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Identifying Individual and Group Effects in the Presence of Sorting: A Neighborhood Effects Application

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  • Patrick Bayer
  • Stephen L. Ross

Abstract

Researchers have long recognized that the non-random sorting of individuals into groups generates correlation between individual and group attributes that is likely to bias naïve estimates of both individual and group effects. This paper proposes a non-parametric strategy for identifying these effects in a model that allows for both individual and group unobservables, applying this strategy to the estimation of neighborhood effects on labor market outcomes. The first part of this strategy is guided by a robust feature of the equilibrium in vertical sorting models - a monotonic relationship between neighborhood housing prices and neighborhood quality. This implies that under certain conditions a non-parametric function of neighborhood housing prices serves as a suitable control function for the neighborhood unobservable in the labor market outcome regression. This control function transforms the problem to a model with one unobservable so that traditional instrumental variables solutions may be applied. In our application, we instrument for each individual’s observed neighborhood attributes with the average neighborhood attributes of a set of observationally identical individuals. The neighborhood effects model is estimated using confidential microdata from the 1990 Decennial Census for the Boston MSA. The results imply that the direct effects of geographic proximity to jobs, neighborhood poverty rates, and average neighborhood education are substantially larger than the conditional correlations identified using OLS, although the net effect of neighborhood quality on labor market outcomes remains small. These findings are robust across a wide variety of specifications and robustness checks.

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Paper provided by National Bureau of Economic Research, Inc in its series NBER Working Papers with number 12211.

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Date of creation: May 2006
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Handle: RePEc:nbr:nberwo:12211

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  1. Lawrence Katz & Jeffrey R. Kling & B. Jeffrey Liebman & 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, Princeton University, Department of Economics, Industrial Relations Section. 860, Princeton University, Department of Economics, Industrial Relations Section..
  2. Ivar Ekeland & James Heckman & Lars Nesheim, 2002. "Identification and estimation of hedonic models," CeMMAP working papers, Centre for Microdata Methods and Practice, Institute for Fiscal Studies CWP07/02, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
  3. Lawrence F. Katz & Jeffrey R. Kling & Jeffrey B. Liebman, 2001. "Moving To Opportunity In Boston: Early Results Of A Randomized Mobility Experiment," The Quarterly Journal of Economics, MIT Press, MIT Press, vol. 116(2), pages 607-654, May.
  4. Brock, William A. & Durlauf, Steven N., 2007. "Identification of binary choice models with social interactions," Journal of Econometrics, Elsevier, Elsevier, vol. 140(1), pages 52-75, September.
  5. John T. Addison & Pedro Portugal, 1998. "Job Search Methods and Outcomes," Working Papers, Banco de Portugal, Economics and Research Department w199808, Banco de Portugal, Economics and Research Department.
  6. Anne C. Case & Lawrence F. Katz, 1991. "The Company You Keep: The Effects of Family and Neighborhood on Disadvantaged Youths," NBER Working Papers 3705, National Bureau of Economic Research, Inc.
  7. Yannis M Ioannides & Jeffrey E Zabel, 2002. "Interactions, Neighborhood Selection, and Housing Demand," Working Papers, Center for Economic Studies, U.S. Census Bureau 02-19, Center for Economic Studies, U.S. Census Bureau.
  8. Patrick Bayer & Stephen L. Ross & Giorgio Topa, 2005. "Place of Work and Place of Residence: Informal Hiring Networks and Labor Market Outcomes," Working Papers, Economic Growth Center, Yale University 927, Economic Growth Center, Yale University.
  9. Yannis M. Ioannides & Jeffrey E. Zabel, 2003. "Neighbourhood effects and housing demand," Journal of Applied Econometrics, John Wiley & Sons, Ltd., John Wiley & Sons, Ltd., vol. 18(5), pages 563-584.
  10. Harry J. Holzer, 1986. "Search Method Use by Unemployed Youth," NBER Working Papers 1859, National Bureau of Economic Research, Inc.
  11. Patrick Bayer & Christopher Timmins, 2003. "Estimating Equilibrium Models of Sorting across Locations," Working Papers, Economic Growth Center, Yale University 862, Economic Growth Center, Yale University.
  12. Wahba, Jackline & Zenou, Yves, 2004. "Density, Social Networks and Job Search Methods: Theory and Application to Egypt," Working Paper Series, Research Institute of Industrial Economics 629, Research Institute of Industrial Economics.
  13. Marianne Bertrand & Erzo Luttmer & Sendhil Mullainathan, 1998. "Network Effects and Welfare Cultures," Working Papers, Princeton University, Department of Economics, Industrial Relations Section. 784, Princeton University, Department of Economics, Industrial Relations Section..
  14. Epple, Dennis & Romer, Thomas, 1991. "Mobility and Redistribution," Journal of Political Economy, University of Chicago Press, University of Chicago Press, vol. 99(4), pages 828-58, August.
  15. Benabou, Roland, 1993. "Workings of a City: Location, Education, and Production," The Quarterly Journal of Economics, MIT Press, MIT Press, vol. 108(3), pages 619-52, August.
  16. Jeffrey R. Kling & Jens Ludwig & Lawrence F. Katz, 2005. "Neighborhood Effects on Crime for Female and Male Youth: Evidence from a Randomized Housing Voucher Experiment," The Quarterly Journal of Economics, MIT Press, MIT Press, vol. 120(1), pages 87-130, January.
  17. Fernandez, Raquel & Rogerson, Richard, 1998. "Public Education and Income Distribution: A Dynamic Quantitative Evaluation of Education-Finance Reform," American Economic Review, American Economic Association, American Economic Association, vol. 88(4), pages 813-33, September.
  18. Bruce A. Weinberg & Patricia B. Reagan & Jeffrey J. Yankow, 2004. "Do Neighborhoods Affect Hours Worked? Evidence from Longitudinal Data," Journal of Labor Economics, University of Chicago Press, University of Chicago Press, vol. 22(4), pages 891-924, October.
  19. O'Regan, Katherine M. & Quigley, John M., 1995. "Teenage Employment and the Spatial Isolation of Minority and Poverty Households," University of California Transportation Center, Working Papers qt6vg6961r, University of California Transportation Center.
  20. King, Jeffrey & Liebman, Jeffrey & Katz, Lawrence & Sanbonmatsu, Lisa, 2004. "Moving to Opportunity and Tranquility: Neighborhood Effects on Adult Economic Self-Sufficiency and Health from a Randomized Housing Voucher Experiment," Working Paper Series, Harvard University, John F. Kennedy School of Government rwp04-035, Harvard University, John F. Kennedy School of Government.
  21. Manski, Charles F, 1993. "Identification of Endogenous Social Effects: The Reflection Problem," Review of Economic Studies, Wiley Blackwell, Wiley Blackwell, vol. 60(3), pages 531-42, July.
  22. Aizer, Anna & Currie, Janet, 2004. "Networks or neighborhoods? Correlations in the use of publicly-funded maternity care in California," Journal of Public Economics, Elsevier, Elsevier, vol. 88(12), pages 2573-2585, December.
  23. Fernando Ferreira, 2008. "You Can Take it With You: Proposition 13 Tax Benefits, Residential Mobility, and Willingness to Pay for Housing Amenities," Working Papers, Center for Economic Studies, U.S. Census Bureau 08-15, Center for Economic Studies, U.S. Census Bureau.
  24. James P. Smith, 1999. "Healthy Bodies and Thick Wallets: The Dual Relation between Health and Economic Status," Journal of Economic Perspectives, American Economic Association, American Economic Association, vol. 13(2), pages 145-166, Spring.
  25. Anne Case & Darren Lubotsky & Christina Paxson, 2002. "Economic status and health in childhood: the origins of the gradient," Working Papers, Princeton University, Woodrow Wilson School of Public and International Affairs, Center for Health and Wellbeing. 262, Princeton University, Woodrow Wilson School of Public and International Affairs, Center for Health and Wellbeing..
  26. David M. Cutler & Edward L. Glaeser, 1995. "Are Ghettos Good or Bad?," NBER Working Papers 5163, National Bureau of Economic Research, Inc.
  27. Blau, David M & Robins, Philip K, 1990. "Job Search Outcomes for the Employed and Unemployed," Journal of Political Economy, University of Chicago Press, University of Chicago Press, vol. 98(3), pages 637-55, June.
  28. James P. Smith, 2003. "Consequences and Predictors of New Health Events," NBER Working Papers 10063, National Bureau of Economic Research, Inc.
  29. Walsh, Randy, 2007. "Endogenous open space amenities in a locational equilibrium," Journal of Urban Economics, Elsevier, vol. 61(2), pages 319-344, March.
  30. Epple, Dennis & Platt, Glenn J., 1998. "Equilibrium and Local Redistribution in an Urban Economy when Households Differ in both Preferences and Incomes," Journal of Urban Economics, Elsevier, vol. 43(1), pages 23-51, January.
  31. Fernandez, Raquel & Rogerson, Richard, 1996. "Income Distribution, Communities, and the Quality of Public Education," The Quarterly Journal of Economics, MIT Press, MIT Press, vol. 111(1), pages 135-64, February.
  32. Holger Sieg & V. Kerry Smith & H. Spencer Banzhaf & Randy Walsh, 2004. "Estimating The General Equilibrium Benefits Of Large Changes In Spatially Delineated Public Goods," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 45(4), pages 1047-1077, November.
  33. David Card & Jesse Rothstein, 2005. "Racial Segregation and the Black-White Test Score Gap," Working Papers, Princeton University, Department of Economics, Center for Economic Policy Studies. 93, Princeton University, Department of Economics, Center for Economic Policy Studies..
  34. Harry J. Holzer, 1986. "Informal Job Search and Black Youth Unemployment," NBER Working Papers 1860, National Bureau of Economic Research, Inc.
  35. Epple, Dennis & Romano, Richard E, 1998. "Competition between Private and Public Schools, Vouchers, and Peer-Group Effects," American Economic Review, American Economic Association, American Economic Association, vol. 88(1), pages 33-62, March.
  36. Ihlanfeldt, Keith R & Sjoquist, David L, 1990. "Job Accessibility and Racial Differences in Youth Employment Rates," American Economic Review, American Economic Association, American Economic Association, vol. 80(1), pages 267-76, March.
  37. Patrick Bajari & Matthew E. Kahn, 2005. "Estimating Housing Demand With an Application to Explaining Racial Segregation in Cities," Journal of Business & Economic Statistics, American Statistical Association, American Statistical Association, vol. 23, pages 20-33, January.
  38. Patrick Bajari & C. Lanier Benkard, 2005. "Demand Estimation with Heterogeneous Consumers and Unobserved Product Characteristics: A Hedonic Approach," Journal of Political Economy, University of Chicago Press, University of Chicago Press, vol. 113(6), pages 1239-1276, December.
  39. Susan J. Popkin & James E. Rosenbaum & Patricia M. Meaden, 1993. "Labor market experiences of low-income black women in middle-class suburbs: Evidence from a survey of gautreaux program participants," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 12(3), pages 556-573.
  40. Epple, Dennis, 1987. "Hedonic Prices and Implicit Markets: Estimating Demand and Supply Functions for Differentiated Products," Journal of Political Economy, University of Chicago Press, University of Chicago Press, vol. 95(1), pages 59-80, February.
  41. Dennis Epple & Thomas Romer & Holger Sieg, 2001. "Interjurisdictional Sorting and Majority Rule: An Empirical Analysis," Econometrica, Econometric Society, Econometric Society, vol. 69(6), pages 1437-1465, November.
  42. Nechyba, Thomas J, 1999. " School Finance Induced Migration and Stratification Patterns: The Impact of Private School Vouchers," Journal of Public Economic Theory, Association for Public Economic Theory, Association for Public Economic Theory, vol. 1(1), pages 5-50.
  43. Brian A. Jacob, 2004. "Public Housing, Housing Vouchers, and Student Achievement: Evidence from Public Housing Demolitions in Chicago," American Economic Review, American Economic Association, American Economic Association, vol. 94(1), pages 233-258, March.
  44. Keith Ihlanfeldt, 1992. "Job Accessibility and the Employment and School Enrollment of Teenagers," Books from Upjohn Press, W.E. Upjohn Institute for Employment Research, W.E. Upjohn Institute for Employment Research, number jaes.
  45. Patrick Bayer & Robert McMillan & Kim Rueben, 2004. "An Equilibrium Model of Sorting in an Urban Housing Market," NBER Working Papers 10865, National Bureau of Economic Research, Inc.
  46. Bénabou, Roland, 1993. "Heterogeneity, Stratification and Growth," CEPR Discussion Papers, C.E.P.R. Discussion Papers 815, C.E.P.R. Discussion Papers.
  47. Linda Datcher Loury, 2004. "Some Job Contacts are More Equal Than Others: Earnings and Job Information Networks," Discussion Papers Series, Department of Economics, Tufts University, Department of Economics, Tufts University 0404, Department of Economics, Tufts University.
  48. Weinberg, Bruce A., 2004. "Testing the spatial mismatch hypothesis using inter-city variations in industrial composition," Regional Science and Urban Economics, Elsevier, Elsevier, vol. 34(5), pages 505-532, September.
  49. Bruce Sacerdote, 2001. "Peer Effects With Random Assignment: Results For Dartmouth Roommates," The Quarterly Journal of Economics, MIT Press, MIT Press, vol. 116(2), pages 681-704, May.
  50. Ross, Stephen L., 1998. "Racial Differences in Residential and Job Mobility: Evidence Concerning the Spatial Mismatch Hypothesis," Journal of Urban Economics, Elsevier, vol. 43(1), pages 112-135, January.
  51. Zax, Jeffrey S. & Kain, John F., 1991. "Commutes, quits, and moves," Journal of Urban Economics, Elsevier, vol. 29(2), pages 153-165, March.
  52. Thomas J. Nechyba, 2000. "Mobility, Targeting, and Private-School Vouchers," American Economic Review, American Economic Association, American Economic Association, vol. 90(1), pages 130-146, March.
  53. Epple, Dennis & Filimon, Radu & Romer, Thomas, 1993. "Existence of voting and housing equilibrium in a system of communities with property taxes," Regional Science and Urban Economics, Elsevier, Elsevier, vol. 23(5), pages 585-610, November.
  54. Evans, William N & Oates, Wallace E & Schwab, Robert M, 1992. "Measuring Peer Group Effects: A Study of Teenage Behavior," Journal of Political Economy, University of Chicago Press, University of Chicago Press, vol. 100(5), pages 966-91, October.
  55. Jens Otto Ludwig & Greg Duncan & Joshua C. Pinkston, 2000. "Neighborhood Effects on Economic Self-Sufficiency: Evidence from a Randomized Housing-Mobility Experiment," JCPR Working Papers, Northwestern University/University of Chicago Joint Center for Poverty Research 159, Northwestern University/University of Chicago Joint Center for Poverty Research.
  56. Dennis Epple & Holger Sieg, 1999. "Estimating Equilibrium Models of Local Jurisdictions," Journal of Political Economy, University of Chicago Press, University of Chicago Press, vol. 107(4), pages 645-681, August.
  57. Amil Petrin & Kenneth Train, 2003. "Omitted Product Attributes in Discrete Choice Models," NBER Working Papers 9452, National Bureau of Economic Research, Inc.
  58. Bayer, Patrick & Timmins, Christopher, 2005. "On the equilibrium properties of locational sorting models," Journal of Urban Economics, Elsevier, vol. 57(3), pages 462-477, May.
  59. Weinberg, Bruce A., 2000. "Black Residential Centralization and the Spatial Mismatch Hypothesis," Journal of Urban Economics, Elsevier, vol. 48(1), pages 110-134, July.
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