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Grid and shake: spatial aggregation and the robustness of regionally estimated elasticities

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  • Gábor Békés

    (Central European University)

  • Péter Harasztosi

    (Joint Research Centre)

Abstract

This paper proposes a simple and transparent method for measuring spatial robustness of regionally estimated coefficients and considers the role of the administrative districts and of the size of regions. The procedure offers a new solution for a practical empirical issue: comparing the variables of interest across spatially aggregated units. It improves upon existing methods, especially when spatial units are heterogeneous. To illustrate the method, we use Hungarian data and compare estimates of agglomeration externalities at various levels of aggregation. Using the procedure, we find that the method of spatial aggregation seems to be of equal importance to the specification of the econometric model.

Suggested Citation

  • Gábor Békés & Péter Harasztosi, 2018. "Grid and shake: spatial aggregation and the robustness of regionally estimated elasticities," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 60(1), pages 143-170, January.
    • Handle: RePEc:spr:anresc:v:60:y:2018:i:1:d:10.1007_s00168-017-0849-y
    DOI: 10.1007/s00168-017-0849-y
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    1. Pierre‐Philippe Combes & Gilles Duranton & Laurent Gobillon & Diego Puga & Sébastien Roux, 2012. "The Productivity Advantages of Large Cities: Distinguishing Agglomeration From Firm Selection," Econometrica, Econometric Society, vol. 80(6), pages 2543-2594, November.
    2. Ciccone, Antonio, 2002. "Agglomeration effects in Europe," European Economic Review, Elsevier, vol. 46(2), pages 213-227, February.
    3. Laurent Gobillon & Carine Milcent, 2013. "Spatial disparities in hospital performance," Journal of Economic Geography, Oxford University Press, vol. 13(6), pages 1013-1040, November.
    4. Giulio Cainelli & Sandro Montresor & Giuseppe Vittucci Marzetti, 2014. "Spatial agglomeration and firm exit: a spatial dynamic analysis for Italian provinces," Small Business Economics, Springer, vol. 43(1), pages 213-228, June.
    5. Giorgio Gobbi & Francesca Lotti, 2004. "Entry Decisions and Adverse Selection: An Empirical Analysis of Local Credit Markets," Journal of Financial Services Research, Springer;Western Finance Association, vol. 26(3), pages 225-244, December.
    6. Pierre-Philippe Combes & Gilles Duranton & Laurent Gobillon & Sébastien Roux, 2010. "Estimating Agglomeration Economies with History, Geology, and Worker Effects," NBER Chapters, in: Agglomeration Economics, pages 15-66, National Bureau of Economic Research, Inc.
    7. Gilles Duranton & Henry G. Overman, 2008. "Exploring The Detailed Location Patterns Of U.K. Manufacturing Industries Using Microgeographic Data," Journal of Regional Science, Wiley Blackwell, vol. 48(1), pages 213-243, February.
    8. Hans Bacher & Marius Brülhart, 2013. "Progressive taxes and firm births," International Tax and Public Finance, Springer;International Institute of Public Finance, vol. 20(1), pages 129-168, February.
    9. Zoltan J. Acs & Catherine Armington, 2008. "The Impact of Geographic Differences in Human Capital on Service Firm Formation Rates," Chapters, in: Entrepreneurship, Growth and Public Policy, chapter 19, pages 244-278, Edward Elgar Publishing.
    10. A S Fotheringham & D W S Wong, 1991. "The Modifiable Areal Unit Problem in Multivariate Statistical Analysis," Environment and Planning A, , vol. 23(7), pages 1025-1044, July.
    11. Devereux, Michael P. & Griffith, Rachel & Simpson, Helen, 2007. "Firm location decisions, regional grants and agglomeration externalities," Journal of Public Economics, Elsevier, vol. 91(3-4), pages 413-435, April.
    12. Ali Hortaçsu & Chad Syverson, 2007. "Cementing Relationships: Vertical Integration, Foreclosure, Productivity, and Prices," Journal of Political Economy, University of Chicago Press, vol. 115(2), pages 250-301.
    13. Sergey Lychagin & Joris Pinkse & Margaret E. Slade & John Van Reenen, 2016. "Spillovers in Space: Does Geography Matter?," Journal of Industrial Economics, Wiley Blackwell, vol. 64(2), pages 295-335, June.
    14. Krugman, Paul, 1991. "Increasing Returns and Economic Geography," Journal of Political Economy, University of Chicago Press, vol. 99(3), pages 483-499, June.
    15. Pe'er, Aviad & Vertinsky, Ilan, 2008. "Firm exits as a determinant of new entry: Is there evidence of local creative destruction?," Journal of Business Venturing, Elsevier, vol. 23(3), pages 280-306, May.
    16. Adelheid Holl, 2004. "Transport Infrastructure, Agglomeration Economies, and Firm Birth: Empirical Evidence from Portugal," Journal of Regional Science, Wiley Blackwell, vol. 44(4), pages 693-712, November.
    17. Briant, A. & Combes, P.-P. & Lafourcade, M., 2010. "Dots to boxes: Do the size and shape of spatial units jeopardize economic geography estimations?," Journal of Urban Economics, Elsevier, vol. 67(3), pages 287-302, May.
    18. Ciccone, Antonio & Hall, Robert E, 1996. "Productivity and the Density of Economic Activity," American Economic Review, American Economic Association, vol. 86(1), pages 54-70, March.
    19. C G Amrhein & R Flowerdew, 1992. "The Effect of Data Aggregation on a Poisson Regression Model of Canadian Migration," Environment and Planning A, , vol. 24(10), pages 1381-1391, October.
    20. Combes, Pierre-Philippe & Duranton, Gilles & Gobillon, Laurent, 2008. "Spatial wage disparities: Sorting matters!," Journal of Urban Economics, Elsevier, vol. 63(2), pages 723-742, March.
    21. Martin Andersson & Johan Klaesson & Johan P. Larsson, 2016. "How Local are Spatial Density Externalities? Neighbourhood Effects in Agglomeration Economies," Regional Studies, Taylor & Francis Journals, vol. 50(6), pages 1082-1095, June.
    22. repec:hal:pseose:hal-00812695 is not listed on IDEAS
    23. Martin-Barroso, David & Nuñez Serrano, Juan Andres & Velazquez, Francisco J., 2010. "A different look at aglomeration effects in Spain," MPRA Paper 33601, University Library of Munich, Germany, revised 2010.
    24. Vinod Sutaria & Donald A. Hicks, 2004. "New firm formation: Dynamics and determinants," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 38(2), pages 241-262, June.
    25. Martijn J. Burger & Frank G. van Oort & Bert van der Knaap, 2010. "A Treatise on the Geographical Scale of Agglomeration Externalities and the MAUP," SCIENZE REGIONALI, FrancoAngeli Editore, vol. 9(1), pages 19-39.
    26. Johan Larsson, 2014. "The neighborhood or the region? Reassessing the density–wage relationship using geocoded data," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 52(2), pages 367-384, March.
    27. Ganesh Iyer & P. Seetharaman, 2008. "Too close to be similar: Product and price competition in retail gasoline markets," Quantitative Marketing and Economics (QME), Springer, vol. 6(3), pages 205-234, September.
    28. Abadie, Alberto & Diamond, Alexis & Hainmueller, Jens, 2010. "Synthetic Control Methods for Comparative Case Studies: Estimating the Effect of California’s Tobacco Control Program," Journal of the American Statistical Association, American Statistical Association, vol. 105(490), pages 493-505.
    29. Békés, Gábor & Harasztosi, Péter, 2013. "Agglomeration premium and trading activity of firms," Regional Science and Urban Economics, Elsevier, vol. 43(1), pages 51-64.
    30. John Dewhurst & Philip McCann, 2007. "Specialization and Regional Size," Chapters, in: Bernard Fingleton (ed.), New Directions in Economic Geography, chapter 7, Edward Elgar Publishing.
    31. Carlo Menon, 2012. "The bright side of MAUP: Defining new measures of industrial agglomeration," Papers in Regional Science, Wiley Blackwell, vol. 91(1), pages 3-28, March.
    32. Jean Dubé & Cédric Brunelle, 2014. "Dots to dots: a general methodology to build local indicators using spatial micro-data," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 53(1), pages 245-272, August.
    33. Andersson, Martin & Klaesson , Johan & Larsson , Johan P, 2014. "The Sources of the Urban Wage Premium by Worker Skills," Papers in Innovation Studies 2014/6, Lund University, CIRCLE - Centre for Innovation Research.
    34. Catherine Armington & Zoltan J. Acs, 2008. "The Determinants of Regional Variation in New Firm Formation," Chapters, in: Entrepreneurship, Growth and Public Policy, chapter 18, pages 224-243, Edward Elgar Publishing.
    35. C G Amrhein, 1995. "Searching for the Elusive Aggregation Effect: Evidence from Statistical Simulations," Environment and Planning A, , vol. 27(1), pages 105-119, January.
    36. 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.
    37. Gergely Csorba & Gabor Koltay & David Farkas, 2011. "Separating the ex post effects of mergers: an analysis of structural changes on the Hungarian retail gasoline market," CERS-IE WORKING PAPERS 1118, Institute of Economics, Centre for Economic and Regional Studies.
    38. Melo, Patricia C. & Graham, Daniel J. & Noland, Robert B., 2009. "A meta-analysis of estimates of urban agglomeration economies," Regional Science and Urban Economics, Elsevier, vol. 39(3), pages 332-342, May.
    39. Luc Anselin, 2010. "Thirty years of spatial econometrics," Papers in Regional Science, Wiley Blackwell, vol. 89(1), pages 3-25, March.
    40. Martin Andersson & Johan Klaesson & Johan P Larsson, 2014. "The sources of the urban wage premium by worker skills: Spatial sorting or agglomeration economies?," Papers in Regional Science, Wiley Blackwell, vol. 93(4), pages 727-747, November.
    41. repec:hal:pseose:halshs-00879787 is not listed on IDEAS
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    2. Stuart Donovan & Thomas de Graaff & Henri L. F. de Groot & Carl C. Koopmans, 2024. "Unraveling urban advantages—A meta‐analysis of agglomeration economies," Journal of Economic Surveys, Wiley Blackwell, vol. 38(1), pages 168-200, February.
    3. Gabor Bekes & Gianmarco I.P. Ottaviano, 2015. "Micro-founded measurement of regional competitiveness in Europe," CERS-IE WORKING PAPERS 1525, Institute of Economics, Centre for Economic and Regional Studies.
    4. Wenwen Wang, 2021. "The heterogeneity of agglomeration effect: Evidence from Chinese cities," Growth and Change, Wiley Blackwell, vol. 52(1), pages 392-424, March.

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    More about this item

    JEL classification:

    • R12 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Size and Spatial Distributions of Regional Economic Activity; Interregional Trade (economic geography)
    • R30 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Real Estate Markets, Spatial Production Analysis, and Firm Location - - - General
    • C15 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Statistical Simulation Methods: General

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