconi, Marco & Heckman, James J, 2015. "Symposium on Child Development and Parental Investment: Introduction," Economics Discussion Papers 16868, University of Essex, Department of Economics.

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;
    ;

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:inu:caeprp:2024008. 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: Center for Applied Economics and Policy Research (email available below). General contact details of provider: https://edirc.repec.org/data/caeprus.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.