IDEAS home Printed from https://ideas.repec.org/a/eee/tefoso/v176y2022ics0040162521008404.html
   My bibliography  Save this article

Policy choices can help keep 4G and 5G universal broadband affordable

Author

Listed:
  • Oughton, Edward J.
  • Comini, Niccolò
  • Foster, Vivien
  • Hall, Jim W.

Abstract

The UN Broadband Commission has committed to universal broadband by 2030. But can this objective really be affordably delivered? The aim of this paper is to assess universal broadband viability in the developing world, quantifying the relationship between demand-side revenue and supply-side cost. A comprehensive scenario-based simulation model is developed open-source, capable of evaluating the global cost-effectiveness of different 4G and 5G infrastructure strategies. Utilizing remote sensing and demand forecasting, least-cost network designs are developed for eight representative Low and Middle-Income Countries (Malawi, Uganda, Kenya, Senegal, Pakistan, Albania, Peru and Mexico), the results from which form the basis for global aggregation via a new assessment framework. The cost of meeting a minimum ∼10 Mbps per user is estimated at USD 2 trillion using 5G Non-Standalone, approximately 0.67% of annual GDP for the developing world over the next decade. However, by creating a favorable regulatory environment, governments can bring down these costs by almost half – to USD 1.2 trillion (approximately 0.41% of annual GDP) – and avoid the need for public subsidy. Providing governments make judicious choices, adopting fiscal and regulatory regimes conducive to lowering costs, universal broadband may be within reach of most developing countries over the next decade.

Suggested Citation

  • Oughton, Edward J. & Comini, Niccolò & Foster, Vivien & Hall, Jim W., 2022. "Policy choices can help keep 4G and 5G universal broadband affordable," Technological Forecasting and Social Change, Elsevier, vol. 176(C).
  • Handle: RePEc:eee:tefoso:v:176:y:2022:i:c:s0040162521008404
    DOI: 10.1016/j.techfore.2021.121409
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0040162521008404
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.techfore.2021.121409?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
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. 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.
    2. Cave, Martin, 0. "Encouraging infrastructure competition via the ladder of investment," Telecommunications Policy, Elsevier, vol. 30(3-4), pages 223-237, April.
    3. Mir, Murtaza & Dangerfield, Brian, 2013. "Propagating a digital divide: Diffusion of mobile telecommunication services in Pakistan," Technological Forecasting and Social Change, Elsevier, vol. 80(5), pages 992-1001.
    4. Jung, Juan & López-Bazo, Enrique, 2020. "On the regional impact of broadband on productivity: The case of Brazil," Telecommunications Policy, Elsevier, vol. 44(1).
    5. Asongu, Simplice A. & Nwachukwu, Jacinta C., 2016. "The Mobile Phone in the Diffusion of Knowledge for Institutional Quality in Sub-Saharan Africa," World Development, Elsevier, vol. 86(C), pages 133-147.
    6. Hilbert, Martin, 2010. "When is Cheap, Cheap Enough to Bridge the Digital Divide? Modeling Income Related Structural Challenges of Technology Diffusion in Latin America," World Development, Elsevier, vol. 38(5), pages 756-770, May.
    7. Hutajulu, Sahat & Dhewanto, Wawan & Prasetio, Eko Agus, 2020. "Two scenarios for 5G deployment in Indonesia," Technological Forecasting and Social Change, Elsevier, vol. 160(C).
    8. Paunov, Caroline & Rollo, Valentina, 2016. "Has the Internet Fostered Inclusive Innovation in the Developing World?," World Development, Elsevier, vol. 78(C), pages 587-609.
    9. Wantchekon, Leonard & Riaz, Zara, 2019. "Mobile technology and food access," World Development, Elsevier, vol. 117(C), pages 344-356.
    10. Cave, Martin & Pratt, Neil, 2016. "Taking account of service externalities when spectrum is allocated and assigned," Telecommunications Policy, Elsevier, vol. 40(10), pages 971-981.
    11. Medeiros, Victor & Ribeiro, Rafael Saulo Marques & Amaral, Pedro Vasconcelos Maia do, 2021. "Infrastructure and household poverty in Brazil: A regional approach using multilevel models," World Development, Elsevier, vol. 137(C).
    12. Dasgupta, Kalyan & Gibson, Theo & Williams, Mark, 2021. "Technological and geographic heterogeneity in broadband markets: The challenge for regulation," Telecommunications Policy, Elsevier, vol. 45(1).
    13. Gnangnon, Sèna Kimm & Iyer, Harish, 2018. "Does bridging the Internet Access Divide contribute to enhancing countries' integration into the global trade in services markets?," Telecommunications Policy, Elsevier, vol. 42(1), pages 61-77.
    14. Martin Cave & Christos Genakos & Tommaso Valletti, 2019. "The European Framework for Regulating Telecommunications: A 25-year Appraisal," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 55(1), pages 47-62, August.
    15. M. Grajek & K. Gugler & T. Kretschmer & I. Mişcişin, 2019. "Static or Dynamic Efficiency: Horizontal Merger Effects in the Wireless Telecommunications Industry," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 55(3), pages 375-402, November.
    16. Batista, Catia & Vicente, Pedro C., 2020. "Improving access to savings through mobile money: Experimental evidence from African smallholder farmers," World Development, Elsevier, vol. 129(C).
    17. Muto, Megumi & Yamano, Takashi, 2009. "The Impact of Mobile Phone Coverage Expansion on Market Participation: Panel Data Evidence from Uganda," World Development, Elsevier, vol. 37(12), pages 1887-1896, December.
    18. Prado, Tiago S. & Bauer, Johannes M., 2021. "Improving broadband policy design using market data: A general framework and an application to Brazil," Telecommunications Policy, Elsevier, vol. 45(4).
    19. Cave, Martin & Nicholls, Rob, 2017. "The use of spectrum auctions to attain multiple objectives: Policy implications," Telecommunications Policy, Elsevier, vol. 41(5), pages 367-378.
    20. Gruber,Harald, 2005. "The Economics of Mobile Telecommunications," Cambridge Books, Cambridge University Press, number 9780521843270.
    21. Ahmad, Waseem & Ahmed, Tanvir & Ahmad, Bashir, 2019. "Pricing of mobile phone attributes at the retail level in a developing country: Hedonic analysis," Telecommunications Policy, Elsevier, vol. 43(4), pages 299-309.
    22. Boik, Andre & Greenstein, Shane & Prince, Jeffrey, 2019. "The persistence of broadband user behavior: Implications for universal service and competition policy," Telecommunications Policy, Elsevier, vol. 43(8), pages 1-1.
    23. Jeffrey T. Macher & John W. Mayo & Olga Ukhaneva & Glenn A. Woroch, 2017. "From universal service to universal connectivity," Journal of Regulatory Economics, Springer, vol. 52(1), pages 77-104, August.
    24. Edward Oughton, 2018. "The Strategic National Infrastructure Assessment of Digital Communications," Working Papers 2017/02 (revised), Cambridge Judge Business School, University of Cambridge.
    25. Tadesse, Getaw & Bahiigwa, Godfrey, 2015. "Mobile Phones and Farmers’ Marketing Decisions in Ethiopia," World Development, Elsevier, vol. 68(C), pages 296-307.
    26. Rendon Schneir, Juan & Ajibulu, Ade & Konstantinou, Konstantinos & Bradford, Julie & Zimmermann, Gerd & Droste, Heinz & Canto, Rafael, 2019. "A business case for 5G mobile broadband in a dense urban area," Telecommunications Policy, Elsevier, vol. 43(7), pages 1-1.
    27. Frith, D. & Tapinos, E., 2020. "Scenario planning: Is the ‘box’ black or clear? It depends," Technological Forecasting and Social Change, Elsevier, vol. 158(C).
    28. Peha, Jon M., 2017. "Cellular economies of scale and why disparities in spectrum holdings are detrimental," Telecommunications Policy, Elsevier, vol. 41(9), pages 792-801.
    29. Haenssgen, Marco J. & Ariana, Proochista, 2017. "The Social Implications of Technology Diffusion: Uncovering the Unintended Consequences of People’s Health-Related Mobile Phone Use in Rural India and China," World Development, Elsevier, vol. 94(C), pages 286-304.
    30. Montenegro, Lourdes O. & Araral, Eduardo, 2020. "Can competition-enhancing regulation bridge the quality divide in Internet provision?," Telecommunications Policy, Elsevier, vol. 44(1).
    31. Cave, Martin E. & Mariscal, Elisa V., 2020. "The impact of telecommunications regulation on less well-off Mexican households," Telecommunications Policy, Elsevier, vol. 44(4).
    32. 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.
    33. 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.
    34. Meadows, Maureen & O'Brien, Frances A., 2020. "The use of scenarios in developing strategy: An analysis of conversation and video data," Technological Forecasting and Social Change, Elsevier, vol. 158(C).
    35. Hackl, Andreas, 2018. "Mobility equity in a globalized world: Reducing inequalities in the sustainable development agenda," World Development, Elsevier, vol. 112(C), pages 150-162.
    36. Ioannou, Nikos & Katsianis, Dimitris & Varoutas, Dimitris, 2020. "Comparative techno-economic evaluation of LTE fixed wireless access, FTTdp G.fast and FTTC VDSL network deployment for providing 30 Mbps broadband services in rural areas," Telecommunications Policy, Elsevier, vol. 44(3).
    37. Gordon, Adam Vigdor, 2020. "Limits and longevity: A model for scenarios that influence the future," Technological Forecasting and Social Change, Elsevier, vol. 151(C).
    38. Gerli, Paolo & Van der Wee, Marlies & Verbrugge, Sofie & Whalley, Jason, 2018. "The involvement of utilities in the development of broadband infrastructure: A comparison of EU case studies," Telecommunications Policy, Elsevier, vol. 42(9), pages 726-743.
    39. Metz, Ashley & Hartley, Paul, 2020. "Scenario development as valuation: Opportunities for reflexivity," Technological Forecasting and Social Change, Elsevier, vol. 155(C).
    40. Koutroumpis, Pantelis, 2019. "The economic impact of broadband: Evidence from OECD countries," Technological Forecasting and Social Change, Elsevier, vol. 148(C).
    41. Daniel Björkegren, 2019. "The Adoption of Network Goods: Evidence from the Spread of Mobile Phones in Rwanda," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 86(3), pages 1033-1060.
    42. Bali Swain, Ranjula & Ranganathan, Shyam, 2021. "Modeling interlinkages between sustainable development goals using network analysis," World Development, Elsevier, vol. 138(C).
    43. Kanyam, Daniel A. & Kostandini, Genti & Ferreira, Susana, 2017. "The Mobile Phone Revolution: Have Mobile Phones and the Internet Reduced Corruption in Sub-Saharan Africa?," World Development, Elsevier, vol. 99(C), pages 271-284.
    44. Edward J. Oughton & Jatin Mathur, 2020. "Predicting cell phone adoption metrics using satellite imagery," Papers 2006.07311, arXiv.org, revised Jun 2021.
    45. Kishita, Yusuke & Mizuno, Yuji & Fukushige, Shinichi & Umeda, Yasushi, 2020. "Scenario structuring methodology for computer-aided scenario design: An application to envisioning sustainable futures," Technological Forecasting and Social Change, Elsevier, vol. 160(C).
    46. Fay,Marianne & Lee,Hyoung Il & Mastruzzi,Massimo & Han,Sungmin & Cho,Moonkyoung, 2019. "Hitting the Trillion Mark -- A Look at How Much Countries Are Spending on Infrastructure," Policy Research Working Paper Series 8730, The World Bank.
    47. Chen, Kaihua & Ren, Zhipeng & Mu, Shijun & Sun, Tara Qian & Mu, Rongping, 2020. "Integrating the Delphi survey into scenario planning for China's renewable energy development strategy towards 2030," Technological Forecasting and Social Change, Elsevier, vol. 158(C).
    48. Edward Oughton, 2018. "Towards 5G: scenario-based assessment of the future supply and demand for mobile telecommunications infrastructure," Working Papers 2017/04 (revised), Cambridge Judge Business School, University of Cambridge.
    49. Kayser, Victoria & Shala, Erduana, 2020. "Scenario development using web mining for outlining technology futures," Technological Forecasting and Social Change, Elsevier, vol. 156(C).
    50. Hasbi, Maude & Dubus, Antoine, 2020. "Determinants of mobile broadband use in developing economies: Evidence from Sub-Saharan Africa," Telecommunications Policy, Elsevier, vol. 44(5).
    51. Wolfgang Briglauer & Klaus Gugler, 2019. "Go for Gigabit? First Evidence on Economic Benefits of High‐speed Broadband Technologies in Europe," Journal of Common Market Studies, Wiley Blackwell, vol. 57(5), pages 1071-1090, September.
    52. Edward Oughton, 2021. "Policy options for digital infrastructure strategies: A simulation model for broadband universal service in Africa," Papers 2102.03561, arXiv.org.
    53. Glass, Victor & Tardiff, Timothy, 2021. "Reforming funding of universal access to telecommunications and broadband services: Approaches for the new decade," Telecommunications Policy, Elsevier, vol. 45(2).
    54. Wright, David & Stahl, Bernd & Hatzakis, Tally, 2020. "Policy scenarios as an instrument for policymakers," Technological Forecasting and Social Change, Elsevier, vol. 154(C).
    55. Oughton, Edward J. & Lehr, William & Katsaros, Konstantinos & Selinis, Ioannis & Bubley, Dean & Kusuma, Julius, 2021. "Revisiting Wireless Internet Connectivity: 5G vs Wi-Fi 6," Telecommunications Policy, Elsevier, vol. 45(5).
    56. Lobo, Bento J. & Alam, Md Rafayet & Whitacre, Brian E., 2020. "Broadband speed and unemployment rates: Data and measurement issues," Telecommunications Policy, Elsevier, vol. 44(1).
    57. Curien, Nicolas, 1991. "The theory and measure of cross-subsidies : An application to the telecommunications industry," International Journal of Industrial Organization, Elsevier, vol. 9(1), pages 73-108, March.
    58. Jefferson, Michael, 2020. "Scenario planning: Evidence to counter ‘Black box’ claims," Technological Forecasting and Social Change, Elsevier, vol. 158(C).
    59. Moshi, Goodiel Charles & Mwakatumbula, Hilda Jacob, 2017. "Effects of political stability and sector regulations on investments in African mobile markets," Telecommunications Policy, Elsevier, vol. 41(7), pages 651-661.
    60. Bertschek, Irene & Niebel, Thomas, 2016. "Mobile and more productive? Firm-level evidence on the productivity effects of mobile internet use," Telecommunications Policy, Elsevier, vol. 40(9), pages 888-898.
    61. Nina Czernich & Oliver Falck & Tobias Kretschmer & Ludger Woessmann, 2011. "Broadband Infrastructure and Economic Growth," Economic Journal, Royal Economic Society, vol. 121(552), pages 505-532, May.
    62. Edward J. Oughton & Ashutosh Jha, 2021. "Supportive 5G Infrastructure Policies are Essential for Universal 6G: Assessment using an Open-source Techno-economic Simulation Model utilizing Remote Sensing," Papers 2102.08086, arXiv.org, revised Jun 2021.
    63. Elbahnasawy, Nasr G., 2014. "E-Government, Internet Adoption, and Corruption: An Empirical Investigation," World Development, Elsevier, vol. 57(C), pages 114-126.
    64. Liu, Chun & Wang, Lian, 2021. "Who is left behind? Exploring the characteristics of China's broadband non-adopting families," Telecommunications Policy, Elsevier, vol. 45(9).
    65. Goetzendorff, Andor & Bichler, Martin & Goeree, Jacob K., 2018. "Synergistic valuations and efficiency in spectrum auctions," Telecommunications Policy, Elsevier, vol. 42(1), pages 91-105.
    66. Lee, Hyeongjik & Jeong, Seonkoo & Lee, Kwanghee, 2021. "Estimating the deployment costs of broadband universal service via fiber networks in Korea," Telecommunications Policy, Elsevier, vol. 45(4).
    67. Koutroumpis, Pantelis, 2009. "The economic impact of broadband on growth: A simultaneous approach," Telecommunications Policy, Elsevier, vol. 33(9), pages 471-485, October.
    68. Bourreau, Marc & Feasey, Richard & Nicolle, Ambre, 2020. "Assessing fifteen years of State Aid for broadband in the European Union: A quantitative analysis," Telecommunications Policy, Elsevier, vol. 44(7).
    69. Rosston, Gregory L. & Wallsten, Scott J., 2020. "Increasing low-income broadband adoption through private incentives," Telecommunications Policy, Elsevier, vol. 44(9).
    70. Oughton, Edward J. & Frias, Zoraida, 2018. "The cost, coverage and rollout implications of 5G infrastructure in Britain," Telecommunications Policy, Elsevier, vol. 42(8), pages 636-652.
    71. Crawford, Megan M., 2019. "A comprehensive scenario intervention typology," Technological Forecasting and Social Change, Elsevier, vol. 149(C).
    72. Yoo, Christopher S., 2017. "An unsung success story: A forty-year retrospective on U.S. communications policy," Telecommunications Policy, Elsevier, vol. 41(10), pages 891-903.
    73. Strover, Sharon & Riedl, Martin J. & Dickey, Selena, 2021. "Scoping new policy frameworks for local and community broadband networks," Telecommunications Policy, Elsevier, vol. 45(10).
    74. Cave, Martin, 2018. "How disruptive is 5G?," Telecommunications Policy, Elsevier, vol. 42(8), pages 653-658.
    75. Scott J. Wallsten, 2001. "An Econometric Analysis of Telecom Competition, Privatization, and Regulation in Africa and Latin America," Journal of Industrial Economics, Wiley Blackwell, vol. 49(1), pages 1-19, March.
    76. Oughton, Edward & Frias, Zoraida & Russell, Tom & Sicker, Douglas & Cleevely, David D., 2018. "Towards 5G: Scenario-based assessment of the future supply and demand for mobile telecommunications infrastructure," Technological Forecasting and Social Change, Elsevier, vol. 133(C), pages 141-155.
    77. Ignacio, Prieto-Egido & Joel, Aragon Valladares & Olga, Muñoz-Medina & Cesar, Cordoba Bernuy & Javier, Simo-Reigadas & Darwin, Auccapuri Quispetupa & Alejandro, Bravo Fernández & Andrés, Martinez-Fern, 2020. "Small rural operators techno-economic analysis to bring mobile services to isolated communities: The case of Peru Amazon rainforest," Telecommunications Policy, Elsevier, vol. 44(10).
    78. Forge, Simon & Vu, Khuong, 2020. "Forming a 5G strategy for developing countries: A note for policy makers," Telecommunications Policy, Elsevier, vol. 44(7).
    79. Haenssgen, Marco J. & Charoenboon, Nutcha & Zanello, Giacomo, 2021. "You’ve got a friend in me: How social networks and mobile phones facilitate healthcare access among marginalised groups in rural Thailand and Lao PDR," World Development, Elsevier, vol. 137(C).
    80. Cave, Martin, 2017. "40 years on: An account of innovation in the regulation of UK telecommunications, in 3½ chapters," Telecommunications Policy, Elsevier, vol. 41(10), pages 904-915.
    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. Niu, Geng & Jin, XiaoShu & Wang, Qi & Zhou, Yang, 2022. "Broadband infrastructure and digital financial inclusion in rural China," China Economic Review, Elsevier, vol. 76(C).
    2. Mora, Luca & Gerli, Paolo & Ardito, Lorenzo & Messeni Petruzzelli, Antonio, 2023. "Smart city governance from an innovation management perspective: Theoretical framing, review of current practices, and future research agenda," Technovation, Elsevier, vol. 123(C).
    3. da Silveira, Franco & da Silva, Sabrina Letícia Couto & Machado, Filipe Molinar & Barbedo, Jayme Garcia Arnal & Amaral, Fernando Gonçalves, 2023. "Farmers' perception of the barriers that hinder the implementation of agriculture 4.0," Agricultural Systems, Elsevier, vol. 208(C).

    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. Edward J Oughton & Niccol`o Comini & Vivien Foster & Jim W Hall, 2021. "Policy choices can help keep 4G and 5G universal broadband affordable," Papers 2101.07820, arXiv.org, revised Feb 2021.
    2. Edward J. Oughton & Ashutosh Jha, 2021. "Supportive 5G Infrastructure Policies are Essential for Universal 6G: Assessment using an Open-source Techno-economic Simulation Model utilizing Remote Sensing," Papers 2102.08086, arXiv.org, revised Jun 2021.
    3. Oughton,Edward J. & Comini,Niccolo & Foster,Vivien & Hall,Jim W., 2021. "Policy Choices Can Help Keep 4G and 5G Universal Broadband Affordable," Policy Research Working Paper Series 9563, The World Bank.
    4. Yifeng Philip Chen & Edward J. Oughton & Jakub Zagdanski & Maggie Mo Jia & Peter Tyler, 2023. "Crowdsourced data indicates broadband has a positive impact on local business creation," Papers 2308.14734, arXiv.org.
    5. Hoeschele, Thomas & Dietzel, Christoph & Kopp, Daniel & Fitzek, Frank H.P. & Reisslein, Martin, 2021. "Importance of Internet Exchange Point (IXP) infrastructure for 5G: Estimating the impact of 5G use cases," Telecommunications Policy, Elsevier, vol. 45(3).
    6. Edward Oughton, 2021. "Policy options for digital infrastructure strategies: A simulation model for broadband universal service in Africa," Papers 2102.03561, arXiv.org.
    7. Niu, Geng & Jin, XiaoShu & Wang, Qi & Zhou, Yang, 2022. "Broadband infrastructure and digital financial inclusion in rural China," China Economic Review, Elsevier, vol. 76(C).
    8. Cariolle, Joël, 2021. "International connectivity and the digital divide in Sub-Saharan Africa," Information Economics and Policy, Elsevier, vol. 55(C).
    9. Bertschek, Irene & Niebel, Thomas, 2016. "Mobile and more productive? Firm-level evidence on the productivity effects of mobile internet use," Telecommunications Policy, Elsevier, vol. 40(9), pages 888-898.
    10. Gnangnon, Sèna Kimm, 2022. "Internet, Participation in International Trade, and Tax Revenue Instability," Journal of Economic Integration, Center for Economic Integration, Sejong University, vol. 37(2), pages 267-315.
    11. Philip Chen & Edward J Oughton & Pete Tyler & Mo Jia & Jakub Zagdanski, 2020. "Evaluating the impact of next generation broadband on local business creation," Papers 2010.14113, arXiv.org.
    12. Blind, Knut & Niebel, Crispin, 2022. "5G roll-out failures addressed by innovation policies in the EU," Technological Forecasting and Social Change, Elsevier, vol. 180(C).
    13. Joel Cariolle, 2018. "Telecommunication Submarine-C able Deployment and the Digital Divide in Sub-Saharan Africa [fondation pour les études et recherches sur le développement international Telecommunication Submarine- C," Post-Print hal-01938451, HAL.
    14. Edward J. Oughton & William Lehr, 2022. "Surveying 5G Techno-Economic Research to Inform the Evaluation of 6G Wireless Technologies," Papers 2201.02272, arXiv.org, revised Jan 2022.
    15. George Charalampopoulos & Dimitris Katsianis & Dimitris Varoutas, 2022. "Economic replicability tests: an “out-of-the-box” implementation," Netnomics, Springer, vol. 22(2), pages 115-138, October.
    16. 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.
    17. Bauer, Johannes M. & Bohlin, Erik, 2022. "Regulation and innovation in 5G markets," Telecommunications Policy, Elsevier, vol. 46(4).
    18. Joel Cariolle & Maëlan Le Goff & Olivier Santoni, 2017. "Telecommunications submarine cable vulnerability and local performance of firms in developing and transition countries," Post-Print hal-01569846, HAL.
    19. 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).
    20. Joël Cariolle & David A Carroll, 2020. "Digital Technologies for Small and Medium Enterprises and job creation in Sub-Saharan Africa," Working Papers hal-03004583, HAL.

    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:eee:tefoso:v:176:y:2022:i:c:s0040162521008404. 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: Catherine Liu (email available below). General contact details of provider: http://www.sciencedirect.com/science/journal/00401625 .

    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.