In Search of W
AbstractThis paper provides a survey and critique of how spatial links are taken into account inempirical analysis by applied economists/regional scientists. Spatial spillovers and spatialinterrelationships between economic variables (e.g. unemployment, GDP, etc) are likely to beimportant, especially because of the role of local knowledge diffusion and how trade (interregionalexports and imports) can potentially act to diffuse technology. Since most empiricaleconomic studies ignore spatial autocorrelation they are thus potentially mis-specified. Thishas led to various approaches to taking account of spatial spillovers, including econometricmodels that dependent on specifying (correctly) the spatial weights matrix, W. The paperdiscusses the standard approaches (e.g., contiguity and distance measures) in constructing W,and the implications of using such approaches in terms of the potential mis-specification ofW. We then look at more recent attempts to measure W in the literature, including: Bayesian(searching for 'best fit'); non-parametric techniques; the use of spatial correlation to estimateW; and other iteration techniques. The paper then considers alternative approaches forincluding spatial spillovers in econometric models such as: constructing (weighted) spillovervariables which directly enter the model; allowing non-contiguous spatial variables to enterthe model; and the use of spatial VAR models. Lastly, we discuss the likely form of spatialspillovers and therefore whether the standard approach to measuring W is likely to besufficient.
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Bibliographic InfoPaper provided by Spatial Economics Research Centre, LSE in its series SERC Discussion Papers with number 0017.
Date of creation: Mar 2009
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Web page: http://www.spatialeconomics.ac.uk/SERC/publications/default.asp
spatial weights spatial dependence spatial models;
Find related papers by JEL classification:
- C31 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models; Quantile Regressions; Social Interaction Models
- O18 - Economic Development, 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
This paper has been announced in the following NEP Reports:
- NEP-ALL-2009-08-16 (All new papers)
- NEP-ECM-2009-08-16 (Econometrics)
- NEP-GEO-2009-08-16 (Economic Geography)
- NEP-URE-2009-08-16 (Urban & Real Estate Economics)
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- Oikarinen, Elias, 2005. "The Diffusion of Housing Price Movements from Centre to Surrounding Areas," Discussion Papers 979, The Research Institute of the Finnish Economy.
- Edward L. Glaeser & Jed Kolko & Albert Saiz, 2000.
Harvard Institute of Economic Research Working Papers
1901, Harvard - Institute of Economic Research.
- Richard Florida, 2002. "Bohemia and economic geography," Journal of Economic Geography, Oxford University Press, vol. 2(1), pages 55-71, January.
- Henry Nieuwenhuijsen & André van Stel, 2002.
"Knowledge Spillovers and Economic Growth; an analysis using data of Dutch regions in the period 1987-1995,"
Scales Research Reports
N200203, EIM Business and Policy Research.
- Adriaan Van Stel & Henry Nieuwenhuijsen, 2004. "Knowledge Spillovers and Economic Growth: An Analysis Using Data of Dutch Regions in the Period 1987-1995," Regional Studies, Taylor & Francis Journals, vol. 38(4), pages 393-407.
- Anselin, Luc, 2007. "Spatial econometrics in RSUE: Retrospect and prospect," Regional Science and Urban Economics, Elsevier, vol. 37(4), pages 450-456, July.
- Francesco Aiello & Paola Cardamone, 2008. "R&D spillovers and firms’ performance in Italy," Empirical Economics, Springer, vol. 34(1), pages 143-166, February.
- William Kerr & Edward Glaeser & Glenn Ellison, 2007.
"What Causes Industry Agglomeration? Evidence from Coagglomeration Patterns,"
07-13, Center for Economic Studies, U.S. Census Bureau.
- Glenn Ellison & Edward L. Glaeser & William R. Kerr, 2010. "What Causes Industry Agglomeration? Evidence from Coagglomeration Patterns," American Economic Review, American Economic Association, vol. 100(3), pages 1195-1213, June.
- Glenn Ellison & Edward L. Glaeser & William R. Kerr, 2007. "What Causes Industry Agglomeration? Evidence from Coagglomeration Patterns," Harvard Business School Working Papers 07-064, Harvard Business School.
- Glenn Ellison & Edward L. Glaeser & William Kerr, 2007. "What Causes Industry Agglomeration? Evidence from Coagglomeration Patterns," NBER Working Papers 13068, National Bureau of Economic Research, Inc.
- Edward L. Glaeser & Albert Saiz, 2003.
"The Rise of the Skilled City,"
Harvard Institute of Economic Research Working Papers
2025, Harvard - Institute of Economic Research.
- Blundell, R. & Bond, S., 1995.
"Initial Conditions and Moment Restrictions in Dynamic Panel Data Models,"
104, Economics Group, Nuffield College, University of Oxford.
- Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
- Richard Blundell & Steve Bond, 1995. "Initial conditions and moment restrictions in dynamic panel data models," IFS Working Papers W95/17, Institute for Fiscal Studies.
- R Blundell & Steven Bond, . "Initial conditions and moment restrictions in dynamic panel data model," Economics Papers W14&104., Economics Group, Nuffield College, University of Oxford.
- James Lesage & Manfred Fischer, 2008. "Spatial Growth Regressions: Model Specification, Estimation and Interpretation," Spatial Economic Analysis, Taylor & Francis Journals, vol. 3(3), pages 275-304.
- Nocco, Antonella, 2005. "The rise and fall of regional inequalities with technological differences and knowledge spillovers," Regional Science and Urban Economics, Elsevier, vol. 35(5), pages 542-569, September.
- Glaeser, Edward L & Mare, David C, 2001.
"Cities and Skills,"
Journal of Labor Economics,
University of Chicago Press, vol. 19(2), pages 316-42, April.
- Jorge Niosi & Majlinda Zhegu, 2005. "Aerospace Clusters: Local or Global Knowledge Spillovers?," Industry and Innovation, Taylor & Francis Journals, vol. 12(1), pages 5-29.
- Arellano, Manuel & Bond, Stephen, 1991.
"Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations,"
Review of Economic Studies,
Wiley Blackwell, vol. 58(2), pages 277-97, April.
- Tom Doan, . "RATS program to replicate Arellano-Bond 1991 dynamic panel," Statistical Software Components RTZ00169, Boston College Department of Economics.
- Almeida, Paul & Dokko, Gina & Rosenkopf, Lori, 2003. "Startup size and the mechanisms of external learning: increasing opportunity and decreasing ability?," Research Policy, Elsevier, vol. 32(2), pages 301-315, February.
- Wolfgang Keller, 2001.
"International Technology Diffusion,"
NBER Working Papers
8573, National Bureau of Economic Research, Inc.
- Arnab Bhattacharjee & Chris Jensen-Butler, 2005. "Estimation of Spatial Weights Matrix in a Spatial Error Model, with an Application to Diffusion in Housing Demand," CRIEFF Discussion Papers 0519, Centre for Research into Industry, Enterprise, Finance and the Firm.
- David Gray, 2005. "An examination of regional interaction and super-regions in Britain: An error correction model approach," Regional Studies, Taylor & Francis Journals, vol. 39(5), pages 619-632.
- Richard Harris & Qian Cher Li, 2009. "Exporting, R&D, and absorptive capacity in UK establishments," Oxford Economic Papers, Oxford University Press, vol. 61(1), pages 74-103, January.
- Paul Krugman & Anthony J. Venables, 1995.
"Globalization and the Inequality of Nations,"
NBER Working Papers
5098, National Bureau of Economic Research, Inc.
- Krugman, Paul & Venables, Anthony J., 1994. "Globalization and the Inequality of Nations," CEPR Discussion Papers 1015, C.E.P.R. Discussion Papers.
- Krugman, Paul & Venables, Anthony J., 1995. "Globalization and the Inequality of Nations," Working Paper Series 430, Research Institute of Industrial Economics.
- Bottazzi, Laura & Peri, Giovanni, 2003.
"Innovation and spillovers in regions: Evidence from European patent data,"
European Economic Review,
Elsevier, vol. 47(4), pages 687-710, August.
- Laura Bottazzi & Giovanni Peri, . "Innovation and Spillovers in Regions: Evidence from European Patent Data," Working Papers 215, IGIER (Innocenzo Gasparini Institute for Economic Research), Bocconi University.
- Dixit, Avinash K & Stiglitz, Joseph E, 1975.
"Monopolistic Competition and Optimum Product Diversity,"
The Warwick Economics Research Paper Series (TWERPS)
64, University of Warwick, Department of Economics.
- Dixit, Avinash K & Stiglitz, Joseph E, 1977. "Monopolistic Competition and Optimum Product Diversity," American Economic Review, American Economic Association, vol. 67(3), pages 297-308, June.
- Esther Vaya Valcarce & Enrique Lopez Bazo & Rosina Moreno Serrano & Jordi Surinach Caralt, 2000. "Growth and externalities across economies. An empirical analysis using spatial econometrics," Working Papers in Economics 59, Universitat de Barcelona. Espai de Recerca en Economia.
- Giovanni Peri, 2005. "Determinants of Knowledge Flows and Their Effect on Innovation," The Review of Economics and Statistics, MIT Press, vol. 87(2), pages 308-322, May.
- Michael Beenstock & Daniel Felsenstein, 2007. "Mobility and Mean Reversion in the Dynamics of Regional Inequality," International Regional Science Review, , vol. 30(4), pages 335-361, October.
- Paul M Romer, 1999.
"Increasing Returns and Long-Run Growth,"
Levine's Working Paper Archive
2232, David K. Levine.
- Oughton, Christine & Landabaso, Mikel & Morgan, Kevin, 2002. " The Regional Innovation Paradox: Innovation Policy and Industrial Policy," The Journal of Technology Transfer, Springer, vol. 27(1), pages 97-110, January.
- Carlino, Gerald A. & Chatterjee, Satyajit & Hunt, Robert M., 2007.
"Urban density and the rate of invention,"
Journal of Urban Economics,
Elsevier, vol. 61(3), pages 389-419, May.
- Edward E. Leamer & James Levinsohn, 1994.
"International Trade Theory: The Evidence,"
NBER Working Papers
4940, National Bureau of Economic Research, Inc.
- Olivier Parent & James P. LeSage, 2008.
"Using the variance structure of the conditional autoregressive spatial specification to model knowledge spillovers,"
Journal of Applied Econometrics,
John Wiley & Sons, Ltd., vol. 23(2), pages 235-256.
- Olivier Parent & James P. Lesage, 2007. "Using the Variance Structure of the Conditional Autoregressive Spatial Specification to Model Knowledge Spillovers," University of Cincinnati, Economics Working Papers Series 2007-03, University of Cincinnati, Department of Economics.
- Mario Maggioni & Teodora Uberti, 2009. "Knowledge networks across Europe: which distance matters?," The Annals of Regional Science, Springer, vol. 43(3), pages 691-720, September.
- Friso de Vor & Henri L.F. de Groot, 2008. "Agglomeration Externalities and Localized Employment Growth," Tinbergen Institute Discussion Papers 08-033/3, Tinbergen Institute.
- Hillberry, Russell & Hummels, David, 2008.
"Trade responses to geographic frictions: A decomposition using micro-data,"
European Economic Review,
Elsevier, vol. 52(3), pages 527-550, April.
- Russell Hillberry & David Hummels, 2005. "Trade Responses to Geographic Frictions: A Decomposition Using Micro-Data," NBER Working Papers 11339, National Bureau of Economic Research, Inc.
- John Baldwin & Desmond Beckstead & W. Mark Brown & David Rigby, 2008. "Agglomeration and the Geography of Localization Economies in Canada," Regional Studies, Taylor & Francis Journals, vol. 42(1), pages 117-132.
- repec:fth:iniesr:430 is not listed on IDEAS
- Krugman, Paul, 1980. "Scale Economies, Product Differentiation, and the Pattern of Trade," American Economic Review, American Economic Association, vol. 70(5), pages 950-59, December.
- Rosenthal, Stuart S. & Strange, William C., 2008. "The attenuation of human capital spillovers," Journal of Urban Economics, Elsevier, vol. 64(2), pages 373-389, September.
- Vernon Henderson, J., 2007. "Understanding knowledge spillovers," Regional Science and Urban Economics, Elsevier, vol. 37(4), pages 497-508, July.
- Gong, Guan & Keller, Wolfgang, 2003. "Convergence and polarization in global income levels: a review of recent results on the role of international technology diffusion," Research Policy, Elsevier, vol. 32(6), pages 1055-1079, June.
- David Greenaway & Richard Kneller, 2007. "Firm heterogeneity, exporting and foreign direct investment," Economic Journal, Royal Economic Society, vol. 117(517), pages F134-F161, 02.
- Martin Andersson & Urban Gråsjö, 2009. "Spatial dependence and the representation of space in empirical models," The Annals of Regional Science, Springer, vol. 43(1), pages 159-180, March.
- Meric S. Gertler, 2003. "Tacit knowledge and the economic geography of context, or The undefinable tacitness of being (there)," Journal of Economic Geography, Oxford University Press, vol. 3(1), pages 75-99, January.
- López, Fernando & Matilla-García, Mariano & Mur, Jesús & Marín, Manuel Ruiz, 2010. "A non-parametric spatial independence test using symbolic entropy," Regional Science and Urban Economics, Elsevier, vol. 40(2-3), pages 106-115, May.
- Ethier, Wilfred J, 1982. "National and International Returns to Scale in the Modern Theory of International Trade," American Economic Review, American Economic Association, vol. 72(3), pages 389-405, June.
- Jan Fagerberg, 1999. "The Economic Challenge for Europe: Adapting to Innovation-Based Growth," Working Papers 2, Centre for Technology, Innovation and Culture, University of Oslo.
- Jacob Jordaan & Eduardo Rodriguez-Oreggia, 2012. "Regional growth in Mexico under trade liberalisation: how important are agglomeration and FDI?," The Annals of Regional Science, Springer, vol. 48(1), pages 179-202, February.
- Luisa Corrado & Bernard Fingleton, 2011.
"Where is the Economics in Spatial Econometrics?,"
SERC Discussion Papers
0071, Spatial Economics Research Centre, LSE.
- Corrado, L. & Fingleton, B., 2011. "Where is the economics in spatial econometrics?," SIRE Discussion Papers 2011-02, Scottish Institute for Research in Economics (SIRE).
- Luisa Corrado & Bernard Fingleton, 2011. "Where is the economics in spatial econometrics?," LSE Research Online Documents on Economics 33581, London School of Economics and Political Science, LSE Library.
- Luisa Corrado & Bernard Fingleton, 2011. "Where is the Economics in Spatial Econometrics?," Working Papers 1101, University of Strathclyde Business School, Department of Economics.
- R. Basile & S. Usai, 2012. "Analysis of regional endogenous growth," Working Paper CRENoS 201211, Centre for North South Economic Research, University of Cagliari and Sassari, Sardinia.
- Kyoji Fukao & Victoria Kravtsova & Kentaro Nakajima, 2014.
"How important is geographical agglomeration to factory efficiency in Japan’s manufacturing sector?,"
The Annals of Regional Science,
Springer, vol. 52(3), pages 659-696, May.
- FUKAO Kyoji & Victoria KRAVTSOVA & NAKAJIMA Kentaro, 2011. "How Important is Geographical Agglomeration to Factory Efficiency in Japan's Manufacturing Sector?," Discussion papers 11076, Research Institute of Economy, Trade and Industry (RIETI).
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