U.S. Commuting Networks and Economic Growth: Measurement and Implications for Spatial Policy
Stephan J. Goetz is director of the Northeast Regional Center for Rural Development and Professor of Agricultural and Regional Economics at The Pennsylvania State University. Yicheol Han is researcher in the Department of Rural Systems Engineering at Seoul National University, Korea and former Visiting Scholar at the Northeast Center. Jill L. Findeis is Distinguished Professor of Agricultural, Environmental and Regional Economics, and Demography at Penn State University. Kathryn J. Brasier is Assistant Professor of Rural Sociology, also at Penn State University. The authors are deeply grateful to three anonymous reviewers for their extensive and very valuable comments on an earlier version of this article. Goetz, Findeis, and Brasier gratefully acknowledge support from The Pennsylvania State University, College of Agricultural Sciences, and the United States Department of Agriculture, National Institute of Food and Agriculture. Han's work was supported by a National Research Foundation of Korea (NRF) grant, funded by the Korea government (MEST) (500—20090144).
ABSTRACT
Labor market areas (LMAs) have long been a staple of regional and urban analysis. As commuting patterns have expanded over time, these areas have become larger and more complex, and the dichotomous designation of a county either belonging to an LMA or not may no longer be adequate. We apply recent advances in network science to conduct a more refined analysis of U.S. commuting patterns, and examine their effects on local economic growth. Results show that network degree and entropy measures explain variations in county per capita income growth patterns. Higher in- and out-commuting entropies are associated with lower per capita income growth, but their interaction enhances economic growth in places simultaneously open to both in- and out-commuters. Using these results, common ground may be found for creating new forms of regional governance that better reflect local realities of cross-county border flows of workers and economic activity.
REFERENCES
-
Acs, Z.
2002. Innovation and the growth of cities. Cheltenham: Edward Elgar.
10.4337/9781843766933 Google Scholar
- Ali, K., R. Olfert, and M. Partridge. 2008. Urban footprints in rural Canada: Employment spillovers by city size. Presented at the RSAI World Congress, Sao Paolo, Brazil, March 17–19.
- Balcan, D., V. Colizza, B. Goncalves, H. Hu, J. Ramasco, and A. Vespignani. 2009. Multiscale mobility networks and the large scale spreading of infectious diseases. Physics and Society [published online July 20, 2009]. http://arxiv.org/PS_cache/arxiv/pdf/0907/0907.3304v1.pdf (accessed December 2009).
- Barabasi, A., and R. Albert. 1999. Emergence of scaling in random networks. Science 286: 509–512.
- Barrat, A., M. Barthelemy, R. Pastor-Satorras, and A. Vespignani. 2004. The architecture of complex weighted networks. Proceedings of The National Academy of Sciences 11: 3747–3752.
- Barro, R. 1991. Economic growth in a cross section of countries. Quarterly Journal of Economics 106(2): 407–443.
- Batten, D. 1995. Network cities: Creative urban agglomerations for the 21st century. Urban Studies 32(2): 313–328.
- Benson, C. 2009. Rural sophistication. CQ Weekly October 5, 2224–2231.
- Berliant, M., and C. LaFountain. 2008. Space in general equilibrium. In A companion to urban economics, ed. R. Arnott and D. McMillen, 109–127. Malden, MA: Blackwell Publishing.
- Borgatti, S. 2005. Centrality and network flow. Social Networks 27: 55–71.
- Borgatti, S., A. Mehra, D. Brass, and G. Labianca. 2009. Network analysis in the social sciences. Science 323: 892–895.
- Breshi, S., and F. Lissoni. 2001. Localized knowledge spillovers vs. innovative milieu: Knowledge “tacitness” reconsidered. Papers in Regional Science 80: 255–273.
- Caniels, M. 2000. Knowledge spillovers and economic growth. Cheltenham: Edward Elgar.
- Cantwell, J., and S. Iammarino. 2003. Multinational corporations and European systems of innovation. New York: Routledge.
- Caragliu, A., and P. Nijkamp. 2008. The impact of regional absorptive capacity on spatial knowledge spillovers. Tinbergen Institute Discussion Paper # 08-119/3.
- Chrest, D., and W. Wheaton. 2009. Using geographic information systems to define and map commuting patterns as inputs to agent-based models. North Carolina: Research Triangle International (RTI) Press, Methods Report.
- Corcoran, J., A. Faggian, and P. McCann. 2010. Human capital in remote and rural Australia: The role of graduate education. Growth and Change 41(2): 192–220.
- Coombes, M., and J. Casado-Diaz. 2005. The evolution of local labour market areas in contrasting regions. Paper presented at the 45th Congress of the European Regional Science Association, Free University of Amsterdam, August 23–27.
- Deller, S.C., and M.A. Deller. 2010. Rural crime and social capital. Growth and Change 41(2): 221–275.
- De Montis, A., M. Barthelemy, M. Campagna, A. Chessa, and A. Vespignani. 2005. Emergent topological and dynamical properties of a real inter-municipal commuting network: perspectives for policy-making and planning. Paper presented at the 45th Congress of the European Regional Science Association, Free University of Amsterdam, August 23–27.
- Diana, M., and P.L. Mokhtarian. 2008. Travelers' segmentation based on multimodality behaviors and attitudes. Institute of Transportation Studies. Research Report UCD-ITS-RR-08-18, University of California, Davis.
-
Dorogovtsev, S., and J. Mendes. 2003. Evolution of networks: From biological nets to the internet and www. Oxford: Oxford University Press.
10.1093/acprof:oso/9780198515906.001.0001 Google Scholar
-
Durlauf, S.N.,
P.A. Johnson, and J.R.W. Temple. 2005. Growth econometrics. In
Handbook of economic growth, vol. 1, ed.
Philippe Aghion and
Steven Durlauf, 555–677. Burlington: Elsevier.
10.1016/S1574-0684(05)01008-7 Google Scholar
- Van Eck, J.R., and D. Snellen. 2006. Is the randstad a city network? Evidence from commuting patterns. Association for European Transport and contributors.
- Findeis, J., K. Brasier, and R. Salcedo Du Bois. 2009. Population-driven transition zones in the United States: Demographic change, land use, and adjustments in the structure of agriculture. In New perspectives on agri-environmental policies: A multidisciplinary and transatlantic approach, ed. S. Goetz and F. Brouwer, 13–40. Routledge: Taylor & Francis.
-
Findeis, J.,
H. Swaminathan, and A. Jayaraman. 2005. Agricultural households in the U.S.: Participation in labor, decision-making, and the effects of farm asset control.
EconomieRurale
289–290: 44–62.
10.4000/economierurale.112 Google Scholar
- Glaeser, E. and M. Kahn. 2003. Sprawl and urban growth. Harvard Institute of Economic Growth Discussion Paper Number 2004, Cambridge, MA.
- Goetz, S., S. Deller, and T. Harris. 2009. Targeted regional economic development: Introduction and overview. In Targeted regional economic development, ed. S. Goetz, S. Deller, and T. Harris, 1–13. Abingdon, Oxfordshire, UK: Routledge.
- Goetz, S., and D. Hu. 1996. Economic growth and human capital accumulation: Simultaneity and expanded convergence tests. Economics Letters 51: 355–362.
- Gorman, S., R. Patuelli, A. Reggiani, P. Nijkamp, R. Kalkarni, and G. Haag. 2009. An application of complex network theory to german commuting patterns. In Complexity and spatial networks, ed. A. Reggiani and P. Nijkamp, Advances in Spatial Science, 108–185. Berlin: Springer-Verlag.
- Green, N. 2007. Functional polycentricity: A formal definition in terms of social network analysis. Urban Studies 44(11): 2077–2103.
- Han, Y., S. Goetz, and J. Lee. 2009. Measuring growth and changes in commuting spatial structures. Unpublished Working Paper.
-
Jackson, M.
2008. Social and economic networks. Princeton, NJ: Princeton University Press.
10.1515/9781400833993 Google Scholar
- Jiang, B., and C. Claramunt. 2004. Topological analysis of urban street networks. Environment and Planning B: Planning and Design 31: 151–162.
- Johnson, T.G., D.M. Otto, and S.C. Deller, eds. 2006. Community policy analysis modeling. Ames, IA: Blackwell Publishing.
- Kandilov, I.T., and M. Renkow. 2010. Infrastructure investment and rural economic development: An evaluation of USDA's broadband loan program. Growth and Change 41(2): 165–191.
- Krugman, P. 1991. Geography and trade. Cambridge, MA: MIT Press.
- Van Der Laan, L. 1998. Changing urban systems: And empirical analysis at two levels. Regional Studies 32(3): 235–247.
- McCann, P., and D. Shefer. 2005. Agglomeration, economic geography and regional growth. Papers in Regional Science 84(3): 301–309.
- McCann, P., and J. Simonen. 2005. Innovation, knowledge spillovers and local labour markets. Papers in Regional Science 84(4): 465–485.
- Nordregio (Nordic Centre for Spatial Development). 1999. European spatial development perspective: Towards balanced and sustainable development of the territory of the European Union. Luxembourg: European Commission.
-
OECD. 2002. Redefining territories: The functional regions. Paris: OECD.
10.1787/9789264196179-en Google Scholar
- Van Ommeren, J., and E. Gutierrez-i-Puigarnau. 2009. Are workers with a long commute less productive? An empirical analysis of absenteeism. Tinbergen Institute Discussion Paper 09-014/3.
- Pagoulatos, A., S. Goetz, D. Debertin, and T. Johanssen. 2004. Interactions between economic growth and environmental quality in U.S. counties. Growth and Change 35(1): 90–108.
- Partridge, M., K. Ali, and M.R. Olfert. 2010. Rural-to-urban commuting: Three degrees of integration. Growth and Change 41(2): 303–335.
- Partridge, M., and D. Rickman. 2008. Place-based policy and rural poverty: Insights from the urban spatial mismatch literature. Cambridge Journal of Regions, Economy & Society 1: 131–156.
- Partridge, M., D. Rickman, and H. Li. 2009. Who wins from local economic development? A supply decomposition of U.S. county employment growth. Economic Development Quarterly 23: 13–27.
- Patuelli, R., A. Reggiani, P. Nijkamp, and F. Baade. 2009. Spatial and commuting networks: a unifying perspective. In Complexity and spatial networks, ed. A. Reggiani and P. Nijkamp, Advances in Spatial Science, 257–271. Berlin: Springer-Verlag.
- Pumain, D. 2004. An evolutionary approach to settlement systems. In new forms of urbanisation: Beyond the urban-rural dichotomy, ed. T. Champion, and G. Hugo, 231–247. Aldershot: Ashgate.
-
Putnam, R.
2000. Bowling alone: The collapse and revival of American community. New York: Simon and Schuster.
10.1145/358916.361990 Google Scholar
- Quigley, J. 1998. Urban diversity and economic growth. Journal of Economic Perspectives 12(2): 127–138.
- Rossi-Hansberg, E., and M. Wright. 2006. Establishment size dynamics in the aggregate economy. American Economic Review 97(5): 1639–1666.
- Rupasingha, A., S. Goetz, and D. Freshwater. 2002. Social and institutional factors as determinants of economic growth: Evidence from the United States counties. Papers in Regional Science 81: 139–155.
- Shannon, C.E. 1948. A mathematical theory of communication. The Bell System Technical Journal 27: 379–423 and 623–656 (July and October).
- Shearmur, R., and B. Motte. 2009. Weak ties that bind: Do commutes bind Montreal's central and suburban economies? Urban Affairs Review 44(4): 490–524.
-
Smart, M.
1974. Labour market areas: Uses and definitions.
Progress in Planning
2: 239–353.
10.1016/0305-9006(74)90008-7 Google Scholar
- Tolbert, C., and M. Killian. 1987. Labor market areas for the United States. Staff Report No. AGES870721, Agriculture and Rural Economy Division, Economic Research Service, U.S. Department of Agriculture.
- Tolbert, C., and M. Sizer. 1996. U.S. commuting zones and labor market areas: A 1990 update. Staff Paper No. AGES9614, Rural Economy Division, Economic Research Service, U.S. Department of Agriculture.
- Tutzauer, F. 2007. Entropy as a measure of centrality in networks characterized by path-transfer flow. Social Networks 29: 249–265.
- Viboud, C., O. Bjornsted, D. Smith, L. Simonsen, M. Miller, and B. Grenfull. 2006. Synchrony, waves, and spatial hierarchies in the spread of influenza. Science DOI: 10.1126/science.1125237 (March 30).
- Wasserman, S., and K. Faust. 2007. Social network analysis: Methods and applications. Cambridge, MA: Cambridge University Press. (orig. 1994).