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Assessing the Digital Divide and its Regional Determinants: Evidence from a Web-Scraping Analysis

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  • Thonipara, Anita
  • Sternberg, Rolf G.
  • Proeger, Till
  • Haefner, Lukas

Abstract

Following the 'death of distance' postulate, digitization may reduce or even eliminate the penalty of firms being located in rural areas compared with those in urban agglomerations. Despite many recent attempts to measure digitization effects across space, there remains a lack of empirical evidence regarding the adoption of digital technologies from an explicit spatial perspective. Using web-scraping data for a sample of 345,000 small firms in Germany, we analyze the determinants of website prevalence. Comparing urban with rural areas, we show that running a website - as a proxy for the degree of digitization of the respective firm - is highly dependent on location, whereby firms in urban areas are almost twice as likely to run websites compared with those located in rural areas. Our county-level analysis shows that a high population density, a young population and a high educational level have a positive and significant association with the probability that firms run websites. Surprisingly, we find a negative and significant association of gross domestic product per capita with website prevalence, which is driven by urban regions. There are no differences between urban, semi-urban and rural areas in terms of website up-to-dateness as well as social media prevalence. We conclude that there is a substantial digital divide and discuss policy implications.

Suggested Citation

  • Thonipara, Anita & Sternberg, Rolf G. & Proeger, Till & Haefner, Lukas, 2020. "Assessing the Digital Divide and its Regional Determinants: Evidence from a Web-Scraping Analysis," ifh Working Papers 25/2020, Volkswirtschaftliches Institut für Mittelstand und Handwerk an der Universität Göttingen (ifh), revised 2020.
  • Handle: RePEc:zbw:ifhwps:252020
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    1. Daire McCoy & Sean Lyons & Edgar Morgenroth & Donal Palcic & Leonie Allen, 2018. "The impact of broadband and other infrastructure on the location of new business establishments," Journal of Regional Science, Wiley Blackwell, vol. 58(3), pages 509-534, June.
    2. Anders Akerman & Ingvil Gaarder & Magne Mogstad, 2015. "The Skill Complementarity of Broadband Internet," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 130(4), pages 1781-1824.
    3. Prieger, James E., 2013. "The broadband digital divide and the economic benefits of mobile broadband for rural areas," Telecommunications Policy, Elsevier, vol. 37(6), pages 483-502.
    4. Douglas Cumming & Sofia Johan, 2010. "The Differential Impact of the Internet on Spurring Regional Entrepreneurship," Entrepreneurship Theory and Practice, , vol. 34(5), pages 857-884, September.
    5. Berger, Thor & Frey, Carl Benedikt, 2016. "Did the Computer Revolution shift the fortunes of U.S. cities? Technology shocks and the geography of new jobs," Regional Science and Urban Economics, Elsevier, vol. 57(C), pages 38-45.
    6. Sabine Müller & Steffen Korsgaard, 2018. "Resources and bridging: the role of spatial context in rural entrepreneurship," Entrepreneurship & Regional Development, Taylor & Francis Journals, vol. 30(1-2), pages 224-255, January.
    7. Jung, Juan & López-Bazo, Enrique, 2020. "On the regional impact of broadband on productivity: The case of Brazil," Telecommunications Policy, Elsevier, vol. 44(1).
    8. Roberto Camagni & Roberta Capello, 2005. "ICTs and territorial competitiveness in the era of internet," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 39(3), pages 421-438, September.
    9. Olena Ivus & Matthew Boland, 2015. "The employment and wage impact of broadband deployment in Canada," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 48(5), pages 1803-1830, December.
    10. Michael S. Dahl & Olav Sorenson, 2012. "Home Sweet Home: Entrepreneurs' Location Choices and the Performance of Their Ventures," Management Science, INFORMS, vol. 58(6), pages 1059-1071, June.
    11. Bertschek Irene & Briglauer Wolfgang & Hüschelrath Kai & Kauf Benedikt & Niebel Thomas, 2015. "The Economic Impacts of Broadband Internet: A Survey," Review of Network Economics, De Gruyter, vol. 14(4), pages 201-227, December.
    12. Richard Shearmu & Christophe Carrincazeaux & David Doloreux (ed.), 2016. "Handbook on the Geographies of Innovation," Books, Edward Elgar Publishing, number 16055.
    13. Nadine Fabritz, 2013. "The Impact of Broadband on Economic Activity in Rural Areas: Evidence from German Municipalities," ifo Working Paper Series 166, ifo Institute - Leibniz Institute for Economic Research at the University of Munich.
    14. Briglauer, Wolfgang & Dürr, Niklas S. & Falck, Oliver & Hüschelrath, Kai, 2019. "Does state aid for broadband deployment in rural areas close the digital and economic divide?," Information Economics and Policy, Elsevier, vol. 46(C), pages 68-85.
    15. Mehmet Güney Celbis & Denis de Crombrugghe, 2018. "Internet infrastructure and regional convergence: Evidence from Turkey," Papers in Regional Science, Wiley Blackwell, vol. 97(2), pages 387-409, June.
    16. Erik Stam, 2015. "Entrepreneurial Ecosystems and Regional Policy: A Sympathetic Critique," European Planning Studies, Taylor & Francis Journals, vol. 23(9), pages 1759-1769, September.
    17. Bradford F. Mills & Brian E. Whitacre, 2003. "Understanding the Non‐Metropolitan—Metropolitan Digital Divide," Growth and Change, Wiley Blackwell, vol. 34(2), pages 219-243, June.
    18. Krone Madlen & Dannenberg Peter, 2018. "Analysing the effects of information and communication technologies (ICTs) on the integration of East African farmers in a value chain context," ZFW – Advances in Economic Geography, De Gruyter, vol. 62(1), pages 65-81, March.
    19. Brian Whitacre & Roberto Gallardo & Sharon Strover, 2014. "Does rural broadband impact jobs and income? Evidence from spatial and first-differenced regressions," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 53(3), pages 649-670, November.
    20. Schleife, Katrin, 2010. "What really matters: Regional versus individual determinants of the digital divide in Germany," Research Policy, Elsevier, vol. 39(1), pages 173-185, February.
    21. Elizabeth Mack & Alessandra Faggian, 2013. "Productivity and Broadband," International Regional Science Review, , vol. 36(3), pages 392-423, July.
    22. Vicente, María Rosalía & López, Ana Jesús, 2011. "Assessing the regional digital divide across the European Union-27," Telecommunications Policy, Elsevier, vol. 35(3), pages 220-237, April.
    23. Maryann Feldman & Donald S Siegel & Mike Wright, 2019. "New developments in innovation and entrepreneurial ecosystems," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 28(4), pages 817-826.
    24. Rinaldo Evangelista & Paolo Guerrieri & Valentina Meliciani, 2014. "The economic impact of digital technologies in Europe," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 23(8), pages 802-824, November.
    25. Emmanouil Tranos, 2012. "The Causal Effect of the Internet Infrastructure on the Economic Development of European City Regions," Spatial Economic Analysis, Taylor & Francis Journals, vol. 7(3), pages 319-337, September.
    26. R. Shearmur & Christophe Carrincazeaux & D. Doloreux, 2016. "Handbook on the Geographies of Innovation," Post-Print hal-03152373, HAL.
    27. Briglauer, Wolfgang & Dürr, Niklas S. & Falck, Oliver & Hüschelrath, Kai, 2019. "Does state aid for broadband deployment in rural areas close the digital and economic divide?," Information Economics and Policy, Elsevier, vol. 46(C), pages 68-85.
    28. Elizabeth A. Mack & Luc Anselin & Tony H. Grubesic, 2011. "The importance of broadband provision to knowledge intensive firm location," Regional Science Policy & Practice, Wiley Blackwell, vol. 3(1), pages 17-35, March.
    29. Hasbi, Maude, 2020. "Impact of very high-speed broadband on company creation and entrepreneurship: Empirical Evidence," Telecommunications Policy, Elsevier, vol. 44(3).
    30. Taylor Brydges & Brian J. Hracs, 2019. "The locational choices and interregional mobilities of creative entrepreneurs within Canada’s fashion system," Regional Studies, Taylor & Francis Journals, vol. 53(4), pages 517-527, April.
    31. Feldman, Maryann P, 2001. "The Entrepreneurial Event Revisited: Firm Formation in a Regional Context," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 10(4), pages 861-891, December.
    32. Thor Berger & Carl Benedikt Frey, 2016. "Structural Transformation in the OECD: Digitalisation, Deindustrialisation and the Future of Work," OECD Social, Employment and Migration Working Papers 193, OECD Publishing.
    33. Nambisan, Satish & Wright, Mike & Feldman, Maryann, 2019. "The digital transformation of innovation and entrepreneurship: Progress, challenges and key themes," Research Policy, Elsevier, vol. 48(8), pages 1-1.
    34. Niels Bosma & Rolf Sternberg, 2014. "Entrepreneurship as an Urban Event? Empirical Evidence from European Cities," Regional Studies, Taylor & Francis Journals, vol. 48(6), pages 1016-1033, June.
    35. Li, Raymond & Shiu, Alice, 2012. "Internet diffusion in China: A dynamic panel data analysis," Telecommunications Policy, Elsevier, vol. 36(10), pages 872-887.
    36. Margarita Billon & Fernando Lera-Lopez & Rocio Marco, 2016. "ICT use by households and firms in the EU: links and determinants from a multivariate perspective," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 152(4), pages 629-654, November.
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    Cited by:

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    2. Bischoff, Thore Sören & Alhusen, Harm & Dilekoglu, Kübra, 2021. "Digitalisierung des Handwerks im ländlichen Raum - Relevanz, Prozesse, Treiber und Handlungsbedarfe," Göttinger Beiträge zur Handwerksforschung 61, Volkswirtschaftliches Institut für Mittelstand und Handwerk an der Universität Göttingen (ifh).

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    More about this item

    Keywords

    Digital divide; digitization; rural; Small and Medium-Sized Enterprises; urban; web-scraping;
    All these keywords.

    JEL classification:

    • D22 - Microeconomics - - Production and Organizations - - - Firm Behavior: Empirical Analysis
    • L22 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - Firm Organization and Market Structure
    • L26 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - Entrepreneurship

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