[go: up one dir, main page]

IDEAS home Printed from https://ideas.repec.org/p/ilo/ilowps/995179893502676.html
   My bibliography  Save this paper

Mobile internet, skills and structural transformation in Rwanda

Author

Listed:
  • Caldarola, Bernardo.
  • Grazzi, Marco.
  • Occelli, Martina.
  • Sanfilippo, Marco.
Abstract
This paper examines the relationship between mobile internet, employment and structural transformation in Rwanda. Thanks to its ability to enable access to a wide range of ICT technologies, internet coverage has the potential to affect the dynamics and the composition of employment significantly. To demonstrate this, we have combined GSMA network coverage maps with individual-level information from national population censuses and labour force surveys, creating a district-level dataset of Rwanda that covers the period 2002 to 2019. Our results show that an increase in mobile internet coverage affects the labour market in two ways. First, by increasing employment opportunities. Second, by contributing to changes in the composition of the labour market. Education, migration and shifts in demand are all instrumental in explaining our findings.

Suggested Citation

  • Caldarola, Bernardo. & Grazzi, Marco. & Occelli, Martina. & Sanfilippo, Marco., 2022. "Mobile internet, skills and structural transformation in Rwanda," ILO Working Papers 995179893502676, International Labour Organization.
  • Handle: RePEc:ilo:ilowps:995179893502676
    DOI: 10.54394/XSTK4695
    as

    Download full text from publisher

    File URL: https://doi.org/10.54394/XSTK4695
    Download Restriction: no

    File URL: https://libkey.io/10.54394/XSTK4695?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Susanto Basu & John G. Fernald, 2008. "Information and communications technology as a general purpose technology: evidence from U.S. industry data," Economic Review, Federal Reserve Bank of San Francisco, pages 1-15.
    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. Marco Manacorda & Andrea Tesei, 2020. "Liberation Technology: Mobile Phones and Political Mobilization in Africa," Econometrica, Econometric Society, vol. 88(2), pages 533-567, March.
    4. Thomas Barnebeck Andersen & Jeanet Bentzen & Carl-Johan Dalgaard & Pablo Selaya, 2012. "Lightning, IT Diffusion, and Economic Growth Across U.S. States," The Review of Economics and Statistics, MIT Press, vol. 94(4), pages 903-924, November.
    5. Sergei Guriev & Nikita Melnikov & Ekaterina Zhuravskaya, 2021. "3G Internet and Confidence in Government," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 136(4), pages 2533-2613.
    6. Paula Bustos & Bruno Caprettini & Jacopo Ponticelli, 2016. "Agricultural Productivity and Structural Transformation: Evidence from Brazil," American Economic Review, American Economic Association, vol. 106(6), pages 1320-1365, June.
    7. Avenyo, Elvis Korku & Konte, Maty & Mohnen, Pierre, 2019. "The employment impact of product innovations in sub-Saharan Africa: Firm-level evidence," Research Policy, Elsevier, vol. 48(9), pages 1-1.
    8. Margaret S. McMillan & Dani Rodrik & Claudia Sepúlveda, 2017. "Structural Change, Fundamentals, and Growth," World Bank Publications - Books, The World Bank Group, number 26528.
    9. Bahia,Kalvin & Castells,Pau & Masaki,Takaaki & Cruz,Genaro & Rodriguez Castelan,Carlos & Sanfelice,Viviane, 2021. "Mobile Broadband Internet, Poverty and Labor Outcomes in Tanzania," Policy Research Working Paper Series 9749, The World Bank.
    10. David Autor, 2022. "The Labor Market Impacts of Technological Change: From Unbridled Enthusiasm to Qualified Optimism to Vast Uncertainty," NBER Working Papers 30074, National Bureau of Economic Research, Inc.
    11. Pritish Behuria & Tom Goodfellow, 2019. "Leapfrogging Manufacturing? Rwanda’s Attempt to Build a Services-Led ‘Developmental State’," The European Journal of Development Research, Palgrave Macmillan;European Association of Development Research and Training Institutes (EADI), vol. 31(3), pages 581-603, July.
    12. Jovanovic, Boyan & Rousseau, Peter L., 2005. "General Purpose Technologies," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 18, pages 1181-1224, Elsevier.
    13. Stiglitz, Joseph & Lin, Justin & Monga, Celestin & Patel, Ebrahim, 2013. "Industrial policy in the African context," Policy Research Working Paper Series 6633, The World Bank.
    14. David H. Autor & Frank Levy & Richard J. Murnane, 2003. "The skill content of recent technological change: an empirical exploration," Proceedings, Federal Reserve Bank of San Francisco, issue Nov.
    15. Perez, Carlota, 1985. "Microelectronics, long waves and world structural change: New perspectives for developing countries," World Development, Elsevier, vol. 13(3), pages 441-463, March.
    16. Daniel A. Ackerberg & Kevin Caves & Garth Frazer, 2015. "Identification Properties of Recent Production Function Estimators," Econometrica, Econometric Society, vol. 83, pages 2411-2451, November.
    17. Dani Rodrik, 2016. "Premature deindustrialization," Journal of Economic Growth, Springer, vol. 21(1), pages 1-33, March.
    18. Robert Jensen & Nolan H. Miller, 2018. "Market Integration, Demand, and the Growth of Firms: Evidence from a Natural Experiment in India," American Economic Review, American Economic Association, vol. 108(12), pages 3583-3625, December.
    19. Alberto Alesina & Sebastian Hohmann & Stelios Michalopoulos & Elias Papaioannou, 2021. "Intergenerational Mobility in Africa," Econometrica, Econometric Society, vol. 89(1), pages 1-35, January.
    20. Zia Mehrabi & Mollie J. McDowell & Vincent Ricciardi & Christian Levers & Juan Diego Martinez & Natascha Mehrabi & Hannah Wittman & Navin Ramankutty & Andy Jarvis, 2021. "The global divide in data-driven farming," Nature Sustainability, Nature, vol. 4(2), pages 154-160, February.
    21. Robert T. Jensen & Nolan H. Miller, 2018. "Market Integration, Demand and the Growth of Firms: Evidence from a Natural Experiment in India," NBER Working Papers 24693, National Bureau of Economic Research, Inc.
    22. Gaaitzen de Vries & Marcel Timmer & Klaas de Vries, 2015. "Structural Transformation in Africa: Static Gains, Dynamic Losses," Journal of Development Studies, Taylor & Francis Journals, vol. 51(6), pages 674-688, June.
    23. Chang-Tai Hsieh & Esteban Rossi-Hansberg, 2023. "The Industrial Revolution in Services," Journal of Political Economy Macroeconomics, University of Chicago Press, vol. 1(1), pages 3-42.
    24. Margaret McMillan & Dani Rodrik & Claudia Sepulveda, 2017. "Structural Change, Fundamentals and Growth: A Framework and Case Studies," NBER Working Papers 23378, National Bureau of Economic Research, Inc.
    25. Isis Gaddis & Gbemisola Oseni & Amparo Palacios-Lopez & Janneke Pieters, 2023. "Who Is Employed? Evidence from Sub-Saharan Africa on Redefining Employment," Journal of African Economies, Centre for the Study of African Economies, vol. 32(2), pages 151-174.
    26. Jonas Hjort & Jonas Poulsen, 2019. "The Arrival of Fast Internet and Employment in Africa," American Economic Review, American Economic Association, vol. 109(3), pages 1032-1079, March.
    27. Pritish Behuria & Tom Goodfellow, 2019. "Correction to: Leapfrogging Manufacturing? Rwanda’s Attempt to Build a Services‑Led ‘Developmental State’," The European Journal of Development Research, Palgrave Macmillan;European Association of Development Research and Training Institutes (EADI), vol. 31(3), pages 703-703, July.
    28. James Levinsohn & Amil Petrin, 2003. "Estimating Production Functions Using Inputs to Control for Unobservables," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 70(2), pages 317-341.
    29. David H. Autor, 2015. "Why Are There Still So Many Jobs? The History and Future of Workplace Automation," Journal of Economic Perspectives, American Economic Association, vol. 29(3), pages 3-30, Summer.
    30. Xinshen Diao & Kenneth Harttgen & Margaret McMillan, 2017. "The Changing Structure of Africa’s Economies," The World Bank Economic Review, World Bank, vol. 31(2), pages 412-433.
    31. Maarten Goos & Alan Manning & Anna Salomons, 2014. "Explaining Job Polarization: Routine-Biased Technological Change and Offshoring," American Economic Review, American Economic Association, vol. 104(8), pages 2509-2526, August.
    32. Kaplinsky, Raphael & Kraemer-Mbula, Erika, 2022. "Innovation and uneven development: The challenge for low- and middle-income economies," Research Policy, Elsevier, vol. 51(2).
    33. Bahia, Kalvin & Castells, Pau & Cruz, Genaro & Masaki, Takaaki & Pedrós, Xavier & Pfutze, Tobias & Rodríguez-Castelán, Carlos & Winkler, Hernán, 2024. "The welfare effects of mobile broadband internet: Evidence from Nigeria," Journal of Development Economics, Elsevier, vol. 170(C).
    34. Joseph Stiglitz & Justin Yifu Lin & Célestin Monga & Ebrahim Patel, 2013. "Introduction: Industrial Policy in the African Context," International Economic Association Series, in: Joseph E. Stiglitz & Justin Lin Yifu & Ebrahim Patel (ed.), The Industrial Policy Revolution II, pages 1-22, Palgrave Macmillan.
    35. Pier Saviotti & Andreas Pyka, 2004. "Economic development by the creation of new sectors," Journal of Evolutionary Economics, Springer, vol. 14(1), pages 1-35, January.
    36. Jan Fagerberg & Erika Kraemer-Mbula & Edward Lorenz, 2021. "An Evolutionary Analysis of Transformative Change in LDCs: the cases of Kenya and Rwanda," Working Papers on Innovation Studies 20210623, Centre for Technology, Innovation and Culture, University of Oslo.
    37. Giacomo Zanello & Xiaolan Fu & Pierre Mohnen & Marc Ventresca, 2016. "The Creation And Diffusion Of Innovation In Developing Countries: A Systematic Literature Review," Journal of Economic Surveys, Wiley Blackwell, vol. 30(5), pages 884-912, December.
    38. Gabriele Rovigatti & Vincenzo Mollisi, 2018. "Theory and practice of total-factor productivity estimation: The control function approach using Stata," Stata Journal, StataCorp LP, vol. 18(3), pages 618-662, September.
    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. Bernardo Caldarola & Luca Fontanelli, 2024. "Cloud technologies, firm growth and industry concentration: Evidence from France," LEM Papers Series 2024/25, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
    2. Trang Thi Pham, 2023. "Mobile Internet and income improvement: Evidence from Viet Nam," WIDER Working Paper Series wp-2023-145, World Institute for Development Economic Research (UNU-WIDER).
    3. Angelo D’Andrea & Patrick Hitayezu & Mr. Kangni R Kpodar & Nicola Limodio & Mr. Andrea F Presbitero, 2024. "Mobile Internet, Collateral, and Banking," IMF Working Papers 2024/070, International Monetary Fund.

    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. Hüseyin Taştan & Feride Gönel, 2020. "ICT labor, software usage, and productivity: firm-level evidence from Turkey," Journal of Productivity Analysis, Springer, vol. 53(2), pages 265-285, April.
    2. 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.
    3. Jonas Hjort & Jonas Poulsen, 2019. "The Arrival of Fast Internet and Employment in Africa," American Economic Review, American Economic Association, vol. 109(3), pages 1032-1079, March.
    4. Barth, Erling & Bryson, Alex & Dale-Olsen, Harald, 2022. "Creative Disruption: Technology Innovation, Labour Demand and the Pandemic," IZA Discussion Papers 15762, Institute of Labor Economics (IZA).
    5. Iacovone, Leonardo & Pereira-López, Mariana & Schiffbauer, Marc, 2023. "Competition makes IT better: Evidence on when firms use IT more effectively," Research Policy, Elsevier, vol. 52(8).
    6. Anderton, Robert & Jarvis, Valerie & Labhard, Vincent & Morgan, Julian & Petroulakis, Filippos & Vivian, Lara, 2020. "Virtually everywhere? Digitalisation and the euro area and EU economies," Occasional Paper Series 244, European Central Bank.
    7. Lütkenhorst, Wilfried, 2018. "Creating wealth without labour? Emerging contours of a new techno-economic landscape," IDOS Discussion Papers 11/2018, German Institute of Development and Sustainability (IDOS).
    8. David J. Deming, 2017. "The Growing Importance of Social Skills in the Labor Market," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(4), pages 1593-1640.
    9. Maya Eden & Paul Gaggl, 2018. "On the Welfare Implications of Automation," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 29, pages 15-43, July.
    10. Pardesi, Mantej, 2024. "Productivity convergence and firm’s training strategy," ROA Research Memorandum 003, Maastricht University, Research Centre for Education and the Labour Market (ROA).
    11. David Kunst, 2019. "Deskilling among Manufacturing Production Workers," Tinbergen Institute Discussion Papers 19-050/VI, Tinbergen Institute, revised 30 Dec 2020.
    12. Ponticelli, Jacopo & Bustos, Paula & Castro-Vincenzi, Juan & Monras, Joan, 2018. "Industrialization without Innovation," CEPR Discussion Papers 13379, C.E.P.R. Discussion Papers.
    13. Bruno Caprettini & Hans-Joachim Voth, 2020. "Rage against the Machines: Labor-Saving Technology and Unrest in Industrializing England," American Economic Review: Insights, American Economic Association, vol. 2(3), pages 305-320, September.
    14. Fiorini, Matteo & Sanfilippo, Marco & Sundaram, Asha, 2021. "Trade liberalization, roads and firm productivity," Journal of Development Economics, Elsevier, vol. 153(C).
    15. Julieta Caunedo & David Jaume & Elisa Keller, 2023. "Occupational Exposure to Capital-Embodied Technical Change," American Economic Review, American Economic Association, vol. 113(6), pages 1642-1685, June.
    16. Houngbonon,Georges Vivien & Mensah,Justice Tei & Traore,Nouhoum-000531164, 2022. "The Impact of Internet Access on Innovation and Entrepreneurship in Africa," Policy Research Working Paper Series 9945, The World Bank.
    17. Matthieu Charpe, 2023. "Convergence heterogeneity at the local level in sub‐Saharan Africa," Papers in Regional Science, Wiley Blackwell, vol. 102(2), pages 273-305, April.
    18. Hoekman, Bernard & Sanfilippo, Marco & Tambussi, Margherita, 2023. "Foreign Direct Investment and Structural Transformation in Africa," CEPR Discussion Papers 17838, C.E.P.R. Discussion Papers.
    19. Jasmine Mondolo, 2022. "The composite link between technological change and employment: A survey of the literature," Journal of Economic Surveys, Wiley Blackwell, vol. 36(4), pages 1027-1068, September.
    20. Cusolito,Ana Paula & Lederman,Daniel & Pena,Jorge O., 2020. "The Effects of Digital-Technology Adoption on Productivity and Factor Demand : Firm-level Evidence from Developing Countries," Policy Research Working Paper Series 9333, The World Bank.

    More about this item

    Keywords

    Internet; technological change; employment; labour force survey; electronic network; labour market analysis.; case study;
    All these keywords.

    JEL classification:

    • O14 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Industrialization; Manufacturing and Service Industries; Choice of Technology
    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes
    • L16 - Industrial Organization - - Market Structure, Firm Strategy, and Market Performance - - - Industrial Organization and Macroeconomics; Macroeconomic Industrial Structure

    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:ilo:ilowps:995179893502676. 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: Vesa Sivunen (email available below). General contact details of provider: https://edirc.repec.org/data/ilounch.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.