Identifying spatial interactions in the presence of spatial error autocorrelation: An application to land use spillovers
AbstractSpatial spillovers--interaction effects among neighboring agents in space--are a common characteristic of a variety of processes that are of interest to environmental and resource economists. Empirical identification of these interactions is challenging, however, due to the endogenous nature of the interactions and the inevitable unobserved spatial correlation that, if uncontrolled, can result in spurious estimates of the interaction parameters. Traditional spatial econometric models rely on maintained assumptions that impose separate structures for the spatial error and interaction processes and thus are insufficient for solving this identification problem. To identify spatial land use spillovers in a hedonic model of residential housing values, we pursue an alternative approach by exploiting a natural experiment in the data. We use exogenous physical land features that impose a direct constraint on residential development on some, but not all, of the land that falls within our study region and use this to construct a "partial population identifier." We find that this estimation strategy solves the endogeneity problem and reduces spatial error autocorrelation, but does not fully eliminate it. Estimation of the model using a more restricted sample in combination with the partial population identification strategy is successful in eliminating the remaining spatial error autocorrelation. We conclude that less restrictive approaches to controlling for unobserved spatial correlation, such as the natural experiment pursued here, may provide a superior alternative to identifying spatial spillovers.
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Bibliographic InfoArticle provided by Elsevier in its journal Resource and Energy Economics.
Volume (Year): 32 (2010)
Issue (Month): 2 (April)
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Web page: http://www.elsevier.com/locate/inca/505569
Spatial dependence Unobserved heterogeneity Externalities Endogenous Natural experiment Identification;
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- Zimmerman, David J., 1999.
"Peer Effects in Academic Outcomes: Evidence From a Natural Experiment,"
Williams Project on the Economics of Higher Education
DP-52, Department of Economics, Williams College.
- David J. Zimmerman, 2003. "Peer Effects in Academic Outcomes: Evidence from a Natural Experiment," The Review of Economics and Statistics, MIT Press, vol. 85(1), pages 9-23, February.
- Richard Arnott & Alex Anas & Kenneth Small, 1997.
"Urban Spatial Structure,"
Boston College Working Papers in Economics
388., Boston College Department of Economics.
- Anas, Alex & Arnott, Richard & Small, Kenneth A., 1997. "Urban Spatial Structure," University of California Transportation Center, Working Papers qt835049q3, University of California Transportation Center.
- Alejandro Gaviria & Steven Raphael, 2001. "School-Based Peer Effects And Juvenile Behavior," The Review of Economics and Statistics, MIT Press, vol. 83(2), pages 257-268, May.
- Brian Krauth, 2004.
"Simulation-based estimation of peer effects,"
- 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 966-91, October.
- Bernard Fortin & Guy Lacroix & Marie-Claire Villeval, 2004.
"Tax Evasion and Social Interactions,"
CIRANO Working Papers
- Bernard Fortin & Guy Lacroix & Marie-Claire Villeval, 2004. "Tax Evasion and Social Interactions," Post-Print halshs-00180104, HAL.
- Bernard Fortin & Guy Lacroix & Marie-Claire Villeval, 2007. "Tax Evasion and Social Interactions," Post-Print halshs-00238448, HAL.
- Fortin, Bernard & Lacroix, Guy & Villeval, Marie Claire, 2004. "Tax Evasion and Social Interactions," IZA Discussion Papers 1359, Institute for the Study of Labor (IZA).
- Bernard Fortin & Guy Lacroix & Marie-Claire Villeval, 2004. "Tax Evasion and Social Interactions," Post-Print halshs-00175016, HAL.
- Marie-Claire Villeval & Bernard Fortin & Guy Lacroix, 2005. "Tax Evasion and Social Interactions," Working Papers 0410, Groupe d'Analyse et de Théorie Economique (GATE), Centre national de la recherche scientifique (CNRS), Université Lyon 2, Ecole Normale Supérieure.
- Bernard Fortin & Guy Lacroix & Marie-Claire Villeval, 2004. "Tax Evasion and Social Interactions," Cahiers de recherche 0432, CIRPEE.
- Graham, Bryan S. & Hahn, Jinyong, 2005. "Identification and estimation of the linear-in-means model of social interactions," Economics Letters, Elsevier, vol. 88(1), pages 1-6, July.
- Elena G. Irwin, 2002. "The Effects of Open Space on Residential Property Values," Land Economics, University of Wisconsin Press, vol. 78(4), pages 465-480.
- Kaivan Munshi, 2003. "Networks In The Modern Economy: Mexican Migrants In The U.S. Labor Market," The Quarterly Journal of Economics, MIT Press, vol. 118(2), pages 549-599, May.
- Scott E. Page, 1998. "On the Emergence of Cities," Research in Economics 98-08-075e, Santa Fe Institute.
- Topa, Giorgio, 2001. "Social Interactions, Local Spillovers and Unemployment," Review of Economic Studies, Wiley Blackwell, vol. 68(2), pages 261-95, April.
- Edward E. Glaeser & Bruce Sacerdote & Jose A. Scheinkman, 1995.
"Crime and Social Interactions,"
Harvard Institute of Economic Research Working Papers
1738, Harvard - Institute of Economic Research.
- 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.
- Brock,W.A. & Durlauf,S.N., 2004. "Identification of binary choice models with social interactions," Working papers 2, Wisconsin Madison - Social Systems.
- Anselin, Luc & Bera, Anil K. & Florax, Raymond & Yoon, Mann J., 1996. "Simple diagnostic tests for spatial dependence," Regional Science and Urban Economics, Elsevier, vol. 26(1), pages 77-104, February.
- Eric A. Hanushek & John F. Kain & Jacob M. Markman & Steven G. Rivkin, 2001.
"Does Peer Ability Affect Student Achievement?,"
NBER Working Papers
8502, National Bureau of Economic Research, Inc.
- Elena G. Irwin & Nancy E. Bockstael, 2001. "The Problem of Identifying Land Use Spillovers: Measuring the Effects of Open Space on Residential Property Values," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 83(3), pages 698-704.
- Lee, Lung-fei, 2007. "Identification and estimation of econometric models with group interactions, contextual factors and fixed effects," Journal of Econometrics, Elsevier, vol. 140(2), pages 333-374, October.
- Maryann Feldman, 1999. "The New Economics Of Innovation, Spillovers And Agglomeration: Areview Of Empirical Studies," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 8(1-2), pages 5-25.
- repec:att:wimass:9127 is not listed on IDEAS
- Tabuchi, Takatoshi, 1998. "Urban Agglomeration and Dispersion: A Synthesis of Alonso and Krugman," Journal of Urban Economics, Elsevier, vol. 44(3), pages 333-351, November.
- Manski, Charles F, 1993.
"Identification of Endogenous Social Effects: The Reflection Problem,"
Review of Economic Studies,
Wiley Blackwell, vol. 60(3), pages 531-42, July.
- Rainer Schulz & Martin Wersing, 2012. "A Slab in the Face: Building Quality and Neighborhood Effects," SFB 649 Discussion Papers SFB649DP2012-020, Sonderforschungsbereich 649, Humboldt University, Berlin, Germany.
- Elena G. Irwin & Andrew M. Isserman & Maureen Kilkenny & Mark D. Partridge, 2010. "A Century of Research on Rural Development and Regional Issues," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 92(2), pages 522-553.
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