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A Spatial Panel Simultaneous-Equations Model of Business Growth, Migration Behavior, Local Public Services and Household Income in Appalachia

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  • Gebremariam, Gebremeskel H.
  • Gebremedhin, Tesfa G.
  • Schaeffer, Peter V.
  • Phipps, Tim T.
  • Jackson, Randall W.

Abstract

In this paper we develop a spatial panel simultaneous-equations model of business growth, migration behavior, local public services and median household income in a partial lag-adjustment growth-equilibrium framework and utilizing a one-way error component model for the disturbances. This model is an extension of the 'jobs follow people or people follow jobs' literature and it improved previous models in the growth-equilibrium tradition by: (1) explicitly modeling local government and regional income in the growth process; (2) explicitly modeling gross in-migration and gross out-migration separately in order to spell out the differential effects, which used to be glossed over under net population change in previous studies; (3) explicitly incorporating both spatially lagged dependent variables and spatially lagged error terms to account for spatial spillover effects in the data set; and (4) extending and generalizing the modeling and estimation of simultaneous systems of spatially interrelated cross sectional equations into a panel data setting. To estimate the model, we develop a five-step new estimation strategy by generalizing the Generalized Spatial Three-Stage Least Squares (GS3SLS) approach outlined in Kelejian and Prucha (2004) into a panel data setting. The empirical implementation of the model uses county-level data from the 418 Appalachian counties for 1980-2000. Generally, the results from these model estimations are consistent with the theoretical expectations and empirical findings in the equilibrium growth literature and provide support to the basic hypotheses of this study. First, the estimates show the existence of feedback simultaneities among the endogenous variables of the model. Second, the results also show the existence of conditional convergence with respect to the respective endogenous variable of each equation of the model and the speed of adjustment parameters are generally comparable to those in literature. Third, the results from the parameter estimation of the model indicate the existence of spatial autoregressive lag effects and spatial cross-regressive lag effects with respect to the endogenous variables of the model. One of the key conclusions is that sector specific policies should be integrated and harmonized in order to give the desirable outcome. Besides, regionally focusing resources for development policy may yield greater returns than treating all locations the same.

Suggested Citation

  • Gebremariam, Gebremeskel H. & Gebremedhin, Tesfa G. & Schaeffer, Peter V. & Phipps, Tim T. & Jackson, Randall W., 2007. "A Spatial Panel Simultaneous-Equations Model of Business Growth, Migration Behavior, Local Public Services and Household Income in Appalachia," 2007 Annual Meeting, July 29-August 1, 2007, Portland, Oregon 9895, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association).
  • Handle: RePEc:ags:aaea07:9895
    DOI: 10.22004/ag.econ.9895
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    1. Romer, Paul M, 1986. "Increasing Returns and Long-run Growth," Journal of Political Economy, University of Chicago Press, vol. 94(5), pages 1002-1037, October.
    2. Rupasingha, Anil & Goetz, Stephan J., 2004. "County Amenities and Net Migration," Agricultural and Resource Economics Review, Northeastern Agricultural and Resource Economics Association, vol. 33(2), pages 1-10, October.
    3. Glaeser, Edward L. & Scheinkman, JoseA. & Shleifer, Andrei, 1995. "Economic growth in a cross-section of cities," Journal of Monetary Economics, Elsevier, vol. 36(1), pages 117-143, August.
    4. Besley, Timothy & Case, Anne, 1995. "Incumbent Behavior: Vote-Seeking, Tax-Setting, and Yardstick Competition," American Economic Review, American Economic Association, vol. 85(1), pages 25-45, March.
    5. David B. Audretsch & Martin A. Carree & Adriaan J. Van Stel & A. Roy Thurik, 2002. "Impeded Industrial Restructuring: The Growth Penalty," Kyklos, Wiley Blackwell, vol. 55(1), pages 81-98.
    6. Michael Fritsch & Oliver Falck, 2003. "New Firm Formation by Industry over Space and Time: A Multi-Level Analysis," Discussion Papers of DIW Berlin 322, DIW Berlin, German Institute for Economic Research.
    7. Kevin T. Duffy-Deno & Randall W. Eberts, 1996. "Public Infrastructure and Regional Economic Development: A Simultaneous Equations Approach," Book chapters authored by Upjohn Institute researchers, in: Niles Hansen & Kenneth J. Button & Peter Nijkamp (ed.),Regional Policy and Regional Integration, pages 295-309, W.E. Upjohn Institute for Employment Research.
    8. MacKinnon, James G. & White, Halbert & Davidson, Russell, 1983. "Tests for model specification in the presence of alternative hypotheses : Some further results," Journal of Econometrics, Elsevier, vol. 21(1), pages 53-70, January.
    9. Torberg Falch & Jørn Rattsø, 1998. "Political Economic Determinants of School Spending in Federal States: Theory and Time-Series Evidence," Chapters, in: Jørn Rattsø (ed.), Fiscal Federalism and State–local Finance, chapter 14, pages 240-255, Edward Elgar Publishing.
    10. Kelly D. Edmiston, 2004. "The Net Effects of Large Plant Locations and Expansions on County Employment," Journal of Regional Science, Wiley Blackwell, vol. 44(2), pages 289-320, May.
    11. Lucas, Robert E, Jr, 1993. "Making a Miracle," Econometrica, Econometric Society, vol. 61(2), pages 251-272, March.
    12. Pinkse, Joris & Slade, Margaret E., 1998. "Contracting in space: An application of spatial statistics to discrete-choice models," Journal of Econometrics, Elsevier, vol. 85(1), pages 125-154, July.
    13. 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.
    14. Larry A. Sjaastad, 1970. "The Costs and Returns of Human Migration," Palgrave Macmillan Books, in: Harry W. Richardson (ed.), Regional Economics, chapter 9, pages 115-133, Palgrave Macmillan.
    15. Krugman, Paul, 1991. "Increasing Returns and Economic Geography," Journal of Political Economy, University of Chicago Press, vol. 99(3), pages 483-499, June.
    16. Thomas Aronsson & Johan Lundberg & Magnus Wikstrom, 2001. "Regional Income Growth and Net Migration in Sweden, 1970-1995," Regional Studies, Taylor & Francis Journals, vol. 35(9), pages 823-830.
    17. Rauch James E., 1993. "Productivity Gains from Geographic Concentration of Human Capital: Evidence from the Cities," Journal of Urban Economics, Elsevier, vol. 34(3), pages 380-400, November.
    18. Stuart A. Gabriel & Joe P. Mattey & William L. Wascher, 1995. "The demise of California reconsidered: interstate migration over the economic cycle," Economic Review, Federal Reserve Bank of San Francisco, pages 30-48.
    19. Helms, L Jay, 1985. "The Effect of State and Local Taxes on Economic Growth: A Time Series-Cross Section Approach," The Review of Economics and Statistics, MIT Press, vol. 67(4), pages 574-582, November.
    20. Åsa Ahlin & Eva Johansson, 2001. "Individual Demand for Local Public Schooling: Evidence from Swedish Survey Data," International Tax and Public Finance, Springer;International Institute of Public Finance, vol. 8(4), pages 331-351, August.
    21. McGranahan, David A., 1999. "Natural Amenities Drive Rural Population Change," Agricultural Economic Reports 33955, United States Department of Agriculture, Economic Research Service.
    22. Rupasingha, Anil & Goetz, Stephan J. & Freshwater, David, 2006. "The production of social capital in US counties," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 35(1), pages 83-101, February.
    23. Brueckner, Jan K., 1998. "Testing for Strategic Interaction Among Local Governments: The Case of Growth Controls," Journal of Urban Economics, Elsevier, vol. 44(3), pages 438-467, November.
    24. Greenwood, Michael J, 1975. "Research on Internal Migration in the United States: A Survey," Journal of Economic Literature, American Economic Association, vol. 13(2), pages 397-433, June.
    25. J. Paul Elhorst, 2003. "Specification and Estimation of Spatial Panel Data Models," International Regional Science Review, , vol. 26(3), pages 244-268, July.
    26. repec:hoo:wpaper:e-95-4 is not listed on IDEAS
    27. John C. Driscoll & Aart C. Kraay, 1998. "Consistent Covariance Matrix Estimation With Spatially Dependent Panel Data," The Review of Economics and Statistics, MIT Press, vol. 80(4), pages 549-560, November.
    28. Kari Hämäläinen & Petri Böckerman, 2004. "Regional Labor Market Dynamics, Housing, and Migration," Journal of Regional Science, Wiley Blackwell, vol. 44(3), pages 543-568, August.
    29. Kelejian, Harry H. & Prucha, Ingmar R., 2004. "Estimation of simultaneous systems of spatially interrelated cross sectional equations," Journal of Econometrics, Elsevier, vol. 118(1-2), pages 27-50.
    30. Harry H. Kelejian & Dennis P. Robinson, 1993. "A Suggested Method Of Estimation For Spatial Interdependent Models With Autocorrelated Errors, And An Application To A County Expenditure Model," Papers in Regional Science, Wiley Blackwell, vol. 72(3), pages 297-312, July.
    31. 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.
    32. Sergio J. Rey & Marlon G. Boarnet, 2004. "A Taxonomy of Spatial Econometric Models for Simultaneous Equations Systems," Advances in Spatial Science, in: Luc Anselin & Raymond J. G. M. Florax & Sergio J. Rey (ed.), Advances in Spatial Econometrics, chapter 5, pages 99-119, Springer.
    33. Ronald C. Fisher & John C. Navin, 1992. "State-Local Fiscal Behavior: Analysis of Interjurisdictional Differences, 1962-1987," Public Finance Review, , vol. 20(4), pages 433-449, October.
    34. Audretsch,David B. & Thurik,Roy (ed.), 1999. "Innovation, Industry Evolution and Employment," Cambridge Books, Cambridge University Press, number 9780521641661.
    35. Catherine Armington & Zoltan J. Acs, 2008. "The Determinants of Regional Variation in New Firm Formation," Chapters, in: Entrepreneurship, Growth and Public Policy, chapter 18, pages 224-243, Edward Elgar Publishing.
    36. Barkley, David L. & Henry, Mark S. & Bao, Shuming, 1998. "The Role of Local School Quality in Rural Employment and Population Growth," The Review of Regional Studies, Southern Regional Science Association, vol. 28(1), pages 81-102, Summer.
    37. Case, Anne C. & Rosen, Harvey S. & Hines, James Jr., 1993. "Budget spillovers and fiscal policy interdependence : Evidence from the states," Journal of Public Economics, Elsevier, vol. 52(3), pages 285-307, October.
    38. Kelejian, Harry H. & Prucha, Ingmar R., 2002. "2SLS and OLS in a spatial autoregressive model with equal spatial weights," Regional Science and Urban Economics, Elsevier, vol. 32(6), pages 691-707, November.
    39. Anselin, Luc, 2002. "Under the hood : Issues in the specification and interpretation of spatial regression models," Agricultural Economics, Blackwell, vol. 27(3), pages 247-267, November.
    40. 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.
    41. Conley, T. G., 1999. "GMM estimation with cross sectional dependence," Journal of Econometrics, Elsevier, vol. 92(1), pages 1-45, September.
    42. Greenwood, Michael J & Hunt, Gary L, 1984. "Migration and Interregional Employment Redistribution in the United States," American Economic Review, American Economic Association, vol. 74(5), pages 957-969, December.
    43. Mills, Edwin S. & Price, Richard, 1984. "Metropolitan suburbanization and central city problems," Journal of Urban Economics, Elsevier, vol. 15(1), pages 1-17, January.
    44. repec:rre:publsh:v:33:y:2003:i:2:p:229-53 is not listed on IDEAS
    45. Michael Marlow & Alden Shiers, 1999. "Do law enforcement expenditures crowd-out public education expenditures?," Applied Economics, Taylor & Francis Journals, vol. 31(2), pages 255-266.
    46. Luc Anselin & Harry H. Kelejian, 1997. "Testing for Spatial Error Autocorrelation in the Presence of Endogenous Regressors," International Regional Science Review, , vol. 20(1-2), pages 153-182, April.
    47. David J. Lewis & Gary L. Hunt & Andrew J. Plantinga, 2003. "Does Public Lands Policy Affect Local Wage Growth?," Growth and Change, Wiley Blackwell, vol. 34(1), pages 64-86, February.
    48. M. Carree & A. Thurik, 1998. "Small firms and economic growth in europe," Atlantic Economic Journal, Springer;International Atlantic Economic Society, vol. 26(2), pages 137-146, June.
    49. Greenwood, Michael J. & Hunt, Gary L., 1989. "Jobs versus amenities in the analysis of metropolitan migration," Journal of Urban Economics, Elsevier, vol. 25(1), pages 1-16, January.
    50. Knapp, Thomas A. & Graves, Philip E., 1989. "On the role of amenities in models of migration and regional development," MPRA Paper 19914, University Library of Munich, Germany.
    51. Wennekers, Sander & Thurik, Roy, 1999. "Linking Entrepreneurship and Economic Growth," Small Business Economics, Springer, vol. 13(1), pages 27-55, August.
    52. Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July.
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    More about this item

    Keywords

    Community/Rural/Urban Development;

    JEL classification:

    • C3 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables
    • C21 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models
    • R11 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Regional Economic Activity: Growth, Development, Environmental Issues, and Changes
    • R12 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Size and Spatial Distributions of Regional Economic Activity; Interregional Trade (economic geography)

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