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Spatial shift-share analysis versus spatial filtering: an application to Spanish employment data

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Spatial Econometrics

Part of the book series: Studies in Empirical Economics ((STUDEMP))

The aim of this work is to analyse the influence of spatial effects in the evolution of regional employment, thus improving the explanation of the existing differences. With this aim, two non-parametric techniques are proposed: spatial shift-share analysis and spatial filtering. Spatial shift-share models based on previously defined spatial weights matrix allow the identification and estimation of the spatial effects. Furthermore, spatial filtering techniques can be used in order to remove the effects of spatial correlation, thus allowing the decomposition of the employment variation into two components, respectively related to the spatial and structural effects. The application of both techniques to the spatial analysis of regional employment in Spain leads to some interesting findings and shows the main advantages and limitations of each of the considered procedures, together with the quantification of their sensitivity with regard to the considered weights matrix.

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References

  • Anselin L (1988) Spatial econometrics methods and models. Kluwer, Dordrecht

    Google Scholar 

  • Anselin L, Florax RJGM, Rey SJ (2004) Econometrics for spatial models recent advances. In: Anselin L, Florax RJGM, Rey SJ (eds) Advances in spatial econometrics. Springer, Berlin, pp 1–25

    Google Scholar 

  • Arcelus FJ (1984) An extension of shift-share analysis. Growth Change 15:3–8

    Article  Google Scholar 

  • Boarnet MG (1998) Spillovers and the locational effects of public infrastructure. J Reg Sci 38:381–400

    Article  Google Scholar 

  • Case AC, Rosen HS, Hines JR (1993) Budget spillovers and fiscal policy interdependence evidence from the states. J Public Econ 52:285–307

    Article  Google Scholar 

  • Cliff AD, Ord JK (1973) Spatial autocorrelation. Pion, London

    Google Scholar 

  • Cliff AD, Ord JK (1981) Spatial processes models and applications. Pion, London

    Google Scholar 

  • Dall'erba S (2005) Productivity convergence and spatial dependence among Spanish regions. J Geogr Syst 7:207–227

    Article  Google Scholar 

  • Dinc M, Haynes KE, Qiangsheng L (1998) A comparative evaluation of shift-share models and their extensions. Australas J Reg Stud 4:275–302

    Google Scholar 

  • Dunn ES (1960) A statistical and analytical technique for regional analysis. Pap Reg Sci Assoc 6:97–112

    Google Scholar 

  • Esteban-Marquillas JM (1972) Shift and Share analysis revisited. Reg Urban Econ 2:249–261

    Article  Google Scholar 

  • Fingleton B (2001) Equilibrium and Economic Growth Spatial Econometric Models and Simulations. J Reg Sci 41:117–147

    Article  Google Scholar 

  • Geary R (1954) The contiguity ratio and statistical mapping. Inc Stat 5:115–145

    Google Scholar 

  • Getis A (1990) Seening for spatial dependence in regression analysis. Pap Reg Sci Assoc 69:69–81

    Article  Google Scholar 

  • Getis A (1995) Spatial filtering in a regression framework experiments on regional inequality government expenditures and urban ime. In: Anselin L, Florax R (eds) New directions in spatial econometrics. Springer, Berlin, pp 172–188

    Google Scholar 

  • Getis A, Ord JK (1992) The analysis of spatial association by use of distance statistics. Geogr Anal 24:189– 206

    Google Scholar 

  • Getis A, Griffith DA (2002) Comparative spatial filtering analysis. Geogr Anal 34:130–140

    Article  Google Scholar 

  • Griffith DA (1996) Spatial autocorrelation and eigenfunctions of the geographic weights matrix accompanying geo-referenced data. Can Geogr 40:351–367

    Article  Google Scholar 

  • Griffith DA (2000) A linear regression solution to the spatial autocorrelation problem. J Geogr Syst 2:141–156

    Article  Google Scholar 

  • Haining R (1982) Describing and modelling rural settlement maps. Ann Assoc Am Geogr 72:211–223

    Article  Google Scholar 

  • Hewings GJD (1976) On the accuracy of alternative models for stepping-down multi-county employment projections to counties. Econ Geogr 52:206–217

    Article  Google Scholar 

  • Isard W (1960) Methods of regional analysis: an introduction to regional science. MIT, Cambridge

    Google Scholar 

  • Longhi S, Nijkamp P (2005) Forecasting regional labour market developments under spatial heterogeneity and spatial autocorrelation. Paper prepared for the Kiel Workshop on Spatial Econometrics

    Google Scholar 

  • López-Bazo E, del Barrio T, Artis M (2002) The regional distribution of Spanish unemployment: A spatial analysis. Pap Reg Sci 81:365–389

    Article  Google Scholar 

  • López-Bazo E, Vayá E, Artís M (2004) Regional externalities and growth evidence from European regions. J Reg Sci 44:43–73

    Article  Google Scholar 

  • López-Bazo E, Vayá E, Mora AJ, Suriñach J (1999) Regional economic dynamics and convergence in the European Union. Ann Reg Sci 33:343–370

    Article  Google Scholar 

  • LoveridgeS,Selting AC (1998) A review and comparisonofshift-share identities. Int Reg Sci Rev 21:37–58

    Article  Google Scholar 

  • Márquez AM, Hewings GJD (2003) Geographical competition between regional economies: The case of Spain. Ann Reg Sci 37:559–580

    Article  Google Scholar 

  • Márquez AM, Ramajo J, Hewings GJD (2006) Dynamic effects within a regional system: an empirical approach. Environ Plan A 38:771–732

    Article  Google Scholar 

  • Mayor M, López AJ (2005) The spatial shift-share analysis new developments and some findings for the Spanish case. In: Proceedings of the European Regional Science Association ERSA 2005, Amsterdam

    Google Scholar 

  • Moran P (1948) The interpretation of statistical maps. J R Stat Soc B 10:243–251

    Google Scholar 

  • Nazara S, Hewings GJD (2004) Spatial structure and taxonomy of decomposition in shift-share analysis. Growth Change 35:476–490

    Article  Google Scholar 

  • Paelinck JHP, Klaassen LH (1979) Spatial econometrics. Saxon House

    Google Scholar 

  • Paelinck JHP, Mur J, Trívez J (2004) Spatial econometrics more lights than shadows. Estud Econ Aplic 22:1–19

    Google Scholar 

  • Patuelli R, Griffith DA, Tiefelsdorf M, Nijkamp P (2006) The use of spatial filtering techniques: the spatial and space-time structure of German unemployment data. Tinbergen Institute Discussion Papers 06–049/3

    Google Scholar 

  • Ripley B (1981) Spatial statistics. Wiley, New York

    Google Scholar 

  • Tiefelsdorf M, Griffith DA (2007) Semi-parametric Filtering of Spatial Auotocorrelation: The Eigenvector Approach. Environ Plann A 39:1193–1221

    Article  Google Scholar 

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Correspondence to Matías Mayor .

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Mayor, M., López, A.J. (2009). Spatial shift-share analysis versus spatial filtering: an application to Spanish employment data. In: Arbia, G., Baltagi, B.H. (eds) Spatial Econometrics. Studies in Empirical Economics. Physica-Verlag HD. https://doi.org/10.1007/978-3-7908-2070-6_7

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