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Beyond Treatment Effects: Estimating the Relationship Between Neighborhood Poverty and Individual Outcomes in the MTO Experiment

Author

Listed:
  • Jeffrey B. Liebman

    (Harvard University and NBER)

  • Lawrence F. Katz

    (Harvard University and NBER)

  • Jeffrey R. Kling

    (Princeton University and NBER)

Abstract

Several important social science literatures hinge on the functional relationship between neighborhood characteristics and individual outcomes. Although there have been numerous non-experimental estimates of these relationships, there are serious concerns about their reliability because individuals self-select into neighborhoods. This paper uses data from HUD's Moving to Opportunity (MTO) randomized housing voucher experiment to estimate the relationship between neighborhood poverty and individual outcomes using experimental variation. In addition, it assesses the reliability of non-experimental estimates by comparing them to experimental estimates. We find that our method for using experimental variation to estimate the relationship between neighborhood poverty and individual outcomes - instrumenting for neighborhood poverty with site-by-treatment group interactions - produces precise estimates in models in which poverty enters linearly. Our estimates of nonlinear and threshold models are not precise enough to be conclusive, though many of our point estimates suggest little, if any, deviation from linearity. Our non-experimental estimates are inconsistent with our experimental estimates, suggesting that non-experimental estimates are not reliable. Moreover, the selection pattern that reconciles the experimental and non-experimental results is complex, suggesting that common assumptions about the direction of bias in non-experimental estimates may be incorrect.

Suggested Citation

  • Jeffrey B. Liebman & Lawrence F. Katz & Jeffrey R. Kling, 2004. "Beyond Treatment Effects: Estimating the Relationship Between Neighborhood Poverty and Individual Outcomes in the MTO Experiment," Working Papers 872, Princeton University, Department of Economics, Industrial Relations Section..
    • Handle: RePEc:pri:indrel:493
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    References listed on IDEAS

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    1. Brian A. Jacob, 2004. "Public Housing, Housing Vouchers, and Student Achievement: Evidence from Public Housing Demolitions in Chicago," American Economic Review, American Economic Association, vol. 94(1), pages 233-258, March.
    2. Currie, Janet & Yelowitz, Aaron, 2000. "Are public housing projects good for kids?," Journal of Public Economics, Elsevier, vol. 75(1), pages 99-124, January.
    3. Arnott, Richard & Rowse, John, 1987. "Peer group effects and educational attainment," Journal of Public Economics, Elsevier, vol. 32(3), pages 287-305, April.
    4. Henderson, Vernon & Mieszkowski, Peter & Sauvageau, Yvon, 1978. "Peer group effects and educational production functions," Journal of Public Economics, Elsevier, vol. 10(1), pages 97-106, August.
    5. Edward L. Glaeser & Bruce I. Sacerdote & Jose A. Scheinkman, 2003. "The Social Multiplier," Journal of the European Economic Association, MIT Press, vol. 1(2-3), pages 345-353, 04/05.
    6. Charles F. Manski, 2000. "Economic Analysis of Social Interactions," Journal of Economic Perspectives, American Economic Association, vol. 14(3), pages 115-136, Summer.
    7. repec:pri:cheawb:kling_mto481 is not listed on IDEAS
    8. repec:pri:indrel:dsp01qz20ss50t is not listed on IDEAS
    9. Jeffrey R. Kling & Jeffrey B. Liebman, 2004. "Experimental Analysis of Neighborhood Effects on Youth," Working Papers 1, Princeton University, Department of Economics, Industrial Relations Section..
    10. Jeffrey R. Kling & Jeffrey B. Liebman & Lawrence F. Katz & Lisa Sanbonmatsu, 2004. "Moving to Opportunity and Tranquility: Neighborhood Effects on Adult Economic Self-Sufficiency and Health From a Randomized Housing Voucher Experiment," Working Papers 5, Princeton University, Department of Economics, Industrial Relations Section..
    11. Philip Oreopoulos, 2003. "The Long-Run Consequences of Living in a Poor Neighborhood," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 118(4), pages 1533-1575.
    12. Narayan Sastry & Bonnie Ghosh-Dastidar & John Adams & Anne Pebley, 2003. "The Design of a Multilevel Survey of Children, Families, and Communities: The Los Angeles Family and Neighborhood Survey," Working Papers 298, Princeton University, Woodrow Wilson School of Public and International Affairs, Office of Population Research..
    13. Charles F. Manski, 1993. "Identification of Endogenous Social Effects: The Reflection Problem," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 60(3), pages 531-542.
    14. Galster, George, 2002. "An economic efficiency analysis of deconcentrating poverty populations," Journal of Housing Economics, Elsevier, vol. 11(4), pages 303-329, December.
    15. Raquel Fernandez & Richard Rogerson, 1996. "Income Distribution, Communities, and the Quality of Public Education," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 111(1), pages 135-164.
    16. Narayan Sastry & Bonnie Ghosh-Dastidar & John Adams & Anne R. Pebley, 2003. "The Design of Multilevel Survey of Children, Families, and Communities: The Los Angeles Family and Neighborhood Survey," Working Papers 03-21, RAND Corporation.
    17. repec:pri:cheawb:kling_mto481.pdf is not listed on IDEAS
    18. Roland Benabou, 1993. "Workings of a City: Location, Education, and Production," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 108(3), pages 619-652.
    19. de Bartolome, Charles A M, 1990. "Equilibrium and Inefficiency in a Community Model with Peer Group Effects," Journal of Political Economy, University of Chicago Press, vol. 98(1), pages 110-133, February.
    20. repec:pri:indrel:dsp01m613mx58m is not listed on IDEAS
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    Citations

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    Cited by:

    1. Jens Ludwig & Jeffrey R. Kling, 2007. "Is Crime Contagious?," Journal of Law and Economics, University of Chicago Press, vol. 50, pages 491-518.
    2. Claire Dujardin & Florence Goffette-Nagot, 2005. "Neighborhood effects, public housing and unemployment in France," Post-Print halshs-00180046, HAL.
    3. repec:pri:cepsud:117kling is not listed on IDEAS
    4. Jeffrey R. Kling & Jens Ludwig, 2005. "Is Crime Contagious?," Working Papers 85, Princeton University, Department of Economics, Center for Economic Policy Studies..
    5. Emla Fitzsimons & Marcos Vera-Hernandez, 2013. "Food for Thought? Breastfeeding and Child Development," IFS Working Papers W13/31, Institute for Fiscal Studies.
    6. Dominique Goux & Eric Maurin, 2007. "Close Neighbours Matter: Neighbourhood Effects on Early Performance at School," Economic Journal, Royal Economic Society, vol. 117(523), pages 1193-1215, October.
    7. Fitzsimons, Emla & Malde, Bansi & Mesnard, Alice & Vera-Hernández, Marcos, 2016. "Nutrition, information and household behavior: Experimental evidence from Malawi," Journal of Development Economics, Elsevier, vol. 122(C), pages 113-126.
    8. Jeffrey R Kling & Jeffrey B Liebman & Lawrence F Katz, 2007. "Experimental Analysis of Neighborhood Effects," Econometrica, Econometric Society, vol. 75(1), pages 83-119, January.
    9. Ricardo Maertens, 2016. "Adverse rainfall shocks and civil war: Myth or reality?," HiCN Working Papers 212, Households in Conflict Network.
    10. repec:pri:cheawb:j_kling_2005 is not listed on IDEAS

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    More about this item

    Keywords

    neighborhood effects; social experiments;

    JEL classification:

    • N32 - Economic History - - Labor and Consumers, Demography, Education, Health, Welfare, Income, Wealth, Religion, and Philanthropy - - - U.S.; Canada: 1913-
    • N33 - Economic History - - Labor and Consumers, Demography, Education, Health, Welfare, Income, Wealth, Religion, and Philanthropy - - - Europe: Pre-1913
    • N34 - Economic History - - Labor and Consumers, Demography, Education, Health, Welfare, Income, Wealth, Religion, and Philanthropy - - - Europe: 1913-

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