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Mobile internet, skills and structural transformation in Rwanda

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  • 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
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    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.
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    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.

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    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

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