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Inference Based on Alternative Bootstrapping Methods in Spatial Models with an Application to County Income Growth in the United States

This study examines aggregate county income growth across the 48 contiguous states from 1990 to 2005. To control for endogeneity we estimate a two-stage spatial error model and infer parameter significance by implementing a number of spatial bootstrap algorithms. We find that outdoor recreation and natural amenities favor positive growth in rural counties, densely populated rural areas enjoy stronger growth, and property taxes correlate negatively with rural growth. We also compare estimates from the aggregate county income growth model with per capita income growth and find that these two growth processes can be quite different.

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Paper provided by Center for Agricultural and Rural Development (CARD) at Iowa State University in its series Center for Agricultural and Rural Development (CARD) Publications with number 10-wp507.

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Date of creation: May 2010
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Handle: RePEc:ias:cpaper:10-wp507
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  1. Daniel C. Monchuk & John A. Miranowski & Dermot J. Hayes & Bruce A. Babcock, 2007. "An Analysis of Regional Economic Growth in the U.S. Midwest," Review of Agricultural Economics, Agricultural and Applied Economics Association, vol. 29(1), pages 17-39.
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  7. Joris Pinkse & Margaret E. Slade, 2010. "The Future Of Spatial Econometrics," Journal of Regional Science, Wiley Blackwell, vol. 50(1), pages 103-117.
  8. Khan, Romana & Orazem, Peter & Otto, Daniel, 2001. "Deriving Empirical Definitions of Spatial Labor Markets: The Roles of Competing Versus Complementary Growth," Staff General Research Papers 5205, Iowa State University, Department of Economics.
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  13. Tzu-Ling Huang & Peter F. Orazem & Darin Wohlgemuth, 2002. "Rural Population Growth, 1950–1990: The Roles of Human Capital, Industry Structure, and Government Policy," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 84(3), pages 615-627.
  14. David Brownstone & Robert Valletta, 2001. "The Bootstrap and Multiple Imputations: Harnessing Increased Computing Power for Improved Statistical Tests," Journal of Economic Perspectives, American Economic Association, vol. 15(4), pages 129-141, Fall.
  15. Kelejian, Harry H & Prucha, Ingmar R, 1998. "A Generalized Spatial Two-Stage Least Squares Procedure for Estimating a Spatial Autoregressive Model with Autoregressive Disturbances," The Journal of Real Estate Finance and Economics, Springer, vol. 17(1), pages 99-121, July.
  16. Wojan, Timothy R. & McGranahan, David A., 2007. "Ambient Returns: Creative Capital's Contribution to Local Manufacturing Competitiveness," Agricultural and Resource Economics Review, Northeastern Agricultural and Resource Economics Association, vol. 36(1), April.
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  21. John Shea, 1997. "Instrument Relevance in Multivariate Linear Models: A Simple Measure," The Review of Economics and Statistics, MIT Press, vol. 79(2), pages 348-352, May.
  22. Steven C. Deller & Tsung-Hsiu (Sue) Tsai & David W. Marcouiller & Donald B.K. English, 2001. "The Role of Amenities and Quality of Life In Rural Economic Growth," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 83(2), pages 352-365.
  23. Conley, T. G., 1999. "GMM estimation with cross sectional dependence," Journal of Econometrics, Elsevier, vol. 92(1), pages 1-45, September.
  24. Partridge, Mark D. & Rickman, Dan S. & Ali, Kamar & Olfert, M. Rose, 2009. "Agglomeration spillovers and wage and housing cost gradients across the urban hierarchy," Journal of International Economics, Elsevier, vol. 78(1), pages 126-140, June.
  25. Edward L Glaeser & Jesse M Shapiro, 2003. "Urban Growth in the 1990s: Is City Living Back?," Journal of Regional Science, Wiley Blackwell, vol. 43(1), pages 139-165.
  26. Georgeanne M. Artz & Peter F. Orazem & Daniel M. Otto, 2007. "Measuring the Impact of Meat Packing and Processing Facilities in Nonmetropolitan Counties: A Difference-in-Differences Approach," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 89(3), pages 557-570.
  27. Luc Anselin & Nancy Lozano-Gracia, 2008. "Errors in variables and spatial effects in hedonic house price models of ambient air quality," Empirical Economics, Springer, vol. 34(1), pages 5-34, February.
  28. Aldrich, Lorna M. & Kusmin, Lorin D., 1997. "Rural Economic Development: What Makes Rural Communities Grow?," Agricultural Information Bulletins 33677, United States Department of Agriculture, Economic Research Service.
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