IDEAS home Printed from https://ideas.repec.org/a/eee/techno/v119y2023ics0166497222000244.html
   My bibliography  Save this article

What's driving the diffusion of next-generation digital technologies?

Author

Listed:
  • Cho, Jaehan
  • DeStefano, Timothy
  • Kim, Hanhin
  • Kim, Inchul
  • Paik, Jin Hyun

Abstract

The recent development and diffusion of next-generation digital technologies (NGDTs) such as artificial intelligence, the Internet of Things, big data, 3D printing, and so on are expected to have an immense impact on businesses, innovation, and society. While we know from extant research that a firm's R&D investment, intangible assets, and productivity are factors that influence technology use more generally, to date there is little known about the factors that determine how these emerging tools are used, and by who. Using Probit and OLS modeling on a survey of 12,579 South Korean firms in 2017, we conduct one of the first comprehensive examinations highlighting various firm characteristics that drive NGDT implementation. While much of the literature assesses the use of individual technologies, our research attempts to unveil the extent to which firms implement NGDTs in bundles. Our investigation shows that more than half of the firms that use NGDTs deployed multiple technologies simultaneously. One of the insightful complementarities identified in this research exists amongst technologies that generate, facilitate and demand large sums of data, including big data, IoT, cloud computing and AI. Such technologies also appear important for innovative tools such as 3D printing and robotics.

Suggested Citation

  • Cho, Jaehan & DeStefano, Timothy & Kim, Hanhin & Kim, Inchul & Paik, Jin Hyun, 2023. "What's driving the diffusion of next-generation digital technologies?," Technovation, Elsevier, vol. 119(C).
  • Handle: RePEc:eee:techno:v:119:y:2023:i:c:s0166497222000244
    DOI: 10.1016/j.technovation.2022.102477
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0166497222000244
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.technovation.2022.102477?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. Nicholas Bloom & Luis Garicano & Raffaella Sadun & John Van Reenen, 2014. "The Distinct Effects of Information Technology and Communication Technology on Firm Organization," Management Science, INFORMS, vol. 60(12), pages 2859-2885, December.
    2. Aghion, Philippe & Howitt, Peter & Violante, Giovanni L, 2002. "General Purpose Technology and Wage Inequality," Journal of Economic Growth, Springer, vol. 7(4), pages 315-345, December.
    3. Griffith, Rachel & Redding, Stephen & Simpson, Helen, 2002. "Productivity Convergence and Foreign Ownership at the Establishment Level," CEPR Discussion Papers 3765, C.E.P.R. Discussion Papers.
    4. Chad Syverson, 2011. "What Determines Productivity?," Journal of Economic Literature, American Economic Association, vol. 49(2), pages 326-365, June.
    5. Ohnemus, Jörg & Niebel, Thomas, 2016. "On the Determinants of Cloud Computing Adoption," 27th European Regional ITS Conference, Cambridge (UK) 2016 148694, International Telecommunications Society (ITS).
    6. John G. Fernald, 2015. "Productivity and Potential Output before, during, and after the Great Recession," NBER Macroeconomics Annual, University of Chicago Press, vol. 29(1), pages 1-51.
    7. Criscuolo, Chiara & Gal, Peter N. & Menon, Carlo, 2014. "The dynamics of employment growth: new evidence from 18 countries," LSE Research Online Documents on Economics 60286, London School of Economics and Political Science, LSE Library.
    8. Marcati, Alberto & Guido, Gianluigi & Peluso, Alessandro M., 2008. "The role of SME entrepreneurs' innovativeness and personality in the adoption of innovations," Research Policy, Elsevier, vol. 37(9), pages 1579-1590, October.
    9. Culot, Giovanna & Nassimbeni, Guido & Orzes, Guido & Sartor, Marco, 2020. "Behind the definition of Industry 4.0: Analysis and open questions," International Journal of Production Economics, Elsevier, vol. 226(C).
    10. Daron Acemoglu & David Autor & Jonathon Hazell & Pascual Restrepo, 2020. "AI and Jobs: Evidence from Online Vacancies," NBER Working Papers 28257, National Bureau of Economic Research, Inc.
    11. Crafts, Nicholas & Mills, Terence C., 2020. "Is The Uk Productivity Slowdown Unprecedented?," National Institute Economic Review, National Institute of Economic and Social Research, vol. 251, pages 47-53, February.
    12. Filipe Silva & Carlo Menon & Paolo Falco & Duncan MacDonald, 2019. "Structural adjustment, mass lay-offs and employment reallocation," OECD Science, Technology and Industry Policy Papers 72, OECD Publishing.
    13. Daron Acemoglu & Pascual Restrepo, 2020. "Robots and Jobs: Evidence from US Labor Markets," Journal of Political Economy, University of Chicago Press, vol. 128(6), pages 2188-2244.
    14. Decker, Ryan A. & Haltiwanger, John & Jarmin, Ron S. & Miranda, Javier, 2016. "Where has all the skewness gone? The decline in high-growth (young) firms in the U.S," European Economic Review, Elsevier, vol. 86(C), pages 4-23.
    15. Nicholas Bloom & Raffaella Sadun & John Van Reenen, 2012. "Americans Do IT Better: US Multinationals and the Productivity Miracle," American Economic Review, American Economic Association, vol. 102(1), pages 167-201, February.
    16. Lal, K., 1999. "Determinants of the adoption of Information Technology: a case study of electrical and electronic goods manufacturing firms in India," Research Policy, Elsevier, vol. 28(7), pages 667-680, September.
    17. Stefanie Haller & Iulia Siedschlag, 2011. "Determinants of ICT adoption: evidence from firm-level data," Applied Economics, Taylor & Francis Journals, vol. 43(26), pages 3775-3788.
    18. Erik Brynjolfsson & Daniel Rock & Chad Syverson, 2018. "Artificial Intelligence and the Modern Productivity Paradox: A Clash of Expectations and Statistics," NBER Chapters, in: The Economics of Artificial Intelligence: An Agenda, pages 23-57, National Bureau of Economic Research, Inc.
    19. David Byrne & Carol Corrado & Daniel Sichel, 2020. "The Rise of Cloud Computing: Minding Your Ps, Qs and Ks," NBER Chapters, in: Measuring and Accounting for Innovation in the Twenty-First Century, pages 519-551, National Bureau of Economic Research, Inc.
    20. Christian Rammer & Gastón P Fernández & Dirk Czarnitzki, 2021. "Artificial Intelligence and Industrial Innovation: Evidence from Firm-Level Data," Working Papers of Department of Management, Strategy and Innovation, Leuven 674605, KU Leuven, Faculty of Economics and Business (FEB), Department of Management, Strategy and Innovation, Leuven.
    21. Timothy DeStefano & Koen De Backer & Laurent Moussiegt, 2017. "Determinants of digital technology use by companies," OECD Science, Technology and Industry Policy Papers 40, OECD Publishing.
    22. Beata Smarzynska Javorcik, 2004. "Does Foreign Direct Investment Increase the Productivity of Domestic Firms? In Search of Spillovers Through Backward Linkages," American Economic Review, American Economic Association, vol. 94(3), pages 605-627, June.
    23. Baldwin, John R. & Raffiquzzaman, Mohammed, 1998. "The Determinants of the Adoption Lag for Advanced Manufacturing Technologies," Analytical Studies Branch Research Paper Series 1998117e, Statistics Canada, Analytical Studies Branch.
    24. Blichfeldt, Henrik & Faullant, Rita, 2021. "Performance effects of digital technology adoption and product & service innovation – A process-industry perspective," Technovation, Elsevier, vol. 105(C).
    25. Bart van Ark & Mary O'Mahoney & Marcel P. Timmer, 2008. "The Productivity Gap between Europe and the United States: Trends and Causes," Journal of Economic Perspectives, American Economic Association, vol. 22(1), pages 25-44, Winter.
    26. Van Reenen, John, 2011. "Wage inequality, technology and trade: 21st century evidence," Labour Economics, Elsevier, vol. 18(6), pages 730-741.
    27. Ajay Agrawal & Joshua Gans & Avi Goldfarb, 2018. "Introduction to "The Economics of Artificial Intelligence: An Agenda"," NBER Chapters, in: The Economics of Artificial Intelligence: An Agenda, pages 1-19, National Bureau of Economic Research, Inc.
    28. Timothy F. Bresnahan & Erik Brynjolfsson & Lorin M. Hitt, 2002. "Information Technology, Workplace Organization, and the Demand for Skilled Labor: Firm-Level Evidence," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 117(1), pages 339-376.
    29. Candi, Marina & Beltagui, Ahmad, 2019. "Effective use of 3D printing in the innovation process," Technovation, Elsevier, vol. 80, pages 63-73.
    30. Marcel P. Timmer & Robert Inklaar & Mary O'Mahony & Bart van Ark, 2011. "Productivity and Economic Growth in Europe: A Comparative Industry Perspective," International Productivity Monitor, Centre for the Study of Living Standards, vol. 21, pages 3-23, Spring.
    31. Ajay Agrawal & Joshua Gans & Avi Goldfarb, 2019. "Economic Policy for Artificial Intelligence," Innovation Policy and the Economy, University of Chicago Press, vol. 19(1), pages 139-159.
    32. Hollenstein, Heinz, 2004. "Determinants of the adoption of Information and Communication Technologies (ICT): An empirical analysis based on firm-level data for the Swiss business sector," Structural Change and Economic Dynamics, Elsevier, vol. 15(3), pages 315-342, September.
    33. Dave Byrne & Carol Corrado, 2017. "ICT Prices and ICT Services: What Do They Tell Us About Productivity and Technology," International Productivity Monitor, Centre for the Study of Living Standards, vol. 33, pages 150-181, Fall.
    34. Sestino, Andrea & Prete, Maria Irene & Piper, Luigi & Guido, Gianluigi, 2020. "Internet of Things and Big Data as enablers for business digitalization strategies," Technovation, Elsevier, vol. 98(C).
    35. Adela Luque, 2000. "An Option-Value Approach to Technology in U.S. Maufacturing: Evidence from Plant-Level Data," Working Papers 00-12, Center for Economic Studies, U.S. Census Bureau.
    36. Chiara Criscuolo & Jonathan Timmis, 2017. "The Relationship Between Global Value Chains and Productivity," International Productivity Monitor, Centre for the Study of Living Standards, vol. 32, pages 61-83, Spring.
    37. Frey, Carl Benedikt & Osborne, Michael A., 2017. "The future of employment: How susceptible are jobs to computerisation?," Technological Forecasting and Social Change, Elsevier, vol. 114(C), pages 254-280.
    38. Giotopoulos, Ioannis & Kontolaimou, Alexandra & Korra, Efthymia & Tsakanikas, Aggelos, 2017. "What drives ICT adoption by SMEs? Evidence from a large-scale survey in Greece," Journal of Business Research, Elsevier, vol. 81(C), pages 60-69.
    39. DeStefano, Timothy & Kneller, Richard & Timmis, Jonathan, 2018. "Broadband infrastructure, ICT use and firm performance: Evidence for UK firms," Journal of Economic Behavior & Organization, Elsevier, vol. 155(C), pages 110-139.
    40. Flavio Calvino & Chiara Criscuolo & Carlo Menon, 2016. "No Country for Young Firms?: Start-up Dynamics and National Policies," OECD Science, Technology and Industry Policy Papers 29, OECD Publishing.
    41. Queiroz, Maciel M. & Fosso Wamba, Samuel, 2019. "Blockchain adoption challenges in supply chain: An empirical investigation of the main drivers in India and the USA," International Journal of Information Management, Elsevier, vol. 46(C), pages 70-82.
    42. Havranek, Tomas & Irsova, Zuzana, 2011. "Estimating vertical spillovers from FDI: Why results vary and what the true effect is," Journal of International Economics, Elsevier, vol. 85(2), pages 234-244.
    43. Koen De Backer & Timothy DeStefano & Carlo Menon & Jung Ran Suh, 2018. "Industrial robotics and the global organisation of production," OECD Science, Technology and Industry Working Papers 2018/03, OECD Publishing.
    44. Coad, Alex & Segarra, Agustí & Teruel, Mercedes, 2016. "Innovation and firm growth: Does firm age play a role?," Research Policy, Elsevier, vol. 45(2), pages 387-400.
    45. Beltagui, Ahmad & Rosli, Ainurul & Candi, Marina, 2020. "Exaptation in a digital innovation ecosystem: The disruptive impacts of 3D printing," Research Policy, Elsevier, vol. 49(1).
    46. Rebecca Henderson, 1993. "Underinvestment and Incompetence as Responses to Radical Innovation: Evidence from the Photolithographic Alignment Equipment Industry," RAND Journal of Economics, The RAND Corporation, vol. 24(2), pages 248-270, Summer.
    47. Vedat Akgiray, 2019. "The Potential for Blockchain Technology in Corporate Governance," OECD Corporate Governance Working Papers 21, OECD Publishing.
    48. Liang, Jiaochen & Goetz, Stephan J., 2018. "Technology intensity and agglomeration economies," Research Policy, Elsevier, vol. 47(10), pages 1990-1995.
    49. Flavio Calvino & Chiara Criscuolo & Carlo Menon, 2015. "Cross-country evidence on start-up dynamics," OECD Science, Technology and Industry Working Papers 2015/6, OECD Publishing.
    50. Steven J. Davis & John Haltiwanger, 2014. "Labor Market Fluidity and Economic Performance," NBER Working Papers 20479, National Bureau of Economic Research, Inc.
    51. Urbinati, Andrea & Bogers, Marcel & Chiesa, Vittorio & Frattini, Federico, 2019. "Creating and capturing value from Big Data: A multiple-case study analysis of provider companies," Technovation, Elsevier, vol. 84, pages 21-36.
    52. DeStefano,Timothy & Timmis,Jonathan David, 2021. "Robots and Export Quality," Policy Research Working Paper Series 9678, The World Bank.
    53. Anna Giunta & Francesco Trivieri, 2007. "Understanding the determinants of information technology adoption: evidence from Italian manufacturing firms," Applied Economics, Taylor & Francis Journals, vol. 39(10), pages 1325-1334.
    54. Featherston, Charles R. & Ho, Jae-Yun & Brévignon-Dodin, Laure & O'Sullivan, Eoin, 2016. "Mediating and catalysing innovation: A framework for anticipating the standardisation needs of emerging technologies," Technovation, Elsevier, vol. 48, pages 25-40.
    55. Spyros Arvanitis & Heinz Hollenstein, 2001. "The Determinants Of The Adoption Of Advanced Manufacturing Technology," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 10(5), pages 377-414.
    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. Stefan Apostol & Eduardo Hernández-Rodríguez, 2023. "Digitalisation in European regions: Unravelling the impact of relatedness and complexity on digital technology adoption and productivity growth," Papers in Evolutionary Economic Geography (PEEG) 2317, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Aug 2023.
    2. Shuraida, Shadi & Titah, Ryad, 2023. "An examination of cloud computing adoption decisions: Rational choice or cognitive bias?," Technology in Society, Elsevier, vol. 74(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. Czarnitzki, Dirk & Fernández, Gastón P. & Rammer, Christian, 2023. "Artificial intelligence and firm-level productivity," Journal of Economic Behavior & Organization, Elsevier, vol. 211(C), pages 188-205.
    2. Giotopoulos, Ioannis & Kontolaimou, Alexandra & Korra, Efthymia & Tsakanikas, Aggelos, 2017. "What drives ICT adoption by SMEs? Evidence from a large-scale survey in Greece," Journal of Business Research, Elsevier, vol. 81(C), pages 60-69.
    3. Nicoletti, Giuseppe & von Rueden, Christina & Andrews, Dan, 2020. "Digital technology diffusion: A matter of capabilities, incentives or both?," European Economic Review, Elsevier, vol. 128(C).
    4. Goldin, Ian & Koutroumpis, Pantelis & Lafond, François & Winkler, Julian, 2020. "Why is productivity slowing down?," MPRA Paper 99172, University Library of Munich, Germany.
    5. Ian Goldin & Pantelis Koutroumpis & François Lafond & Julian Winkler, 2024. "Why Is Productivity Slowing Down?," Journal of Economic Literature, American Economic Association, vol. 62(1), pages 196-268, March.
    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. DeStefano,Timothy & Timmis,Jonathan David, 2021. "Robots and Export Quality," Policy Research Working Paper Series 9678, The World Bank.
    8. Fındık, Derya & Tansel, Aysit, 2013. "Resources on the stage: a firm level analysis of the ict adoption in Turkey," MPRA Paper 65956, University Library of Munich, Germany, revised 05 Aug 2014.
    9. Delera, Michele & Pietrobelli, Carlo & Calza, Elisa & Lavopa, Alejandro, 2022. "Does value chain participation facilitate the adoption of Industry 4.0 technologies in developing countries?," World Development, Elsevier, vol. 152(C).
    10. Alexander Murray, 2017. "What Explains the Post-2004 U.S.Productivity Slowdown?," CSLS Research Reports 2017-05, Centre for the Study of Living Standards.
    11. Ajay Agrawal & Joshua Gans & Avi Goldfarb, 2019. "Economic Policy for Artificial Intelligence," Innovation Policy and the Economy, University of Chicago Press, vol. 19(1), pages 139-159.
    12. Gordon, Robert J. & Sayed, Hassan, 2020. "Transatlantic Technologies: The Role of ICT in the Evolution of U.S. and European Productivity Growth," CEPR Discussion Papers 15011, C.E.P.R. Discussion Papers.
    13. Maarten de Ridder, 2022. "Market power and innovation in the intangible economy," POID Working Papers 064, Centre for Economic Performance, LSE.
    14. 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.
    15. De Ridder, Maarten, 2024. "Market power and innovation in the intangible economy," LSE Research Online Documents on Economics 120285, London School of Economics and Political Science, LSE Library.
    16. Natália Barbosa & Ana Paula faria, 2022. "Digital adoption and productivity: understanding micro drivers of the aggregate effect," GEE Papers 0162, Gabinete de Estratégia e Estudos, Ministério da Economia, revised Jun 2022.
    17. Guimarães, Luís & Mazeda Gil, Pedro, 2022. "Looking ahead at the effects of automation in an economy with matching frictions," Journal of Economic Dynamics and Control, Elsevier, vol. 144(C).
    18. Fukao, Kyoji & Ikeuchi, Kenta & Kim, YoungGak & Kwon, Hyeog Ug, 2016. "Why was Japan left behind in the ICT revolution?," Telecommunications Policy, Elsevier, vol. 40(5), pages 432-449.
    19. Fındık, Derya & Tansel, Aysit, 2013. "Resources on the stage: a firm level analysis of the ict adoption in Turkey," MPRA Paper 65956, University Library of Munich, Germany, revised 05 Aug 2014.
    20. Peter Bauer & Igor Fedotenkov & Aurelien Genty & Issam Hallak & Peter Harasztosi & David Martinez Turegano & David Nguyen & Nadir Preziosi & Ana Rincon-Aznar & Miguel Sanchez Martinez, 2020. "Productivity in Europe: Trends and drivers in a service-based economy," JRC Research Reports JRC119785, Joint Research Centre.

    More about this item

    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:eee:techno:v:119:y:2023:i:c:s0166497222000244. 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/01664972 .

    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.