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Fixed Effects, Invariance, and Spatial Variation in Intergenerational Mobility

Author

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  • Gary Chamberlain

Abstract

Chetty et al. (2014) document variation across commuting zones in intergenerational mobility. With over 700 commuting zones, the task of estimating place effects involves a high-dimension parameter space. I develop a fixed-effects model along with an oracle bound on the risk of invariant estimators. The oracle estimator uses an invariant prior, which I have incorporated into a random-effects model to obtain a feasible estimator. This estimator almost achieves the oracle bound over the relevant part of the (fixed-effects) parameter space in the empirical application. There is substantial reduction in risk compared with the least-squares estimator.

Suggested Citation

  • Gary Chamberlain, 2016. "Fixed Effects, Invariance, and Spatial Variation in Intergenerational Mobility," American Economic Review, American Economic Association, vol. 106(5), pages 400-404, May.
    • Handle: RePEc:aea:aecrev:v:106:y:2016:i:5:p:400-404
    Note: DOI: 10.1257/aer.p20161082
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    References listed on IDEAS

    as
    1. Raj Chetty & Nathaniel Hendren & Patrick Kline & Emmanuel Saez, 2014. "Where is the land of Opportunity? The Geography of Intergenerational Mobility in the United States," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 129(4), pages 1553-1623.
    2. Gary Chamberlain & Marcelo J. Moreira, 2009. "Decision Theory Applied to a Linear Panel Data Model," Econometrica, Econometric Society, vol. 77(1), pages 107-133, January.
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    Cited by:

    1. Bonhomme, Stéphane & Denis, Angela, 2024. "Estimating heterogeneous effects: Applications to labor economics," Labour Economics, Elsevier, vol. 91(C).
    2. Orhan Torul & Oguz Oztunali, 2017. "Intergenerational Educational Mobility in Europe," Working Papers 2017/03, Bogazici University, Department of Economics.

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    More about this item

    JEL classification:

    • C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data; Spatio-temporal Models
    • J62 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - Job, Occupational and Intergenerational Mobility; Promotion

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