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Dots to dots: a general methodology to build local indicators using spatial micro-data

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  • Jean Dubé
  • Cédric Brunelle

Abstract

Empirical studies in regional science have so far largely relied on discrete conceptualizations of space and aggregated metrics, which do not take into consideration spatial heterogeneity and variability at the micro-level. This paper explores the use of these indicators when dealing with observations at the subregional level, based on micro-data sets that impose the conceptualization of spatial interactions in a continuous and multidirectional space. We propose a general methodology to build local indicators for spatial micro-data sets. Based on distance matrix and matrix calculations, some classical indices of specialization and diversity are extended to their local counterparts to explore the full spatial heterogeneity and variability of space. The methodology is applied to 9,839 establishments covering all economic sectors in the Lower St-Lawrence region (Quebec, Canada). We find that the distribution of the local indicator varies significantly with distance, which suggests that the effects of specialization or diversity are not constant over space. Treating space as continuous may become of prime importance, given that more individual data sets are now available, combined with the fact that the performance of microcomputers is still improving. Copyright Springer-Verlag Berlin Heidelberg 2014

Suggested Citation

  • 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.
  • Handle: RePEc:spr:anresc:v:53:y:2014:i:1:p:245-272
    DOI: 10.1007/s00168-014-0627-z
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    1. Mathijs De Vaan & Ron Boschma & Koen Frenken, 2013. "Clustering and firm performance in project-based industries: the case of the global video game industry , 1972--2007," Journal of Economic Geography, Oxford University Press, vol. 13(6), pages 965-991, November.
    2. Martin, Philippe & Mayer, Thierry & Mayneris, Florian, 2011. "Spatial concentration and plant-level productivity in France," Journal of Urban Economics, Elsevier, vol. 69(2), pages 182-195, March.
    3. John R. Baldwin & W. Mark Brown & David L. Rigby, 2010. "Agglomeration Economies: Microdata Panel Estimates From Canadian Manufacturing," Journal of Regional Science, Wiley Blackwell, vol. 50(5), pages 915-934, December.
    4. Verbeek, Marno & Nijman, Theo, 1992. "Can Cohort Data Be Treated as Genuine Panel Data?," Empirical Economics, Springer, vol. 17(1), pages 9-23.
    5. Gilles Duranton & Diego Puga, 2000. "Diversity and Specialisation in Cities: Why, Where and When Does it Matter?," Urban Studies, Urban Studies Journal Limited, vol. 37(3), pages 533-555, March.
    6. Gilles Duranton & Henry G. Overman, 2005. "Testing for Localization Using Micro-Geographic Data," Review of Economic Studies, Oxford University Press, vol. 72(4), pages 1077-1106.
    7. Thomas J. Holmes & John J. Stevens, 2002. "Geographic Concentration and Establishment Scale," The Review of Economics and Statistics, MIT Press, vol. 84(4), pages 682-690, November.
    8. Anne Leahy & Alfons Palangkaraya & Jongsay Yong, 2010. "Geographical Agglomeration in Australian Manufacturing," Regional Studies, Taylor & Francis Journals, vol. 44(3), pages 299-314.
    9. Anna Giunta & Annamaria Nifo & Domenico Scalera, 2012. "Subcontracting in Italian Industry: Labour Division, Firm Growth and the North--South Divide," Regional Studies, Taylor & Francis Journals, vol. 46(8), pages 1067-1083, December.
    10. Ron Boschma & Rikard Eriksson & Urban Lindgren, 2009. "How does labour mobility affect the performance of plants? The importance of relatedness and geographical proximity," Journal of Economic Geography, Oxford University Press, vol. 9(2), pages 169-190, March.
    11. Martin Andersson & Hans Lööf, 2011. "Agglomeration and productivity: evidence from firm-level data," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 46(3), pages 601-620, June.
    12. Henri L.F. de Groot & Jacques Poot & Martijn J. Smit, 2007. "Agglomeration, Innovation and Regional Development: Theoretical Perspectives and Meta-Analysis," Tinbergen Institute Discussion Papers 07-079/3, Tinbergen Institute.
    13. Farole, Thomas & Winkler, Deborah, 2011. "Firm location and the determinants of exporting in developing countries," Policy Research Working Paper Series 5780, The World Bank.
    14. Lionel Fontagné & Pamina Koenig & Florian Mayneris & Sandra Poncet, 2013. "Cluster Policies And Firm Selection: Evidence From France," Journal of Regional Science, Wiley Blackwell, vol. 53(5), pages 897-922, December.
    15. 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.
    16. Cao Nguyen & Kazushi Sano & Tu Tran & Tan Doan, 2013. "Firm relocation patterns incorporating spatial interactions," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 50(3), pages 685-703, June.
    17. Adelheid Holl, 2012. "Market potential and firm-level productivity in Spain," Journal of Economic Geography, Oxford University Press, vol. 12(6), pages 1191-1215, November.
    18. Daniel Graham & H. Kim, 2008. "An empirical analytical framework for agglomeration economies," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 42(2), pages 267-289, June.
    19. Rosenthal, Stuart S. & Strange, William C., 2004. "Evidence on the nature and sources of agglomeration economies," 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 49, pages 2119-2171, Elsevier.
    20. Marian Rizov & Patrick Paul Walsh, 2011. "Is There a Rural-Urban Divide? Location and Productivity of UK Manufacturing," Regional Studies, Taylor & Francis Journals, vol. 45(5), pages 641-656.
    21. Koenig, Pamina, 2009. "Agglomeration and the export decisions of French firms," Journal of Urban Economics, Elsevier, vol. 66(3), pages 186-195, November.
    22. Josep-Maria Arauzo-Carod & Elisabet Viladecans-Marsal, 2009. "Industrial Location at the Intra-Metropolitan Level: The Role of Agglomeration Economies," Regional Studies, Taylor & Francis Journals, vol. 43(4), pages 545-558.
    23. Lee, Yoonsoo, 2008. "Geographic redistribution of US manufacturing and the role of state development policy," Journal of Urban Economics, Elsevier, vol. 64(2), pages 436-450, September.
    24. Kristin Kronenberg, 2013. "Firm relocations in the Netherlands: Why do firms move, and where do they go?," Papers in Regional Science, Wiley Blackwell, vol. 92(4), pages 691-713, November.
    25. Barbara Heebels & Ron Boschma, 2011. "Performing in Dutch book publishing 1880--2008: the importance of entrepreneurial experience and the Amsterdam cluster," Journal of Economic Geography, Oxford University Press, vol. 11(6), pages 1007-1029, November.
    26. Jean Dubé & Diègo Legros, 2013. "Dealing with spatial data pooled over time in statistical models," Letters in Spatial and Resource Sciences, Springer, vol. 6(1), pages 1-18, March.
    27. repec:hal:wpspec:info:hdl:2441/c8dmi8nm4pdjkuc9g8mc6ihim is not listed on IDEAS
    28. Roberta Capello & Peter Nijkamp (ed.), 2009. "Handbook of Regional Growth and Development Theories," Books, Edward Elgar Publishing, number 12874.
    29. John R. Baldwin & W. Mark Brown & Wulong Gu, 2012. "Geographic market access and the effects of trade on length of production run, product diversity and plant scale of Canadian manufacturing plants, 1974--1999," Journal of Economic Geography, Oxford University Press, vol. 12(2), pages 455-484, March.
    30. Eric Marcon & Florence Puech, 2003. "Evaluating the Geographic Concentration of Industries Using Distance-Based Methods," Post-Print halshs-00372646, HAL.
    31. 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.
    32. Strauss-Kahn, Vanessa & Vives, Xavier, 2009. "Why and where do headquarters move?," Regional Science and Urban Economics, Elsevier, vol. 39(2), pages 168-186, March.
    33. Pelin Demirel & Mariana Mazzucato, 2010. "The Evolution of Firm Growth Dynamics in the US Pharmaceutical Industry," Regional Studies, Taylor & Francis Journals, vol. 44(8), pages 1053-1066.
    34. Octávio Figueiredo & Paulo Guimarães & Douglas Woodward, 2009. "Localization economies and establishment size: was Marshall right after all? -super-†," Journal of Economic Geography, Oxford University Press, vol. 9(6), pages 853-868, November.
    35. Li, Dongya & Lu, Yi & Wu, Mingqin, 2012. "Industrial agglomeration and firm size: Evidence from China," Regional Science and Urban Economics, Elsevier, vol. 42(1-2), pages 135-143.
    36. Eric Marcon & Florence Puech, 2010. "Measures of the geographic concentration of industries: improving distance-based methods," Journal of Economic Geography, Oxford University Press, vol. 10(5), pages 745-762, September.
    37. Rizov, Marian & Oskam, Arie & Walsh, Paul, 2012. "Is there a limit to agglomeration? Evidence from productivity of Dutch firms," Regional Science and Urban Economics, Elsevier, vol. 42(4), pages 595-606.
    38. Ryohei Nakamura, 2012. "Contributions of local agglomeration to productivity: Stochastic frontier estimations from Japanese manufacturing firm data," Papers in Regional Science, Wiley Blackwell, vol. 91(3), pages 569-597, August.
    39. Eric Marcon & Florence Puech, 2003. "Evaluating the Geographic Concentration of Industries Using Distance-Based Methods," Université Paris1 Panthéon-Sorbonne (Post-Print and Working Papers) halshs-00372646, HAL.
    40. Isabel Mota & António Brandão, 2013. "The determinants of location choice: Single plants versus multi-plants," Papers in Regional Science, Wiley Blackwell, vol. 92(1), pages 31-49, March.
    41. Thomas Farole & Deborah Winkler, 2014. "Firm location and the determinants of exporting in low- and middle-income countries," Journal of Economic Geography, Oxford University Press, vol. 14(2), pages 395-420.
    42. Martin, Philippe & Mayer, Thierry & Mayneris, Florian, 2011. "Spatial concentration and plant-level productivity in France," Journal of Urban Economics, Elsevier, vol. 69(2), pages 182-195, March.
    43. Laura De Dominicis & Giuseppe Arbia & Henri L.F. De Groot, 2013. "Concentration of Manufacturing and Service Sector Activities in Italy: Accounting for Spatial Dependence and Firm Size Distribution," Regional Studies, Taylor & Francis Journals, vol. 47(3), pages 405-418, March.
    44. Henry Renski, 2011. "External economies of localization, urbanization and industrial diversity and new firm survival," Papers in Regional Science, Wiley Blackwell, vol. 90(3), pages 473-502, August.
    45. Deaton, Angus, 1985. "Panel data from time series of cross-sections," Journal of Econometrics, Elsevier, vol. 30(1-2), pages 109-126.
    46. Daan P. Van Soest & Shelby Gerking & Frank G. Van Oort, 2006. "Spatial Impacts Of Agglomeration Externalities," Journal of Regional Science, Wiley Blackwell, vol. 46(5), pages 881-899, December.
    47. Figueiredo, Octávio & Guimarães, Paulo & Woodward, Douglas, 2010. "Vertical disintegration in Marshallian industrial districts," Regional Science and Urban Economics, Elsevier, vol. 40(1), pages 73-78, January.
    48. Ricardo A. López & Jens Südekum, 2009. "Vertical Industry Relations, Spillovers, And Productivity: Evidence From Chilean Plants," Journal of Regional Science, Wiley Blackwell, vol. 49(4), pages 721-747, October.
    49. Adelheid Holl & Rafael Pardo & Ruth Rama, 2010. "Just-in-Time Manufacturing Systems, Subcontracting and Geographic Proximity," Regional Studies, Taylor & Francis Journals, vol. 44(5), pages 519-533.
    50. Carlo Altomonte & Italo Colantone, 2008. "Firm heterogeneity and endogenous regional disparities," Journal of Economic Geography, Oxford University Press, vol. 8(6), pages 779-810, November.
    51. Roland Rathelot & Patrick Sillard, 2008. "The Importance of Local Corporate Taxes in Business Location Decisions: Evidence From French Micro Data," Economic Journal, Royal Economic Society, vol. 118(527), pages 499-514, March.
    52. Sven-Olov Daunfeldt & Niklas Elert & Niklas Rudholm, 2013. "Start-ups and firm in-migration: evidence from the Swedish wholesale industry," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 51(2), pages 479-494, October.
    53. Luisa Alamá-Sabater & Andrés Artal-Tur & José Navarro-Azorín, 2011. "Industrial location, spatial discrete choice models and the need to account for neighbourhood effects," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 47(2), pages 393-418, October.
    54. Barlet, M. & Briant, A. & Crusson, L., 2013. "Location patterns of service industries in France: A distance-based approach," Regional Science and Urban Economics, Elsevier, vol. 43(2), pages 338-351.
    55. 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.
    56. Sherwat E. Ibrahim & M. Hosein Fallah & Richard R. Reilly, 2009. "Localized sources of knowledge and the effect of knowledge spillovers: an empirical study of inventors in the telecommunications industry," Journal of Economic Geography, Oxford University Press, vol. 9(3), pages 405-431, May.
    57. Otto Raspe & Frank Oort, 2011. "Growth of new firms and spatially bounded knowledge externalities," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 46(3), pages 495-518, June.
    58. Andersson, Martin & Klaesson, Johan & P. Larsson, Johan, 2012. "How Local are Spatial Density Externalities? evidence from square grid data," Papers in Innovation Studies 2012/10, Lund University, CIRCLE - Centre for Innovation Research.
    59. Petr Pavlínek & Jan Ženka, 2011. "Upgrading in the automotive industry: firm-level evidence from Central Europe," Journal of Economic Geography, Oxford University Press, vol. 11(3), pages 559-586, May.
    60. Hisamitsu Saito & Munisamy Gopinath, 2009. "Plants' self-selection, agglomeration economies and regional productivity in Chile," Journal of Economic Geography, Oxford University Press, vol. 9(4), pages 539-558, July.
    61. Reinhold Kosfeld & Hans-Friedrich Eckey & Jørgen Lauridsen, 2011. "Spatial point pattern analysis and industry concentration," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 47(2), pages 311-328, October.
    62. repec:hal:spmain:info:hdl:2441/c8dmi8nm4pdjkuc9g8mc6ihim is not listed on IDEAS
    63. Rikard Eriksson & Urban Lindgren, 2009. "Localized mobility clusters: impacts of labour market externalities on firm performance," Journal of Economic Geography, Oxford University Press, vol. 9(1), pages 33-53, January.
    64. Verbeek, M.J.C.M. & Nijman, T.E., 1992. "Can cohort data be treated as genuine panel data?," Other publications TiSEM d4eada8f-b91c-4fe7-a58c-7, Tilburg University, School of Economics and Management.
    65. Eric Marcon & Florence Puech, 2003. "Evaluating the geographic concentration of industries using distance-based methods," Journal of Economic Geography, Oxford University Press, vol. 3(4), pages 409-428, October.
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    Keywords

    D22; R12; R3;
    All these keywords.

    JEL classification:

    • D22 - Microeconomics - - Production and Organizations - - - Firm Behavior: Empirical Analysis
    • R12 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Size and Spatial Distributions of Regional Economic Activity; Interregional Trade (economic geography)
    • R3 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Real Estate Markets, Spatial Production Analysis, and Firm Location

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