Spatial Filtering and Eigenvector Stability: Space-Time Models for German Unemployment Data
Regions, independent of their geographic level of aggregation, are known to be interrelated partly due to their relative locations. Similar economic performance among regions can be attributed to proximity. Consequently, a proper understanding, and accounting, of spatial liaisons is needed in order to effectively forecast regional economic variables. Several spatial econometric techniques are available in the literature, which deal with the spatial autocorrelation (SAC) in geographically referenced data. The experiments carried out in this article are concerned with the analysis of the SAC observed for unemployment rates in 439 NUTS-3 German districts. The authors employ a semiparametric approach—spatial filtering—in order to uncover spatial patterns that are consistently significant over time. The authors first provide a brief overview of the spatial filtering method and illustrate the data set. Subsequently, they describe the empirical application carried out: that is, the spatial filtering analysis of regional unemployment rates in Germany. Furthermore, the authors exploit the resulting spatial filter as an explanatory variable in a panel modeling framework. Additional explanatory variables, such as average daily wages, are used in concurrence with the spatial filter. Their experiments show that the computed spatial filters account for most of the residual SAC in the data.
Volume (Year): 34 (2011)
Issue (Month): 2 (April)
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- 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.
- Dayton M. Lambert & Jason P. Brown & Raymond J.G.M. Florax, 2010.
"A Two-Step Estimator For A Spatial Lag Model Of Counts: Theory, Small Sample Performance And An Application,"
10-5, Purdue University, College of Agriculture, Department of Agricultural Economics.
- Lambert, Dayton M. & Brown, Jason P. & Florax, Raymond J.G.M., 2010. "A two-step estimator for a spatial lag model of counts: Theory, small sample performance and an application," Regional Science and Urban Economics, Elsevier, vol. 40(4), pages 241-252, July.
- Cracolici, M. Francesca & Cuffaro, Miranda & Nijkamp, Peter, 2007.
"Geographical distribution of unemployment: an analysis of provincial differences in Italy,"
Serie Research Memoranda
0001, VU University Amsterdam, Faculty of Economics, Business Administration and Econometrics.
- Maria Francesca Cracolici & Miranda Cuffaro & Peter Nijkamp, 2007. "Geographical Distribution of Unemployment: An Analysis of Provincial Differences in Italy," Growth and Change, Wiley Blackwell, vol. 38(4), pages 649-670.
- Simonetta Longhi & Peter Nijkamp, 2007. "Forecasting Regional Labor Market Developments under Spatial Autocorrelation," International Regional Science Review, , vol. 30(2), pages 100-119, April.
- Bayer, Christian & Juessen, Falko, 2006.
"Convergence in West German Regional Unemployment Rates,"
2006,39, Technische Universität Dortmund, Sonderforschungsbereich 475: Komplexitätsreduktion in multivariaten Datenstrukturen.
- Christian Bayer & Falko Jü�en, 2007. "Convergence in West German Regional Unemployment Rates," German Economic Review, Verein für Socialpolitik, vol. 8, pages 510-535, November.
- Falko Juessen & Christian Bayer, 2005. "Convergence in West German Regional Unemployment Rates," ERSA conference papers ersa05p410, European Regional Science Association.
- Christian Bayer & Falko Juessen, 2004. "Convergence in West German Regional Unemployment Rates," Urban/Regional 0411007, EconWPA.
- repec:dgr:uvatin:20060020 is not listed on IDEAS
- Lopez-Bazo, Enrique & Del Barrio, Tomas & Artis, Manuel, 2002.
"The regional distribution of spanish unemployment. A spatial analysis,"
ERSA conference papers
ersa02p020, European Regional Science Association.
- Enrique López-Bazo & Tomás del Barrio & Manuel Artis, 2002. "The regional distribution of Spanish unemployment: A spatial analysis," Papers in Regional Science, Springer, vol. 81(3), pages 365-389.
- Reinhold Kosfeld & Christian Dreger, 2005.
"Thresholds for Employment and Unemployment - a Spatial Analysis of German Regional Labour Markets 1992-2000,"
ERSA conference papers
ersa05p39, European Regional Science Association.
- Reinhold Kosfeld & Christian Dreger, 2006. "Thresholds for employment and unemployment: A spatial analysis of German regional labour markets, 1992-2000," Papers in Regional Science, Wiley Blackwell, vol. 85(4), pages 523-542, November.
- Olivier Jean Blanchard & Lawrence F. Katz, 1992. "Regional Evolutions," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 23(1), pages 1-76.
- Weinhold, Diana, 2002. "The Importance of Trade and Geography in the Pattern of Spatial Dependence of Growth Rates," Review of Development Economics, Wiley Blackwell, vol. 6(3), pages 369-82, October.
- Salima Bouayad-Agha & Lionel V�drine, 2010. "Estimation Strategies for a Spatial Dynamic Panel using GMM. A New Approach to the Convergence Issue of European Regions," Spatial Economic Analysis, Taylor & Francis Journals, vol. 5(2), pages 205-227.
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