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The Productivity Effects of Regional Anchors on Local Firms in Swedish Regions between 2007 and 2019 – Evidence from an Expert-informed Machine-Learning Approach

Author

Listed:
  • Nilsson, Magnus

    (CIRCLE, Lund University)

  • Schubert, Torben

    (CIRCLE, Lund University)

  • Miörner, Johan

    (CIRCLE, Lund University)

Abstract

This paper analyses the impact of regional anchors on local firms in Swedish regions. Departing from previous idiographic research, we adopt a nomothetic research design relying on a stepwise expert-informed supervised machine learning approach to identify the population of anchor firms in the Swedish economy between 2007 and 2019. We find support for positive anchor effects on the productivity of other firms in the region. These effects are moderated by regional and anchor conditions. We find that the effects are greater when there are multiple anchors within the same industry and that the effects are larger in economically weaker regions.

Suggested Citation

  • Nilsson, Magnus & Schubert, Torben & Miörner, Johan, 2023. "The Productivity Effects of Regional Anchors on Local Firms in Swedish Regions between 2007 and 2019 – Evidence from an Expert-informed Machine-Learning Approach," Papers in Innovation Studies 2023/8, Lund University, CIRCLE - Centre for Innovation Research.
  • Handle: RePEc:hhs:lucirc:2023_008
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    References listed on IDEAS

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    1. Frank Neffke & Martin Henning & Ron Boschma, 2011. "How Do Regions Diversify over Time? Industry Relatedness and the Development of New Growth Paths in Regions," Economic Geography, Taylor & Francis Journals, vol. 87(3), pages 237-265, July.
    2. Markus Grillitsch & Magnus Nilsson, 2019. "Knowledge externalities and firm heterogeneity: Effects on high and low growth firms," Papers in Regional Science, Wiley Blackwell, vol. 98(1), pages 93-114, February.
    3. Helen Lawton Smith & Sharmistha Bagchi-Sen & Laurel Edmunds, 2016. "Innovation capacity in the healthcare sector and historical anchors: examples from the UK, Switzerland and the US," The Journal of Technology Transfer, Springer, vol. 41(6), pages 1420-1439, December.
    4. Danny MacKinnon & Stuart Dawley & Andy Pike & Andrew Cumbers, 2019. "Rethinking Path Creation: A Geographical Political Economy Approach," Economic Geography, Taylor & Francis Journals, vol. 95(2), pages 113-135, March.
    5. Andrea Caragliu & Laura de Dominicis & Henri L.F. de Groot, 2016. "Both Marshall and Jacobs were Right!," Economic Geography, Taylor & Francis Journals, vol. 92(1), pages 87-111, January.
    6. Mika Maliranta & Pierre Mohnen & Petri Rouvinen, 2009. "Is inter-firm labor mobility a channel of knowledge spillovers? Evidence from a linked employer--employee panel," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 18(6), pages 1161-1191, December.
    7. Christian Binz & Bernhard Truffer & Lars Coenen, 2016. "Path Creation as a Process of Resource Alignment and Anchoring: Industry Formation for On-Site Water Recycling in Beijing," Economic Geography, Taylor & Francis Journals, vol. 92(2), pages 172-200, April.
    8. Riccardo Crescenzi & Arnaud Dyèvre & Frank Neffke, 2022. "Innovation Catalysts: How Multinationals Reshape the Global Geography of Innovation," Economic Geography, Taylor & Francis Journals, vol. 98(3), pages 199-227, May.
    9. Jeroen Content & Koen Frenken, 2016. "Related variety and economic development: a literature review," European Planning Studies, Taylor & Francis Journals, vol. 24(12), pages 2097-2112, December.
    10. Christos Dimos & Felicia M. Fai & Philip R. Tomlinson, 2021. "The attractiveness of university and corporate anchor tenants in the conception of a new cluster," Regional Studies, Taylor & Francis Journals, vol. 55(8), pages 1473-1486, August.
    11. Henderson, J. Vernon, 2003. "Marshall's scale economies," Journal of Urban Economics, Elsevier, vol. 53(1), pages 1-28, January.
    12. Ron A. Boschma & Koen Frenken, 2006. "Why is economic geography not an evolutionary science? Towards an evolutionary economic geography," Journal of Economic Geography, Oxford University Press, vol. 6(3), pages 273-302, June.
    13. Jorge Niosi & Majlinda Zhegu, 2005. "Aerospace Clusters: Local or Global Knowledge Spillovers?," Industry and Innovation, Taylor & Francis Journals, vol. 12(1), pages 5-29.
    14. Mercedes Delgado & Michael E. Porter & Scott Stern, 2010. "Clusters and entrepreneurship," Journal of Economic Geography, Oxford University Press, vol. 10(4), pages 495-518, July.
    15. Markus Grillitsch & Magnus Nilsson, 2015. "Innovation in peripheral regions: Do collaborations compensate for a lack of local knowledge spillovers?," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 54(1), pages 299-321, January.
    16. Alessandra Colombelli & Emilio Paolucci & Elisa Ughetto, 2019. "Hierarchical and relational governance and the life cycle of entrepreneurial ecosystems," Small Business Economics, Springer, vol. 52(2), pages 505-521, February.
    17. Ann Markusen, 1996. "Sticky Places in Slippery Space: A Typology of Industrial Districts," Economic Geography, Taylor & Francis Journals, vol. 72(3), pages 293-313, July.
    18. Stefano Breschi & Francesco Lissoni, 2009. "Mobility of skilled workers and co-invention networks: an anatomy of localized knowledge flows," Journal of Economic Geography, Oxford University Press, vol. 9(4), pages 439-468, July.
    19. Frank Neffke & Martin Henning & Ron Boschma & Karl-Johan Lundquist & Lars-Olof Olander, 2011. "The Dynamics of Agglomeration Externalities along the Life Cycle of Industries," Regional Studies, Taylor & Francis Journals, vol. 45(1), pages 49-65.
    20. Ron Boschma, 2005. "Proximity and Innovation: A Critical Assessment," Regional Studies, Taylor & Francis Journals, vol. 39(1), pages 61-74.
    21. Todtling, Franz & Trippl, Michaela, 2005. "One size fits all?: Towards a differentiated regional innovation policy approach," Research Policy, Elsevier, vol. 34(8), pages 1203-1219, October.
    22. 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.
    23. Dean H. Gatzlaff & G. Stacy Sirmans & Barry A. Diskin, 1994. "The Effect of Anchor Tenant Loss on Shopping Center Rents," Journal of Real Estate Research, American Real Estate Society, vol. 9(1), pages 99-110.
    24. Christoph Alsleben, 2005. "The Downside of Knowledge Spillovers: An Explanation for the Dispersion of High-tech Industries," Journal of Economics, Springer, vol. 84(3), pages 217-248, May.
    25. Dimitris Assimakopoulos & Helen Lawton Smith & Ning Baines & Saverio Romeo & Maria Tsouri, 2022. "Oxford and Grenoble: multiple anchors, strong dyadic relationships and national policy in fostering cluster architectures," Regional Studies, Taylor & Francis Journals, vol. 56(10), pages 1618-1632, October.
    26. Agrawal, Ajay & Cockburn, Iain, 2003. "The anchor tenant hypothesis: exploring the role of large, local, R&D-intensive firms in regional innovation systems," International Journal of Industrial Organization, Elsevier, vol. 21(9), pages 1227-1253, November.
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    More about this item

    Keywords

    anchor-tenant; productivity; machine learning; anchor firms; Sweden;
    All these keywords.

    JEL classification:

    • D24 - Microeconomics - - Production and Organizations - - - Production; Cost; Capital; Capital, Total Factor, and Multifactor Productivity; Capacity
    • O30 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - General
    • R11 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Regional Economic Activity: Growth, Development, Environmental Issues, and Changes
    • R12 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Size and Spatial Distributions of Regional Economic Activity; Interregional Trade (economic geography)

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