Abstract
We develop a multivariate spatial autoregressive model of local public expenditure determination based on the maximization of a strictly quasi-concave community utility function. The existence of spatial interdependence is tested for both the spatial error and spatial lag model. The full model is estimated by efficient GMM following Kelejian and Prucha (J Real Estate Finan Econ 17(1):99–121, 1998). The results indicate significant spillover effects among local governments with respect to spending on public services. The OLS estimates of the conventional (non-spatial) model and the corresponding maximum likelihood estimates of the spatial lag and the spatial error models are presented for comparison purposes. The GMM estimates are found to be more efficient.
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Abreu M, Groot HLF, Florax RJGM (2005) Space and growth: a survey of empirical evidence and methods. Revue Région et Développement 21: 12–43
Ahlin A, Johansson E (2001) Individual demand for local public schooling: evidence from Swedish survey data. Int Tax Public Finan 8(4): 331–351
Anselin L (1988) Spatial econometrics: methods and models. In: (eds) Kluwer, Dordrecht
Anselin L (2003) Spatial externalities, spatial multipliers and spatial econometrics. Int Reg Sci Rev 26(2): 153–166
Anselin L (2006a) Spatial econometrics: methods and models. Kluwer, Dordrecht
Anselin L (2006b) Spatial econometrics. In: Mills TC, Patterson K (eds) Palgrave handbook of econometrics: vol 1, Econometric theory. Palgrave Macmillan, Basingstoke, pp 901–969
Anselin L, Bera A, Florax R, Yoon M (1996) Simple diagnostic tests for spatial dependence. Reg Sci Urban Econ 26(1): 77–104
Appalachian Regional Commission (1998) 1998 Annual report. ARC, Washington
Appalachian Regional Commission (2008) 2008 Annual report. ARC, Washington
Appalachian Regional Commission (2009) County economic status in Appalachia, FY 2009. http://www.arc.gov/research/MapsofAppalachia.asp?MAP_ID=49. Accessed Jan 2011
Bagi FS, Reeder RJ, Calhoun SD (1999) Federal funding’s unique role in Appalachia. Rural Dev Persp 14(1):14–21. http://www.ers.usda.gov/publications/rdp/rdpmay99/rdpmay99d.pdf. Accessed 13 July 2010
Bagi FS, Reeder RJ, Calhoun SD (2002) Federal funding in Appalachia and its sub-regions. Rural Am 17(4):31–37. http://www.ers.usda.gov/publications/ruralamerica/ra174/ra174d.pdf. Accessed 13 July 2010
Baicker K (2005) The spillover effects of state spending. J Public Econ 89(2–3): 529–544
Bartik T (1991) Who benefits from state and local economic development policies?. W.E. Upjohn Institute for Employment Research, Kalamazoo
Bartik T (2003) Local economic development policies. W.E. Upjohn Institute for Employment Research, Working Paper No. 03-91. W.E. Upjohn Institute for Employment Research, Kalamazoo
Bell M, David B, Green R, Hal W, Cordes J, Qadir T (2005) State and local fiscal policy and economic growth and development. Working Paper # 26, George Washington Institute of public Policy (GWIPP), The George Washington University, Washington
Bergstrom TC, Goodman RP (1973) Private demands for public goods. Am Econ Rev 63(3): 280–296
Bergstrom TC, Rubinfeld DL, Shapiro P (1982) Micro-based estimates of demand functions for local school expenditures. Econometrica 50(5): 1183–1205
Besley T, Case AC (1995) Incumbent behavior: vote-seeking, tax-setting and yardstick competition. Am Econ Rev 85(1): 25–45
Borcherding TE, Deacon RT (1972) The demand for the services of non-federal governments. Am Econ Rev 62(5): 891–901
Brazer HE (1959) City expenditures in the United States. National Bureau Economic Research, Occasional Paper 66, New York
Brett C, Pinkse J (2000) The determinants of municipal tax rates in British Columbia. Can J Econ 33: 695–714
Brueckner JK (1998) Testing for strategic interaction among local governments: the case of growth controls. J Urban Econ 44(3): 438–468
Brueckner JK (2000) A Tiebout/tax-competition model. J Public Econ 77(2): 285–306
Brueckner JK (2003) Strategic interaction among governments: an overview of empirical studies. Int Reg Sci Rev 26(2): 175–188
Brueckner JK, Saavedra L (2001) Do local governments engage in strategic property tax competition? Natl Tax J 54(2):203–229. http://ntj.tax.org/. Accessed 13 July 2010
Canning D, Pedroni P (1999) Infrastructure and long-run economic growth. Paper presented at the 1999 Econometric Society Summer Meeting, Madison
Case AC, Rosen HS, Hines JR Jr (1993) Budget spillovers and fiscal policy interdependence. J Public Econ 52(3):285–307
Charney AH (1993) Migration and the public sector: a survey. Reg Stud 27: 313–326
Curie J, Yelowitz M (2000) Are public housing projects good for kids?. J Public Econ 75(1): 99–124
Dall’erba S, Gallo J (2008) Regional convergence and the impact of European structural funds 1989–1999: a spatial econometric analysis. Pap Reg Sci 87(2): 219–244
Di Matteo L, Di Matteo R (1998) Evidence of the determinants of Canadian provincial government health expenditures: 1965–1991. J Health Econ 17(2): 211–228
Drabenstott M (2005) A review of the federal role in regional economic development. http://www.nado.org/saci/review.pdf. Accessed 20 June 2010
Drabenstott M (2006) Rethinking federal policy for regional economic development. Federal Reserve Bank of Kansas City. http://www.kansascityfed.org/PUBLICAT/ECONREV/PDF/1q06drab.pdf. Accessed 13 July 2010
Duffy-Deno KT (1998) The effect of federal wilderness on county growth in the inter-mountain Western United States. J Reg Sci 38(1): 109–136
Duffy-Deno KT, Eberts RW (1991) Public infrastructure and regional economic development: a simultaneous equations approach. J Urban Econ 39: 329–343
Elhorst JP (2003) Specification and estimation of spatial panel data models. Int Reg Sci Rev 26(3): 244–268
Falch T, Rattso J (1997) Political and economic determinants of school spending in federal states: theory and time-series evidence. Eur J Polit Econ 13(2): 299–314
Fay M (2000) Financing the future: infrastructure needs in Latin America, 2000–05. Finance, Private Sector Development, and Infrastructure Sector Unit, Latin America and the Caribbean Region, World Bank
Figlio DN, Kolpin VW, Reid WE (1999) Do states play welfare Games?. J Urban Econ 46(3): 437–454
Fingleton B, López-Bazo E (2006) Empirical growth models with spatial effects. Pap Reg Sci 85(2): 177–198
Fisher RC, Navin JC (1992) State-local fiscal behavior: an analysis interjurisdictional differences, 1962–1987. Public Finan Rev 20(4): 433–449
Fredriksson P, Millimet D, List J (2004) Chasing the smokestack: strategic policymaking with multiple instruments. Reg Sci Urban Econ 34(4): 387–410
Gabe TM, Bell KP (2004) Tradeoffs between local taxes and government spending as determinants of business location. J Reg Sci 44(1): 21–41
Gerdtham U-G, Sogaard J, Andersson F, Jonsson B (1992) An econometric analysis of health care expenditure: a cross-section of OECD countries. J Health Econ 11(1): 63–84
Glasmeier A, Wood L (2005) Policy debates analysis of US economic development administration expenditure patterns over 30 years. Reg Stud 39(9): 1261–1274
Hagemann RP, Nicoletti G (1989) Aging population: economic effects and implications for public finance. OECD, Working Papers, No. 61
Hansen NM (1965) The structure and determinants of local public investment expenditures. Rev Econ Stat 47(2): 150–162
Hashmati A (2001) On the causality between GDP and health care expenditure in the augmented solow growth models. Swedish Working Paper Series in Economics and Finance, No. 423
Hayashi M, Boadway R (2001) An empirical analysis of intergovernmental tax interaction: the case of business income taxes in Canada. Can J Econ 34(2): 481–503
Hawley AH (1957) Metropolitan population and municipal government expenditures in central cities. In: Hatt PK, Reiss AJ Jr (eds) Cities and society, revised. Free Press, Glencoe
Heller P, Hemming R, Kalvert P (1986) Aging and social policy in the major industrial countries, 1980–2025. IMF Paper, No. 47
Henderson JM (1968) Local government expenditures: a social welfare analysis. Rev Econ Stat 50(2): 156–163
Hirsch WZ (1959) Expenditure implications of metropolitan growth and consolidation. Rev Econ Stat 41(3): 232–241
Inman R (1987) Market, government, and the ‘new’ political economy. In: Auerbach AJ, Feldstein MS (eds) Handbook of public economics, vol 2. Elsevier, Amsterdam, pp 647–777
Kelejian HH, Robinson DP (1993) A suggested method of estimation for spatial interdependent models with autocorrelated errors, and an application to a county expenditure model. Pap Reg Sci 72(3): 297–312
Kelejian HH, Prucha IR (1998) A generalized two-stage least squares procedure for estimating a spatial autoregressive model with spatial autoregressive disturbances. J Real Estate Finan Econ 17(1): 99–121
Ladd H (1992) Mimicking of local tax burdens among neighboring counties. Public Finan Q 20(4): 450–467
Lee L-F (2003) Best spatial two-stage least squares estimators for a spatial autoregressive model with autoregressive disturbances. Econom Rev 22(4): 307–335
Leu Robert E (1986) The public–private mix and international health care costs. In: Culyer AJ, Jonsson B (eds) Public and private health services. Basil Blackwell, Oxford, pp 41–66
Lundberg J (2006) Spatial interaction model of spillovers from locally provided public services. Reg Stud 40(6): 631–644
MacKinnon JG, White H, Davidson R (1983) Tests for model specification in the presence of alternative hypotheses: some further results. J Econom 21(1): 53–70
Markusen A, Glasmeier A (2008) Overhauling and revitalizing federal economic development programs. Econ Dev Q 22(2): 83–91
Marlow ML, Shiers AF (1999) Do law enforcement expenditures crowd-out public education expenditures?. Appl Econ 31(2): 255–266
Merrifield J (2000) State government expenditure determinants and tax revenue determinants revisited. Public Choice 102(1–2): 25–50
Murdoch JC, Rahmatian M, Thayer MA (1993) A spatially autoregressive median voter model of recreational expenditures. Public Finan Q 21(3): 334–350
Newhouse JP (1987) Cross national differences in health spending: what do they mean?. J Health Econ 6(2): 159–162
Ohls JC, Wales TJ (1972) Supply and demand for state and local services. Rev Econ Stat 54(4): 424–430
Painter G, Bae K (2001) The changing determinants of state expenditure in the United States: 1965–1992. Public Finan Manag 1(4): 370–392
Pollard KM (2003) Appalachia at the millennium: an overview of results from census 2000. Population Reference Bureau, Washington. http://www.arc.gov/index.do?nodleld=1847. Accessed 9 Dec 2008
Randolph S, Bogetic Z, Hefley D (1996) Determinants of public expenditure on infrastructure, transportation and communication. Policy Research Working Paper 1661, World Bank
Revelli F (2005) On spatial public finance empirics. Int Tax Public Finan 12(4): 475–492
Saavedra LA (2000) A model of welfare competition with evidence from AFDC. J Urban Econ 47(2): 248–279
Sanz I, Velazquez FJ (2002) Determinants of the composition of government expenditure by functions. Working Paper 13/2002, European Economy Group
Snyder JM, Yachovlev I (2000) Political and economic determinants of government spending on social protection programs. Working Paper, Massachusetts Institute of Technology
US Census Bureau (2005) Mean travel time to work for workers 16 years and over who did not work at home (minutes):2005 (2005 American Community Survey). http://factfinder.census.gov/servlet/DatasetMainPageServlet?_ds_name=ACS_2005_EST_G00_&_lang=en&_ts=199031476495. Accessed 4 June 2007
Wildasin D (1986) Urban public finance. Harwood Academic, New York
Wilson J (1999) Theories of tax competition. Natl Tax J 52(2): 269–304
Wood LE, Bischak GA (2000) Progress and challenges in reducing economic distress in Appalachia: an analysis of national and regional trends since 1960. Appalachian Regional Commission, Washington
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Gebremariam, G.H., Gebremedhin, T.G. & Schaeffer, P.V. County-level determinants of local public services in Appalachia: a multivariate spatial autoregressive model approach. Ann Reg Sci 49, 175–190 (2012). https://doi.org/10.1007/s00168-010-0435-z
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DOI: https://doi.org/10.1007/s00168-010-0435-z