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

Listed author(s):
  • Patrick Bayer

    (Duke University)

  • Stephen L. Ross

    (University of Connecticut)

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 naive 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 the canonical vertical sorting model of Epple and Platt (1998), that there is 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. The second part of the proposed strategy uses aggregation to develop suitable instruments for both exogenous and endogenous group attributes. Instrumenting for each individual's observed neighborhood attributes with the average neighborhood attributes of a set of observationally identical individuals eliminates the portion of the variation in neighborhood attributes due to sorting on unobserved individual attributes. The neighborhood effects application is based on 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 University of Connecticut, Department of Economics in its series Working papers with number 2006-13.

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Length: 53 pages
Date of creation: Apr 2006
Date of revision: Jan 2009
Handle: RePEc:uct:uconnp:2006-13
Note: The authors are grateful to the Department of Housing and Urban Development, Federal Reserve Bank of New York, and the Center for Real Estate and Urban Economic Studies at the University of Connecticut for financial support. We are especially thankful to Steven Durlauf for extensive comments on an earlier draft and to William Brock, Fernando Ferreira, Albert Saiz, Holger Sieg, Todd Sinai and seminar participants at UC Berkeley, NYU, Penn-Wharton, and Wisconsin for many helpful comments and suggestions. The research in this paper was conducted while the authors were Special Sworn Status researchers of the U.S. Census Bureau at the Boston Research Data Center (BRDC). The research results and conclusions expressed are those of the authors and do not necessarily reflect the views of the U.S. Census Bureau, the Department of Housing and Urban Development or any other agency of the U.S. Government. This paper was screened to insure that no confidential data are revealed.
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  1. Roland Benabou, 1993. "Heterogeneity, Stratification, and Growth," NBER Working Papers 4311, National Bureau of Economic Research, Inc.
  2. Brock, William A. & Durlauf, Steven N., 2007. "Identification of binary choice models with social interactions," Journal of Econometrics, Elsevier, vol. 140(1), pages 52-75, September.
  3. 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.
  4. Marianne Bertrand & Erzo F. P. Luttmer & Sendhil Mullainathan, 1999. "Network Effects and Welfare Cultures," Working Papers 9903, Harris School of Public Policy Studies, University of Chicago.
  5. Epple, Dennis & Filimon, Radu & Romer, Thomas, 1984. "Equilibrium among local jurisdictions: toward an integrated treatment of voting and residential choice," Journal of Public Economics, Elsevier, vol. 24(3), pages 281-308, August.
  6. Ivar Ekeland & James J. Heckman & Lars P. Nesheim, 2003. "Identification and Estimation of Hedonic Models," NBER Working Papers 9910, National Bureau of Economic Research, Inc.
  7. 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.
  8. Jeffrey R. Kling & Jeffrey B. Liebman & Lawrence F. Katz & Lisa Sanbonmatsu, 2004. "Moving to Opportuntiy and Tranquility: Neighborhood Effects on Adult Economic Self-sufficiency and Health from a Randomized Housing Voucher Experiment," Working Papers 247, Princeton University, Woodrow Wilson School of Public and International Affairs, Center for Health and Wellbeing..
  9. Grinblatt, Mark & Keloharju, Matti & Ikäheimo, Seppo, 2003. "Interpersonal Effects in Consumption: Evidence from the Automobile Purchases of Neighbors," University of California at Los Angeles, Anderson Graduate School of Management qt69h2f7cv, Anderson Graduate School of Management, UCLA.
  10. Wahba, Jackline & Zenou, Yves, 2005. "Density, social networks and job search methods: Theory and application to Egypt," Journal of Development Economics, Elsevier, vol. 78(2), pages 443-473, December.
  11. Eric French, 2005. "The Effects of Health, Wealth, and Wages on Labour Supply and Retirement Behaviour," Review of Economic Studies, Oxford University Press, vol. 72(2), pages 395-427.
  12. 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.
  13. Manski, C.F., 1991. "Identification of Endogenous Social Effects: the Reflection Problem," Working papers 9127, Wisconsin Madison - Social Systems.
  14. Dennis Epple & Thomas Romer & Holger Sieg, 2001. "Interjurisdictional Sorting and Majority Rule: An Empirical Analysis," Econometrica, Econometric Society, vol. 69(6), pages 1437-1465, November.
  15. Patrick Bajari & Matthew E. Kahn, 2002. "Estimating Housing Demand with an Application to Explaining Racial Segregation in Cities," Working Papers 02011, Stanford University, Department of Economics.
  16. repec:pri:cheawb:kling_mto481.pdf is not listed on IDEAS
  17. James P. Smith, 2003. "Consequences and predictors of new health events," IFS Working Papers W03/22, Institute for Fiscal Studies.
  18. repec:pri:cepsud:170rothstein is not listed on IDEAS
  19. 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, vol. 100(5), pages 966-991, October.
  20. Heckman, James J, 1979. "Sample Selection Bias as a Specification Error," Econometrica, Econometric Society, vol. 47(1), pages 153-161, January.
  21. Aizer, Anna & Currie, Janet, 2004. "Networks or neighborhoods? Correlations in the use of publicly-funded maternity care in California," Journal of Public Economics, Elsevier, vol. 88(12), pages 2573-2585, December.
  22. Walsh, Randy, 2007. "Endogenous open space amenities in a locational equilibrium," Journal of Urban Economics, Elsevier, vol. 61(2), pages 319-344, March.
  23. Dennis Epple & Holger Sieg, 1998. "Estimating Equilibrium Models of Local Jurisdictions," NBER Working Papers 6822, National Bureau of Economic Research, Inc.
  24. David Card & Jesse Rothstein, 2006. "Racial Segregation and the Black-White Test Score Gap," NBER Working Papers 12078, National Bureau of Economic Research, Inc.
  25. Jens Ludwig & Jeffrey R. Kling, 2007. "Is Crime Contagious?," Journal of Law and Economics, University of Chicago Press, vol. 50, pages 491-518.
  26. Harry J. Holzer, 1986. "Search Method Use by Unemployed Youth," NBER Working Papers 1859, National Bureau of Economic Research, Inc.
  27. O'Regan, Katherine M. & Quigley, John M., 1995. "Teenage Employment and the Spatial Isolation of Minority and Poverty Households," Department of Economics, Working Paper Series qt0fm053h0, Department of Economics, Institute for Business and Economic Research, UC Berkeley.
  28. Bruce Sacerdote, 2000. "Peer Effects with Random Assignment: Results for Dartmouth Roommates," NBER Working Papers 7469, National Bureau of Economic Research, Inc.
  29. William A. Brock & Steven N. Durlauf, 2001. "Discrete Choice with Social Interactions," Review of Economic Studies, Oxford University Press, vol. 68(2), pages 235-260.
  30. James P. Smith, 1999. "Healthy Bodies and Thick Wallets: The Dual Relation between Health and Economic Status," Journal of Economic Perspectives, American Economic Association, vol. 13(2), pages 145-166, Spring.
  31. 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.
  32. John T. Addison & Pedro Portugal, 2002. "Job search methods and outcomes," Oxford Economic Papers, Oxford University Press, vol. 54(3), pages 505-533, July.
  33. Raquel Fernandez & Richard Rogerson, 1996. "Income Distribution, Communities, and the Quality of Public Education," The Quarterly Journal of Economics, Oxford University Press, vol. 111(1), pages 135-164.
  34. 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.
  35. repec:pri:indrel:dsp01qz20ss50t is not listed on IDEAS
  36. Lawrence F. Katz & Jeffrey R. Kling & Jeffrey B. Liebman, 2000. "Moving to Opportunity in Boston: Early Results of a Randomized Mobility Experiment," Working Papers 820, Princeton University, Department of Economics, Industrial Relations Section..
  37. David M. Cutler & Edward L. Glaeser, 1997. "Are Ghettos Good or Bad?," The Quarterly Journal of Economics, Oxford University Press, vol. 112(3), pages 827-872.
  38. Patrick Bayer & Stephen L. Ross & Giorgio Topa, 2005. "Place of Work and Place of Residence: Informal Hiring Networks and Labor Market Outcomes," Working Papers 927, Economic Growth Center, Yale University.
  39. Ihlanfeldt, Keith R & Sjoquist, David L, 1990. "Job Accessibility and Racial Differences in Youth Employment Rates," American Economic Review, American Economic Association, vol. 80(1), pages 267-276, March.
  40. Fernandez, Raquel & Rogerson, Richard, 1998. "Public Education and Income Distribution: A Dynamic Quantitative Evaluation of Education-Finance Reform," American Economic Review, American Economic Association, vol. 88(4), pages 813-833, September.
  41. David M. Blau, 1992. "An Empirical Analysis of Employed and Unemployed Job Search Behavior," ILR Review, Cornell University, ILR School, vol. 45(4), pages 738-752, July.
  42. Harry J. Holzer, 1986. "Informal Job Search and Black Youth Unemployment," NBER Working Papers 1860, National Bureau of Economic Research, Inc.
  43. 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 159, Northwestern University/University of Chicago Joint Center for Poverty Research.
  44. Epple, Dennis & Romano, Richard E, 1998. "Competition between Private and Public Schools, Vouchers, and Peer-Group Effects," American Economic Review, American Economic Association, vol. 88(1), pages 33-62, March.
  45. Anne Case & Darren Lubotsky & Christina Paxson, 2001. "Economic Status and Health in Childhood: The Origins of the Gradient," NBER Working Papers 8344, National Bureau of Economic Research, Inc.
  46. Patrick J. Bayer & Christopher D. Timmins, 2004. "Estimating Equilibrium Models of Sorting Across Locations," Yale School of Management Working Papers ysm415, Yale School of Management.
  47. Ludwig, Jens & Duncan, Greg J. & Pinkston, Joshua C., 2005. "Housing mobility programs and economic self-sufficiency: Evidence from a randomized experiment," Journal of Public Economics, Elsevier, vol. 89(1), pages 131-156, January.
  48. 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.
  49. Susan L. Ettner & Richard G. Frank & Ronald C. Kessler, 1997. "The Impact of Psychiatric Disorders on Labor Market Outcomes," ILR Review, Cornell University, ILR School, vol. 51(1), pages 64-81, October.
  50. Amil Petrin & Kenneth Train, 2003. "Omitted Product Attributes in Discrete Choice Models," NBER Working Papers 9452, National Bureau of Economic Research, Inc.
  51. Weinberg, Bruce A., 2004. "Testing the spatial mismatch hypothesis using inter-city variations in industrial composition," Regional Science and Urban Economics, Elsevier, vol. 34(5), pages 505-532, September.
  52. Ioannides, Yannis M. & Zabel, Jeffrey E., 2008. "Interactions, neighborhood selection and housing demand," Journal of Urban Economics, Elsevier, vol. 63(1), pages 229-252, January.
  53. repec:pri:cheawb:j_kling_2005 is not listed on IDEAS
  54. John F. Geweke & Gautam Gowrisankaran & Robert J. Town, 2002. "Bayesian inference for hospital quality in a selection model," Working Paper Series 2002-18, Federal Reserve Bank of San Francisco.
  55. Gordon B. Dahl, 2002. "Mobility and the Return to Education: Testing a Roy Model with Multiple Markets," RCER Working Papers 488, University of Rochester - Center for Economic Research (RCER).
  56. repec:pri:cheawb:case_paxson_economic_status_paper is not listed on IDEAS
  57. repec:pri:cepsud:109rothstein is not listed on IDEAS
  58. repec:pri:cheawb:kling_mto481 is not listed on IDEAS
  59. Sieg, Holger & Smith, V. Kerry & Banzhaf, H. Spencer & Walsh, Randy, 2002. "Interjurisdictional housing prices in locational equilibrium," Journal of Urban Economics, Elsevier, vol. 52(1), pages 131-153, July.
  60. 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, vol. 23(5), pages 585-610, November.
  61. Thomas J. Nechyba, 2000. "Mobility, Targeting, and Private-School Vouchers," American Economic Review, American Economic Association, vol. 90(1), pages 130-146, March.
  62. Jeffrey R. Kling & Jeffrey B. Liebman & Lawrence F. Katz, 2005. "Experimental Analysis of Neighborhood Effects," NBER Working Papers 11577, National Bureau of Economic Research, Inc.
  63. Keith Ihlanfeldt, 1992. "Job Accessibility and the Employment and School Enrollment of Teenagers," Books from Upjohn Press, W.E. Upjohn Institute for Employment Research, number jaes, 06.
  64. 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, vol. 113(6), pages 1239-1276, December.
  65. Roland Benabou, 1991. "Workings of a City: Location, Education, and Production," NBER Technical Working Papers 0113, National Bureau of Economic Research, Inc.
  66. Weinberg, Bruce A., 2000. "Black Residential Centralization and the Spatial Mismatch Hypothesis," Journal of Urban Economics, Elsevier, vol. 48(1), pages 110-134, July.
  67. Zax, Jeffrey S. & Kain, John F., 1991. "Commutes, quits, and moves," Journal of Urban Economics, Elsevier, vol. 29(2), pages 153-165, March.
  68. Yannis M. Ioannides & Jeffrey E. Zabel, 2000. "Neighborhood Effects and Housing Demand," Discussion Papers Series, Department of Economics, Tufts University 0012, Department of Economics, Tufts University.
  69. 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, vol. 45(4), pages 1047-1077, November.
  70. Yannis M. Ioannides & Linda Datcher Loury, 2002. "Job Information Networks, Neighborhood Effects and Inequality," Discussion Papers Series, Department of Economics, Tufts University 0217, Department of Economics, Tufts University.
  71. Fernando Ferreira, 2008. "You Can Take it With You: Proposition 13 Tax Benefits, Residential Mobility, and Willingness to Pay for Housing Amenities," Working Papers 08-15, Center for Economic Studies, U.S. Census Bureau.
  72. Epple, Dennis & Romer, Thomas, 1991. "Mobility and Redistribution," Journal of Political Economy, University of Chicago Press, vol. 99(4), pages 828-858, August.
  73. 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, vol. 1(1), pages 5-50.
  74. 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, Oxford University Press, vol. 120(1), pages 87-130.
  75. 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.
  76. Susan L. Ettner & Richard G. Frank & Ronald C. Kessler, 1997. "The Impact of Psychiatric Disorders on Labor Market Outcomes," NBER Working Papers 5989, National Bureau of Economic Research, Inc.
  77. Epple, Dennis, 1987. "Hedonic Prices and Implicit Markets: Estimating Demand and Supply Functions for Differentiated Products," Journal of Political Economy, University of Chicago Press, vol. 95(1), pages 59-80, February.
  78. Montgomery, James D, 1991. "Social Networks and Labor-Market Outcomes: Toward an Economic Analysis," American Economic Review, American Economic Association, vol. 81(5), pages 1407-1418, December.
  79. Marmaros, David & Sacerdote, Bruce, 2002. "Peer and social networks in job search," European Economic Review, Elsevier, vol. 46(4-5), pages 870-879, May.
  80. John F. Kain, 1968. "Housing Segregation, Negro Employment, and Metropolitan Decentralization," The Quarterly Journal of Economics, Oxford University Press, vol. 82(2), pages 175-197.
  81. repec:dau:papers:123456789/6486 is not listed on IDEAS
  82. Blau, David M & Robins, Philip K, 1990. "Job Search Outcomes for the Employed and Unemployed," Journal of Political Economy, University of Chicago Press, vol. 98(3), pages 637-655, June.
  83. 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 0404, Department of Economics, Tufts University.
  84. repec:pri:indrel:dsp01jh343s306 is not listed on IDEAS
  85. 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, vol. 22(4), pages 891-924, October.
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