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

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Abstract

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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  • Daniel C. Monchuk & Dermot J. Hayes & John Miranowski & Dayton M. Lambert, 2010. "Inference Based on Alternative Bootstrapping Methods in Spatial Models with an Application to County Income Growth in the United States," Center for Agricultural and Rural Development (CARD) Publications 10-wp507, Center for Agricultural and Rural Development (CARD) at Iowa State University.
    • Handle: RePEc:ias:cpaper:10-wp507
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    1. Zoltan J. Acs & Catherine Armington, 2008. "Employment Growth and Entrepreneurial Activity in Cities," Chapters, in: Entrepreneurship, Growth and Public Policy, chapter 25, pages 353-369, Edward Elgar Publishing.
    2. Daniel P. McMillen, 2010. "Issues In Spatial Data Analysis," Journal of Regional Science, Wiley Blackwell, vol. 50(1), pages 119-141, February.
    3. 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.
    4. Mark D. Partridge & Dan S. Rickman & Kamar Ali & M. Rose Olfert, 2008. "Lost in space: population growth in the American hinterlands and small cities," Journal of Economic Geography, Oxford University Press, vol. 8(6), pages 727-757, November.
    5. Romana Khan & Peter F. Orazem & Daniel M. Otto, 2001. "Deriving Empirical Definitions of Spatial Labor Markets: The Roles of Competing Versus Complementary Growth," Journal of Regional Science, Wiley Blackwell, vol. 41(4), pages 735-756, November.
    6. Luc Anselin & Nancy Lozano-Gracia, 2009. "Errors in variables and spatial effects in hedonic house price models of ambient air quality," Studies in Empirical Economics, in: Giuseppe Arbia & Badi H. Baltagi (ed.), Spatial Econometrics, pages 5-34, Springer.
    7. 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.
    8. Roback, Jennifer, 1982. "Wages, Rents, and the Quality of Life," Journal of Political Economy, University of Chicago Press, vol. 90(6), pages 1257-1278, December.
    9. Bernard Fingleton & Julie Le Gallo, 2008. "Estimating spatial models with endogenous variables, a spatial lag and spatially dependent disturbances: Finite sample properties," Papers in Regional Science, Wiley Blackwell, vol. 87(3), pages 319-339, August.
    10. Bernard Fingleton, 2009. "A generalized method of moments estimator for a spatial model with moving average errors, with application to real estate prices," Studies in Empirical Economics, in: Giuseppe Arbia & Badi H. Baltagi (ed.), Spatial Econometrics, pages 35-57, Springer.
    11. Mitch Renkow, 2003. "Employment Growth, Worker Mobility, and Rural Economic Development," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 85(2), pages 503-513.
    12. Irani Arraiz & David M. Drukker & Harry H. Kelejian & Ingmar R. Prucha, 2010. "A Spatial Cliff‐Ord‐Type Model With Heteroskedastic Innovations: Small And Large Sample Results," Journal of Regional Science, Wiley Blackwell, vol. 50(2), pages 592-614, May.
    13. 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.
    14. Jason Henderson & Sarah Low & Stephan Weiler, 2005. "Gauging a region's entrepreneurial potential," Economic Review, Federal Reserve Bank of Kansas City, vol. 90(Q III), pages 61-89.
    15. Donald B. K. English, 2000. "Calculating Confidence Intervals for Regional Economic Impacts of Recreation by Bootstrapping Visitor Expenditures," Journal of Regional Science, Wiley Blackwell, vol. 40(3), pages 523-539, August.
    16. Julie Le Gallo & Bernard Fingleton, 2008. "Estimating spatial models with endogenous variables, a spatial lag and spatially dependent disturbances : finite sample properties," Post-Print hal-00485035, HAL.
    17. 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.
    18. 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.
    19. 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.
    20. 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.
    21. Maureen Kilkenny, 2010. "Urban/Regional Economics And Rural Development," Journal of Regional Science, Wiley Blackwell, vol. 50(1), pages 449-470, February.
    22. JunJie Wu & Munisamy Gopinath, 2008. "What Causes Spatial Variations in Economic Development in the United States?," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 90(2), pages 392-408.
    23. Joris Pinkse & Margaret E. Slade & Craig Brett, 2002. "Spatial Price Competition: A Semiparametric Approach," Econometrica, Econometric Society, vol. 70(3), pages 1111-1153, May.
    24. Angelos Pagoulatos & Stephan J. Goetz & David L. Debertin & Tulin Johannson, 2004. "Interactions Between Economic Growth and Environmental Quality in U.S. Counties," Growth and Change, Wiley Blackwell, vol. 35(1), pages 90-108, February.
    25. Kusmin, Lorin D. & Redman, John M. & Sears, David W., 1996. "Factors Associated with Rural Economic Growth: Lessons from the 1980's," Technical Bulletins 156785, United States Department of Agriculture, Economic Research Service.
    26. 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), pages 1-16, April.
    27. repec:bla:econom:v:62:y:1995:i:246:p:247-67 is not listed on IDEAS
    28. 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.
    29. 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, February.
    30. Artz, Georgeanne M. & Orazem, Peter F. & Otto, Daniel M., 2007. "AJAE appendix: Measuring the Impact of Meat Packing and Processing Facilities in Non-metropolitan Counties: A Difference-in-Differences Approach," American Journal of Agricultural Economics APPENDICES, Agricultural and Applied Economics Association, vol. 89(3), pages 1-40, September.
    31. Timothy R. Wojan & Dayton M. Lambert & David A. McGranahan, 2007. "Emoting with their feet: Bohemian attraction to creative milieu -super-†," Journal of Economic Geography, Oxford University Press, vol. 7(6), pages 711-736, November.
    32. Conley, T. G., 1999. "GMM estimation with cross sectional dependence," Journal of Econometrics, Elsevier, vol. 92(1), pages 1-45, September.
    33. David A. McGranahan & Timothy R. Wojan & Dayton M. Lambert, 2011. "The rural growth trifecta: outdoor amenities, creative class and entrepreneurial context -super-§," Journal of Economic Geography, Oxford University Press, vol. 11(3), pages 529-557, May.
    34. Joris Pinkse & Margaret E. Slade, 2010. "The Future Of Spatial Econometrics," Journal of Regional Science, Wiley Blackwell, vol. 50(1), pages 103-117, February.
    35. 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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    Cited by:

    1. Andrés Rodríguez-Pose & Tobias D. Ketterer, 2012. "Do Local Amenities Affect The Appeal Of Regions In Europe For Migrants?," Journal of Regional Science, Wiley Blackwell, vol. 52(4), pages 535-561, October.
    2. Dayton M. Lambert, 2020. "Dynamic panel estimation of a regional adjustment model with spatial-temporal robust covariance," Letters in Spatial and Resource Sciences, Springer, vol. 13(3), pages 245-265, December.
    3. Frank Davenport, 2017. "Estimating standard errors in spatial panel models with time varying spatial correlation," Papers in Regional Science, Wiley Blackwell, vol. 96, pages 155-177, March.
    4. Marcos Herrera & Manuel Ruiz & Jesús Mur, 2013. "Detecting Dependence Between Spatial Processes," Spatial Economic Analysis, Taylor & Francis Journals, vol. 8(4), pages 469-497, February.
    5. Mark D. Partridge & Marlon Boarnet & Steven Brakman & Gianmarco Ottaviano, 2012. "Introduction: Whither Spatial Econometrics?," Journal of Regional Science, Wiley Blackwell, vol. 52(2), pages 167-171, May.
    6. Jin, Fei & Lee, Lung-fei, 2015. "On the bootstrap for Moran’s I test for spatial dependence," Journal of Econometrics, Elsevier, vol. 184(2), pages 295-314.
    7. Torben Klarl, 2014. "Is Spatial Bootstrapping A Panacea For Valid Inference?," Journal of Regional Science, Wiley Blackwell, vol. 54(2), pages 304-312, March.
    8. Paredes, Dusan & Loveridge, Scott, 2018. "Rural electric cooperatives and economic development," Energy Policy, Elsevier, vol. 117(C), pages 49-57.
    9. Ou Bianling & Long Zhihe & Li Wenqian, 2019. "Bootstrap LM Tests for Spatial Dependence in Panel Data Models with Fixed Effects," Journal of Systems Science and Information, De Gruyter, vol. 7(4), pages 330-343, August.
    10. Dayton M. Lambert & Wan Xu & Raymond J. G. M. Florax, 2014. "Partial Adjustment Analysis of Income and Jobs, and Growth Regimes in the Appalachian Region with Smooth Transition Spatial Process Models," International Regional Science Review, , vol. 37(3), pages 328-364, July.

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    More about this item

    Keywords

    county income growth; rural development; spatial bootstrapping.;
    All these keywords.

    JEL classification:

    • O18 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Urban, Rural, Regional, and Transportation Analysis; Housing; Infrastructure
    • R11 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Regional Economic Activity: Growth, Development, Environmental Issues, and Changes
    • R58 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Regional Government Analysis - - - Regional Development Planning and Policy

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