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Analysing the spatio-temporal diffusion of economic change - advanced statistical approach and exemplary application

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  • Sven Wardenburg

    (Philipps-University Marburg)

  • Thomas Brenner

    (Philipps-University Marburg)

Abstract

This article presents a spatio-temporal panel vector-autoregressive approach (SptpVAR) as an extended spatial econometric method for analysing spillover effects of regional economic change in time and space. The approach aims to extend the spatial dimension of SpVAR models by capturing the overall cross-regional spillover dynamics over time through additional estimations of effects into neighbouring re- gions and backward spillover to the source region. By showing how local economic dynamics trigger spillover dynamics in economically linked regions, the results are of particular interest to policy makers. To demonstrate the functioning of the SptpVAR approach, it is applied to 361 German regions using a regional growth model and a regional panel data set in the time-period 2000-2017 in an exemplary application.

Suggested Citation

  • Sven Wardenburg & Thomas Brenner, 2021. "Analysing the spatio-temporal diffusion of economic change - advanced statistical approach and exemplary application," Working Papers on Innovation and Space 2021-01, Philipps University Marburg, Department of Geography.
  • Handle: RePEc:pum:wpaper:2021-01
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    1. Howitt, Peter & Mayer-Foulkes, David, 2005. "R&D, Implementation, and Stagnation: A Schumpeterian Theory of Convergence Clubs," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 37(1), pages 147-177, February.
    2. Michael Beenstock & Daniel Felsenstein, 2007. "Spatial Vector Autoregressions," Spatial Economic Analysis, Taylor & Francis Journals, vol. 2(2), pages 167-196.
    3. Robert M. Solow, 1956. "A Contribution to the Theory of Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 70(1), pages 65-94.
    4. Lourdes Montoya & Jakob Haan, 2008. "Regional business cycle synchronization in Europe?," International Economics and Economic Policy, Springer, vol. 5(1), pages 123-137, July.
    5. Fabio Canova & Matteo Ciccarelli, 2009. "Estimating Multicountry Var Models," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 50(3), pages 929-959, August.
    6. Durlauf, Steven N & Johnson, Paul A, 1995. "Multiple Regimes and Cross-Country Growth Behaviour," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 10(4), pages 365-384, Oct.-Dec..
    7. Peter Huber & Gabriele Tondl, 2012. "Migration and regional convergence in the European Union," Empirica, Springer;Austrian Institute for Economic Research;Austrian Economic Association, vol. 39(4), pages 439-460, November.
    8. Hans Dewachter & Romain Houssa & Priscilla Toffano, 2012. "Spatial propagation of macroeconomic shocks in Europe," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 148(2), pages 377-402, June.
    9. Jonathan Eberle & Thomas Brenner & Timo Mitze, 2019. "A look behind the curtain: Measuring the complex economic effects of regional structural funds in Germany," Papers in Regional Science, Wiley Blackwell, vol. 98(2), pages 701-735, April.
    10. Holtz-Eakin, Douglas & Newey, Whitney & Rosen, Harvey S, 1988. "Estimating Vector Autoregressions with Panel Data," Econometrica, Econometric Society, vol. 56(6), pages 1371-1395, November.
    11. Binder, Michael & Hsiao, Cheng & Pesaran, M. Hashem, 2005. "Estimation And Inference In Short Panel Vector Autoregressions With Unit Roots And Cointegration," Econometric Theory, Cambridge University Press, vol. 21(4), pages 795-837, August.
    12. Andrés Rodríguez-Pose & Tobias D. Ketterer, 2012. "Do Local Amenities Affect The Appeal Of Regions In Europe For Migrants?," Journal of Regional Science, Wiley Blackwell, vol. 52(4), pages 535-561, October.
    13. Audretsch, David B. & Feldman, Maryann P., 2004. "Knowledge spillovers and the geography of innovation," Handbook of Regional and Urban Economics, in: J. V. Henderson & J. F. Thisse (ed.), Handbook of Regional and Urban Economics, edition 1, volume 4, chapter 61, pages 2713-2739, Elsevier.
    14. Im, Kyung So & Pesaran, M. Hashem & Shin, Yongcheol, 2003. "Testing for unit roots in heterogeneous panels," Journal of Econometrics, Elsevier, vol. 115(1), pages 53-74, July.
    15. BARRIOS, Salvador & BERTINELLI, Luisito & STROBL, Eric, 2003. "Multinationals and local indigenous development," LIDAM Discussion Papers CORE 2003005, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
    16. Mark Roberts & Uwe Deichmann, 2011. "International Growth Spillovers, Geography and Infrastructure," The World Economy, Wiley Blackwell, vol. 34(9), pages 1507-1533, September.
    17. Kiviet, Jan F., 1995. "On bias, inconsistency, and efficiency of various estimators in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 68(1), pages 53-78, July.
    18. Bernanke, Ben S., 1986. "Alternative explanations of the money-income correlation," Carnegie-Rochester Conference Series on Public Policy, Elsevier, vol. 25(1), pages 49-99, January.
    19. Douglass C. North, 1955. "Location Theory and Regional Economic Growth," Journal of Political Economy, University of Chicago Press, vol. 63(3), pages 243-243.
    20. Fingleton, B & McCombie, J S L, 1998. "Increasing Returns and Economic Growth: Some Evidence for Manufacturing from the European Union Regions," Oxford Economic Papers, Oxford University Press, vol. 50(1), pages 89-105, January.
    21. N. Gregory Mankiw & David Romer & David N. Weil, 1992. "A Contribution to the Empirics of Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(2), pages 407-437.
    22. Timo Mitze & Torben Dall Schmidt & Daniel Rauhut & Aki Kangasharju, 2018. "Ageing shocks and short-run regional labour market dynamics in a spatial panel VAR approach," Applied Economics, Taylor & Francis Journals, vol. 50(8), pages 870-890, February.
    23. Cem Ertur & Wilfried Koch, 2007. "Growth, technological interdependence and spatial externalities: theory and evidence," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(6), pages 1033-1062.
    24. Paul Cheshire, 1995. "A New Phase of Urban Development in Western Europe? The Evidence for the 1980s," Urban Studies, Urban Studies Journal Limited, vol. 32(7), pages 1045-1063, August.
    25. Dan S. Rickman, 2010. "Modern Macroeconomics And Regional Economic Modeling," Journal of Regional Science, Wiley Blackwell, vol. 50(1), pages 23-41, February.
    26. Alvaro Angeriz & John McCombie & Mark Roberts, 2008. "Returns to Scale for EU Regional Manufacturing," Working Papers 20, Queen Mary, University of London, School of Business and Management, Centre for Globalisation Research.
    27. Cem Ertur & Wilfried Koch, 2011. "A contribution to the theory and empirics of Schumpeterian growth with worldwide interactions," Journal of Economic Growth, Springer, vol. 16(3), pages 215-255, September.
    28. Sven Wardenburg & Thomas Brenner, 2020. "How to improve the quality of life in peripheral and lagging regions by policy measures? Examining the effects of two different policies in Germany," Journal of Regional Science, Wiley Blackwell, vol. 60(5), pages 1047-1073, November.
    29. Valter Giacinto, 2010. "On vector autoregressive modeling in space and time," Journal of Geographical Systems, Springer, vol. 12(2), pages 125-154, June.
    30. Alvaro Angeriz & John McCombie & Mark Roberts, 2008. "New Estimates of Returns to Scale and Spatial Spillovers for EU Regional Manufacturing, 1986—2002," International Regional Science Review, , vol. 31(1), pages 62-87, January.
    31. J. Paul Elhorst, 2014. "Dynamic Spatial Panels: Models, Methods and Inferences," SpringerBriefs in Regional Science, in: Spatial Econometrics, edition 127, chapter 0, pages 95-119, Springer.
    32. Tony Lancaster, 2002. "Orthogonal Parameters and Panel Data," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 69(3), pages 647-666.
    33. Hsiao, Cheng & Hashem Pesaran, M. & Kamil Tahmiscioglu, A., 2002. "Maximum likelihood estimation of fixed effects dynamic panel data models covering short time periods," Journal of Econometrics, Elsevier, vol. 109(1), pages 107-150, July.
    34. Nickell, Stephen J, 1981. "Biases in Dynamic Models with Fixed Effects," Econometrica, Econometric Society, vol. 49(6), pages 1417-1426, November.
    35. Maarten Bosker, 2007. "Growth, Agglomeration and Convergence: a Space-time Analysis for European Regions," Spatial Economic Analysis, Taylor & Francis Journals, vol. 2(1), pages 91-100.
    36. Ugo Fratesi & Marco Percoco, 2014. "Selective Migration, Regional Growth and Convergence: Evidence from Italy," Regional Studies, Taylor & Francis Journals, vol. 48(10), pages 1650-1668, October.
    37. Peter Howitt, 2000. "Endogenous Growth and Cross-Country Income Differences," American Economic Review, American Economic Association, vol. 90(4), pages 829-846, September.
    38. Zabel, Jeffrey E., 2012. "Migration, housing market, and labor market responses to employment shocks," Journal of Urban Economics, Elsevier, vol. 72(2), pages 267-284.
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    Keywords

    : Economics dynamics; Spatial spillover; Spatial econometrics; SpVAR;
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