IDEAS home Printed from https://ideas.repec.org/p/zbw/ifhwps/252020.html
   My bibliography  Save this paper

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

Author

Listed:
  • 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
    as

    Download full text from publisher

    File URL: https://www.econstor.eu/bitstream/10419/225985/1/ifh-wp-25-2020rev.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    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. 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.
    3. Jung, Juan & López-Bazo, Enrique, 2020. "On the regional impact of broadband on productivity: The case of Brazil," Telecommunications Policy, Elsevier, vol. 44(1).
    4. 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.
    5. 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.
    6. Erik Stam, 2015. "Entrepreneurial Ecosystems and Regional Policy: A Sympathetic Critique," European Planning Studies, Taylor & Francis Journals, vol. 23(9), pages 1759-1769, September.
    7. 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.
    8. R. Shearmur & Christophe Carrincazeaux & D. Doloreux, 2016. "Handbook on the Geographies of Innovation," Post-Print hal-03152373, HAL.
    9. 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.
    10. 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.
    11. 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.
    12. 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.
    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. 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.
    16. 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.
    17. 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.
    18. 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.
    19. 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.
    20. 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.
    21. 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.
    22. 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.
    23. 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.
    24. Richard Shearmu & Christophe Carrincazeaux & David Doloreux (ed.), 2016. "Handbook on the Geographies of Innovation," Books, Edward Elgar Publishing, number 16055.
    25. 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.
    26. 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.
    27. Elizabeth Mack & Alessandra Faggian, 2013. "Productivity and Broadband," International Regional Science Review, , vol. 36(3), pages 392-423, July.
    28. Hasbi, Maude, 2020. "Impact of very high-speed broadband on company creation and entrepreneurship: Empirical Evidence," Telecommunications Policy, Elsevier, vol. 44(3).
    29. Li, Raymond & Shiu, Alice, 2012. "Internet diffusion in China: A dynamic panel data analysis," Telecommunications Policy, Elsevier, vol. 36(10), pages 872-887.
    30. 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.
    31. 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.
    32. 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.
    33. 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.
    34. 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.
    35. 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.
    36. 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.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Serenella Caravella & Valeria Cirillo & Francesco Crespi & Dario Guarascio & Mirko Menghini, 2023. "The diffusion of digital skills across EU regions: structural drivers and polarisation dynamics," Regional Studies, Regional Science, Taylor & Francis Journals, vol. 10(1), pages 820-844, December.
    2. Thomä, Jörg & Alhusen, Harm & Bischoff, Thore Sören & Matthies, Eike, 2021. "Digitale Spaltung oder Überwindung des Raums? Zur Digitalisierung des Handwerks unter Berücksichtigung von ländlichen Regionen," Göttinger Beiträge zur Handwerksforschung 53, Volkswirtschaftliches Institut für Mittelstand und Handwerk an der Universität Göttingen (ifh).
    3. 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).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Anita Thonipara & Rolf Sternberg & Till Proeger & Lukas Haefner, 2023. "Digital divide, craft firms’ websites and urban-rural disparities—empirical evidence from a web-scraping approach [Digital Divide, Websites von Handwerksunternehmen und städtisch-ländliche Disparit," Review of Regional Research: Jahrbuch für Regionalwissenschaft, Springer;Gesellschaft für Regionalforschung (GfR), vol. 43(1), pages 69-99, April.
    2. Falk, Martin & Hagsten, Eva, 2021. "Impact of high-speed broadband access on local establishment dynamics," Telecommunications Policy, Elsevier, vol. 45(4).
    3. Rolf Sternberg, 2022. "Entrepreneurship and geography—some thoughts about a complex relationship," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 69(3), pages 559-584, December.
    4. Chloé Duvivier & Emma Cazou & Stéphanie Truchet‐Aznar & Cédric Brunelle & Jean Dubé, 2021. "When, where, and for what industries does broadband foster establishment births?," Papers in Regional Science, Wiley Blackwell, vol. 100(6), pages 1377-1401, December.
    5. 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.
    6. Jung, Juan & López-Bazo, Enrique, 2020. "On the regional impact of broadband on productivity: The case of Brazil," Telecommunications Policy, Elsevier, vol. 44(1).
    7. Steven Deller & Brian Whitacre & Tessa Conroy, 2022. "Rural broadband speeds and business startup rates," American Journal of Agricultural Economics, John Wiley & Sons, vol. 104(3), pages 999-1025, May.
    8. Stockinger, Bastian, 2017. "The effect of broadband internet on establishments' employment growth: evidence from Germany," IAB-Discussion Paper 201719, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany].
    9. Lei-Ju Qiu & Shun-Bin Zhong & Bao-Wen Sun & Yu Song & Xiao-Hua Chen, 2021. "Is internet penetration narrowing the rural–urban income inequality? A cross-regional study of China," Quality & Quantity: International Journal of Methodology, Springer, vol. 55(5), pages 1795-1814, October.
    10. Briglauer, Wolfgang & Dürr, Niklas & Gugler, Klaus, 2021. "A retrospective study on the regional benefits and spillover effects of high-speed broadband networks: Evidence from German counties," International Journal of Industrial Organization, Elsevier, vol. 74(C).
    11. Li, Xitong & He, Peiming & Liao, Honglin & Liu, Jindan & Chen, Litai, 2024. "Does network infrastructure construction reduce urban–rural income inequality? Based on the “Broadband China” policy," Technological Forecasting and Social Change, Elsevier, vol. 205(C).
    12. Briglauer, Wolfgang & Dürr, Niklas S. & Gugler, Klaus, 2019. "A retrospective study on the regional benefits and spillover effects of high-speed broadband networks: Evidence from German counties," ZEW Discussion Papers 19-026, ZEW - Leibniz Centre for European Economic Research.
    13. Margarita Billon & Rocio Marco & Fernando Lera-Lopez, 2017. "Innovation and ICT use in the EU: an analysis of regional drivers," Empirical Economics, Springer, vol. 53(3), pages 1083-1108, November.
    14. Briglauer, Wolfgang & Stocker, Volker, 2020. "Bedeutung digitaler Infrastrukturen und Dienste und Maßnahmen zur Förderung der Resilienz in Krisenzeiten," Policy Notes 42, EcoAustria – Institute for Economic Research.
    15. Hasbi, Maude & Bohlin, Erik, 2021. "Impact of Broadband Quality on Median Income and Unemployment: Evidence from Sweden," 23rd ITS Biennial Conference, Online Conference / Gothenburg 2021. Digital societies and industrial transformations: Policies, markets, and technologies in a post-Covid world 238026, International Telecommunications Society (ITS).
    16. Martin Quinn & Miguel Godinho de Matos & Christian Peukert, 2022. "The Welfare Effects of Mobile Internet Access - Evidence from Roam-Like-at-Home," CESifo Working Paper Series 9612, CESifo.
    17. 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.
    18. Gao, Yanyan & Zang, Leizhen & Sun, Jun, 2018. "Does computer penetration increase farmers’ income? An empirical study from China," Telecommunications Policy, Elsevier, vol. 42(5), pages 345-360.
    19. Bastian Stockinger, 2019. "Broadband internet availability and establishments’ employment growth in Germany: evidence from instrumental variables estimations," Journal for Labour Market Research, Springer;Institute for Employment Research/ Institut für Arbeitsmarkt- und Berufsforschung (IAB), vol. 53(1), pages 1-23, December.
    20. Strover, Sharon & Choi, Jaewon & Schrubbe, Alexis, 2024. "Broadband, rural contexts and local economic dynamics," Telecommunications Policy, Elsevier, vol. 48(3).

    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

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:zbw:ifhwps:252020. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: ZBW - Leibniz Information Centre for Economics (email available below). General contact details of provider: https://edirc.repec.org/data/ifgoede.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.