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The Geographic Diversity of U.S. Nonmetropolitan Growth Dynamics: A Geographically Weighted Regression Approach

Author

Listed:
  • Mark D. Partridge

    (Ohio State University)

  • Dan S. Rickman

    (Oklahoma State University)

  • Kamar Ali

    (University of Saskatchewan)

  • M. Rose Olfert

    (University of Saskatchewan)

Abstract

Spatial heterogeneity is introduced as an explanation for local-area growth mechanisms, especially employment growth. As these effects are difficult to detect using conventional regression approaches, we use Geographically Weighted Regressions (GWR) for non-metropolitan U.S. counties. We test for geographic heterogeneity in the growth parameters and compare them to global regression estimates. The results indicate significant heterogeneity in the regression coefficients across the country, most notably for amenities and college graduate shares. Using GWR also exposes significant local variations that are masked by global estimates suggesting limitations of a one-size fits all approach to describe growth and to inform public policy.

Suggested Citation

  • Mark D. Partridge & Dan S. Rickman & Kamar Ali & M. Rose Olfert, 2007. "The Geographic Diversity of U.S. Nonmetropolitan Growth Dynamics: A Geographically Weighted Regression Approach," Economics Working Paper Series 0704, Oklahoma State University, Department of Economics and Legal Studies in Business.
    • Handle: RePEc:okl:wpaper:0704
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    1. 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.
    2. Rebecca M. Blank, 2005. "Poverty, Policy, and Place: How Poverty and Policies to Alleviate Poverty Are Shaped by Local Characteristics," International Regional Science Review, , vol. 28(4), pages 441-464, October.
    3. Farrow, Andrew & Larrea, Carlos & Hyman, Glenn & Lema, German, 2005. "Exploring the spatial variation of food poverty in Ecuador," Food Policy, Elsevier, vol. 30(5-6), pages 510-531.
    4. Graves, Philip E. & Mueser, Peter R., 1993. "The role of equilibrium and disequilibrium in modeling regional growth and decline: a critical reassessment," MPRA Paper 19915, University Library of Munich, Germany.
    5. George Hammond & Eric C. Thompson & Stephan Weiler, 2006. "Amenities, local conditions and fiscal determinants of factor growth in rural America," Research Working Paper RWP 06-08, Federal Reserve Bank of Kansas City.
    6. 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.
    7. Edward L. Glaeser & Joseph Gyourko, 2005. "Urban Decline and Durable Housing," Journal of Political Economy, University of Chicago Press, vol. 113(2), pages 345-375, April.
    8. Roger S. Bivand & Rolf J. Brunstad, 2003. "Regional Growth in Western Europe: An Empirical Exploration of Interactions with Agriculture and Agricultural Policy," Advances in Spatial Science, in: Bernard Fingleton (ed.), European Regional Growth, chapter 12, pages 351-373, Springer.
    9. Chris Lloyd & Ian Shuttleworth, 2005. "Analysing Commuting Using Local Regression Techniques: Scale, Sensitivity, and Geographical Patterning," Environment and Planning A, , vol. 37(1), pages 81-103, January.
    10. Mark Ferguson & Kamar Ali & M. Rose Olfert & Mark Partridge, 2007. "Voting with Their Feet: Jobs versus Amenities," Growth and Change, Wiley Blackwell, vol. 38(1), pages 77-110, March.
    11. repec:rre:publsh:v:35:y:2005:i:3:p:266-90 is not listed on IDEAS
    12. Enrico Moretti, 2004. "Workers' Education, Spillovers, and Productivity: Evidence from Plant-Level Production Functions," American Economic Review, American Economic Association, vol. 94(3), pages 656-690, June.
    13. Krugman, Paul, 1993. "On the number and location of cities," European Economic Review, Elsevier, vol. 37(2-3), pages 293-298, April.
    14. Simon, Curtis J. & Nardinelli, Clark, 2002. "Human capital and the rise of American cities, 1900-1990," Regional Science and Urban Economics, Elsevier, vol. 32(1), pages 59-96, January.
    15. Mark Partridge & Ray D. Bollman & M. Rose Olfert & Alessandro Alasia, 2007. "Riding the Wave of Urban Growth in the Countryside: Spread, Backwash, or Stagnation?," Land Economics, University of Wisconsin Press, vol. 83(2), pages 128-152.
    16. Nizalov, Denys & Loveridge, Scott, 2005. "The Differential Impact of Regional Policies on Economic Growth: One Size Does Not Fit All," 2005 Annual meeting, July 24-27, Providence, RI 19360, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association).
    17. Benson, Todd & Chamberlin, Jordan & Rhinehart, Ingrid, 2005. "An investigation of the spatial determinants of the local prevalence of poverty in rural Malawi," Food Policy, Elsevier, vol. 30(5-6), pages 532-550.
    18. Hanson, Gordon H, 1997. "Increasing Returns, Trade and the Regional Structure of Wages," Economic Journal, Royal Economic Society, vol. 107(440), pages 113-133, January.
    19. Simon, Curtis J., 1998. "Human Capital and Metropolitan Employment Growth," Journal of Urban Economics, Elsevier, vol. 43(2), pages 223-243, March.
    20. David A. McGranahan, 2002. "Local Context and Advanced Technology Use by Small, Independent Manufacturers in Rural Areas," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 84(5), pages 1237-1245.
    21. repec:rre:publsh:v:33:y:2003:i:1:p:17-39 is not listed on IDEAS
    22. Yefang Huang & Yee Leung, 2002. "Analysing regional industrialisation in Jiangsu province using geographically weighted regression," Journal of Geographical Systems, Springer, vol. 4(2), pages 233-249, June.
    23. Artz, Georgeanne M., 2003. "Rural Area Brain Drain: Is It a Reality?," Choices: The Magazine of Food, Farm, and Resource Issues, Agricultural and Applied Economics Association, vol. 18(4), pages 1-6.
    24. Andrew P. Barkley, 1990. "The Determinants of the Migration of Labor out of Agriculture in the United States, 1940–85," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 72(3), pages 567-573.
    25. A S Fotheringham, 1984. "Spatial Flows and Spatial Patterns," Environment and Planning A, , vol. 16(4), pages 529-543, April.
    26. Mario Polèse & Richard Shearmur, 2004. "Is Distance Really Dead? Comparing Industrial Location Patterns over Time in Canada," International Regional Science Review, , vol. 27(4), pages 431-457, October.
    27. 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.
    28. Stephan J. Goetz & Anil Rupasingha, 2002. "High-Tech Firm Clustering: Implications for Rural Areas," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 84(5), pages 1229-1236.
    29. Partridge Mark D. & Rickman Dan S & Ali Kamar & Olfert M. Rose, 2008. "Employment Growth in the American Urban Hierarchy: Long Live Distance," The B.E. Journal of Macroeconomics, De Gruyter, vol. 8(1), pages 1-38, March.
    30. Jeffrey J. Yankow, 2003. "Migration, Job Change, and Wage Growth: A New Perspective on the Pecuniary Return to Geographic Mobility," Journal of Regional Science, Wiley Blackwell, vol. 43(3), pages 483-516, August.
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    More about this item

    Keywords

    Nonmetropolitan Growth; Geographically Weighted Regression; Economic Geography; Regional and Urban Economics;
    All these keywords.

    JEL classification:

    • R00 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General - - - General

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