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Mapping the Geography of Products: Generative AI as a New Methodological Frontier

Author

Listed:
  • Milad Abbasiharofteh
  • Hamid Bekamiri

Abstract

This paper argues that generative artificial intelligence (GenAI) represents a methodological turning point in economic geography and regional studies and provides a proof of concept for this transition. Building on successive waves of data collection methods, from surveys and standardized secondary data to web-based data, we show how GenAI can complement existing methods by approximating firms’ product portfolios from unstructured information and linking them to standardized classifications. Moving beyond product mapping, we conclude by discussing a research agenda that addresses broader data and methodological challenges and outlines how GenAI can contribute to a new methodological frontier.

Suggested Citation

  • Milad Abbasiharofteh & Hamid Bekamiri, 2026. "Mapping the Geography of Products: Generative AI as a New Methodological Frontier," Papers in Evolutionary Economic Geography (PEEG) 2616, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Aug 2026.
  • Handle: RePEc:egu:wpaper:2616
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    File URL: http://econ.geo.uu.nl/peeg/peeg2616.pdf
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    References listed on IDEAS

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    1. Georg von Graevenitz & Stuart J. H. Graham & Amanda F. Myers, 2022. "Distance (still) hampers diffusion of innovations," Regional Studies, Taylor & Francis Journals, vol. 56(2), pages 227-241, February.
    2. Mercedes Delgado & Michael E. Porter & Scott Stern, 2016. "Defining clusters of related industries," Journal of Economic Geography, Oxford University Press, vol. 16(1), pages 1-38.
    3. C. A. Hidalgo & B. Klinger & A. -L. Barabasi & R. Hausmann, 2007. "The Product Space Conditions the Development of Nations," Papers 0708.2090, arXiv.org.
    4. Jan Kinne & Janna Axenbeck, 2020. "Web mining for innovation ecosystem mapping: a framework and a large-scale pilot study," Scientometrics, Springer;Akadémiai Kiadó, vol. 125(3), pages 2011-2041, December.
    5. Aghion, Philippe & Howitt, Peter, 1992. "A Model of Growth through Creative Destruction," Econometrica, Econometric Society, vol. 60(2), pages 323-351, March.
    6. Patrizia Casadei & Enrico Vanino & Neil Lee, 2023. "Trade in creative services: relatedness and regional specialization in the UK," Regional Studies, Taylor & Francis Journals, vol. 57(7), pages 1349-1366, July.
    7. Duygu Buyukyazici & Leonardo Mazzoni & Massimo Riccaboni & Francesco Serti, 2024. "Workplace skills as regional capabilities: relatedness, complexity and industrial diversification of regions," Regional Studies, Taylor & Francis Journals, vol. 58(3), pages 469-489, March.
    8. Carolina Castaldi & Koen Frenken & Bart Los, 2015. "Related Variety, Unrelated Variety and Technological Breakthroughs: An analysis of US State-Level Patenting," Regional Studies, Taylor & Francis Journals, vol. 49(5), pages 767-781, May.
    9. Koen Frenken & Frank Van Oort & Thijs Verburg, 2007. "Related Variety, Unrelated Variety and Regional Economic Growth," Regional Studies, Taylor & Francis Journals, vol. 41(5), pages 685-697.
    10. Cortinovis, Nicola & Donnet, Joric, 2026. "3D printing and the geography of production," Technological Forecasting and Social Change, Elsevier, vol. 227(C).
    11. Castaldi, Carolina & Abbasiharofteh, Milad & Petralia, Sergio, 2026. "European regions transitioning to green markets: the role of related capabilities and public procurement policies," Research Policy, Elsevier, vol. 55(2).
    12. Dominique Foray, 2018. "Smart specialization strategies as a case of mission-oriented policy—a case study on the emergence of new policy practices," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 27(5), pages 817-832.
    13. Milad Abbasiharofteh & Miriam Krüger & Jan Kinne & David Lenz & Bernd Resch, 2023. "The digital layer: alternative data for regional and innovation studies," Spatial Economic Analysis, Taylor & Francis Journals, vol. 18(4), pages 507-529, October.
    14. Nathan, Max & Rosso, Anna, 2015. "Mapping digital businesses with big data: Some early findings from the UK," Research Policy, Elsevier, vol. 44(9), pages 1714-1733.
    15. Mariano Mastrogiorgio, 2025. "AI in innovation research: an overview of transformers," Industry and Innovation, Taylor & Francis Journals, vol. 32(10), pages 1204-1227, November.
    16. Pierre-Alexandre Balland & Ron Boschma & Joan Crespo & David L. Rigby, 2019. "Smart specialization policy in the European Union: relatedness, knowledge complexity and regional diversification," Regional Studies, Taylor & Francis Journals, vol. 53(9), pages 1252-1268, September.
    17. Lukas Kriesch & Milad Abbasiharofteh & Sebastian Losacker, 2025. "The geography of digital and green (twin) firms in Germany," Regional Studies, Regional Science, Taylor & Francis Journals, vol. 12(1), pages 513-516, December.
    18. Noortje Marres & Esther Weltevrede, 2013. "Scraping The Social?," Journal of Cultural Economy, Taylor & Francis Journals, vol. 6(3), pages 313-335, August.
    19. Zhaoyingzi Dong & Siqi Sun & Pierre-Alexandre Balland & Weiwen Zhang, 2025. "Environmental regulation promotes green technological diversification: evidence from Chinese cities," Regional Studies, Taylor & Francis Journals, vol. 59(1), pages 2488207-248, December.
    20. Benjamin Davies & David C. Maré, 2021. "Relatedness, complexity and local growth," Regional Studies, Taylor & Francis Journals, vol. 55(3), pages 479-494, March.
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    Keywords

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    JEL classification:

    • C55 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Large Data Sets: Modeling and Analysis
    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes
    • R12 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Size and Spatial Distributions of Regional Economic Activity; Interregional Trade (economic geography)
    • L26 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - Entrepreneurship

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