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Adoption and Development of the Fourth Industrial Revolution Technology: Features and Determinants

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  • Hyuk Chung

    (School of Economics, Chung-Ang University, Seoul 06724, Korea)

Abstract

Firms have been undergoing a fundamental transformation of the Fourth Industrial Revolution, and the transformation is driven by the adoption and development of innovative technology such as big data or artificial intelligence. While the impacts of the Fourth Industrial Revolution technology on economic performance have been actively documented, Korean firm-level data indicates that still, the majority of firms have not yet utilized the Fourth Industrial Revolution technology. Hence, this study examines determinants and propensity for adopting and developing the Fourth Industrial Revolution technology. Probit model estimations show that size, internal R&D intensity, the ratio of intangible assets to the sum of intangible and tangible assets, and patent rights are positively associated with adopting and developing the innovative technology, while there are sectoral differences. Notably, a strategic alliance is the most substantial factor for the propensity of adopting and developing the Fourth Industrial Revolution technology. In sum, this study finds that not only internally accumulated intangibles and R&D investment but also active collaboration with other firms can facilitate diffusion of the Fourth Industrial Revolution technology. Therefore, building up the environment to prompt collaboration can be another effective way to accelerate transformation in addition to supporting R&D and intangible investment.

Suggested Citation

  • Hyuk Chung, 2021. "Adoption and Development of the Fourth Industrial Revolution Technology: Features and Determinants," Sustainability, MDPI, vol. 13(2), pages 1-16, January.
  • Handle: RePEc:gam:jsusta:v:13:y:2021:i:2:p:871-:d:481636
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    1. Nicholas Oulton, 2002. "ICT and Productivity Growth in the United Kingdom," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 18(3), pages 363-379.
    2. Belderbos, Rene & Carree, Martin & Lokshin, Boris, 2004. "Cooperative R&D and firm performance," Research Policy, Elsevier, vol. 33(10), pages 1477-1492, December.
    3. Shenglang Yang & Yixiao Zhou & Ligang Song, 2018. "Determinants of Intangible Investment and Its Impacts on Firms' Productivity: Evidence from Chinese Private Manufacturing Firms," China & World Economy, Institute of World Economics and Politics, Chinese Academy of Social Sciences, vol. 26(6), pages 1-26, November.
    4. Vandermerwe, Sandra & Rada, Juan, 1988. "Servitization of business: Adding value by adding services," European Management Journal, Elsevier, vol. 6(4), pages 314-324, December.
    5. Bronwyn Hall, 2004. "The financing of research and development," Chapters, in: Anthony Bartzokas & Sunil Mani (ed.), Financial Systems, Corporate Investment in Innovation, and Venture Capital, chapter 2, Edward Elgar Publishing.
    6. Aghion, Philippe & Howitt, Peter, 1992. "A Model of Growth through Creative Destruction," Econometrica, Econometric Society, vol. 60(2), pages 323-351, March.
    7. Carol Corrado & Charles Hulten & Daniel Sichel, 2005. "Measuring Capital and Technology: An Expanded Framework," NBER Chapters, in: Measuring Capital in the New Economy, pages 11-46, National Bureau of Economic Research, Inc.
    8. Kevin J. Fox & Thomas Niebel & Mary O'Mahony & Marianne Saam, 2017. "The Contribution of Intangible Assets to Sectoral Productivity Growth in the EU," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 63, pages 49-67, February.
    9. Hall, Bronwyn H. & Lerner, Josh, 2010. "The Financing of R&D and Innovation," Handbook of the Economics of Innovation, in: Bronwyn H. Hall & Nathan Rosenberg (ed.), Handbook of the Economics of Innovation, edition 1, volume 1, chapter 0, pages 609-639, Elsevier.
    10. Arrighetti, Alessandro & Landini, Fabio & Lasagni, Andrea, 2014. "Intangible assets and firm heterogeneity: Evidence from Italy," Research Policy, Elsevier, vol. 43(1), pages 202-213.
    11. Carol Corrado & Jonathan Haskel & Cecilia Jona-Lasinio, 2017. "Knowledge Spillovers, ICT and Productivity Growth," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 79(4), pages 592-618, August.
    12. Murat Ocak & Derya Fındık, 2019. "The Impact of Intangible Assets and Sub-Components of Intangible Assets on Sustainable Growth and Firm Value: Evidence from Turkish Listed Firms," Sustainability, MDPI, vol. 11(19), pages 1-23, September.
    13. Dirk Czarnitzki, 2006. "Research And Development In Small And Medium‐Sized Enterprises: The Role Of Financial Constraints And Public Funding," Scottish Journal of Political Economy, Scottish Economic Society, vol. 53(3), pages 335-357, July.
    14. Jung, Hyejin & Hwang, JungTae & Kim, Byung-Keun, 2018. "Does R&D investment increase SME survival during a recession?," Technological Forecasting and Social Change, Elsevier, vol. 137(C), pages 190-198.
    15. Brown, James R. & Martinsson, Gustav & Petersen, Bruce C., 2012. "Do financing constraints matter for R&D?," European Economic Review, Elsevier, vol. 56(8), pages 1512-1529.
    16. Nathan Chappell & Adam Jaffe, 2018. "Intangible Investment and Firm Performance," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 52(4), pages 509-559, June.
    17. Juan A. Máñez & María E. Rochina‐Barrachina & Amparo Sanchis & Juan A. Sanchis, 2009. "The Role Of Sunk Costs In The Decision To Invest In R&D," Journal of Industrial Economics, Wiley Blackwell, vol. 57(4), pages 712-735, December.
    18. Bruce Tether, 2005. "Do Services Innovate (Differently)? Insights from the European Innobarometer Survey," Industry and Innovation, Taylor & Francis Journals, vol. 12(2), pages 153-184.
    19. Maria Elena Bontempi & Jacques Mairesse, 2015. "Intangible capital and productivity at the firm level: a panel data assessment," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 24(1-2), pages 22-51, March.
    20. Patrik Gustavsson Tingvall & Patrik Karpaty, 2011. "Service-sector competition, innovation and R&D," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 20(1), pages 63-88.
    21. P. Guerrieri & M. Luciani & V. Meliciani, 2011. "The determinants of investment in information and communication technologies," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 20(4), pages 387-403.
    22. Hyunbae Chun & Sung-Bae Mun, 2012. "Determinants of R&D cooperation in small and medium-sized enterprises," Small Business Economics, Springer, vol. 39(2), pages 419-436, September.
    23. Bronwyn H. Hall & Pietro Moncada-Paternò-Castello & Sandro Montresor & Antonio Vezzani, 2016. "Financing constraints, R&D investments and innovative performances: new empirical evidence at the firm level for Europe," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 25(3), pages 183-196, April.
    24. Bronwyn H. Hall & Nathan Rosenberg (ed.), 2010. "Handbook of the Economics of Innovation," Handbook of the Economics of Innovation, Elsevier, edition 1, volume 1, number 1.
    25. Zhiang (John) Lin & Haibin Yang & Bindu Arya, 2009. "Alliance partners and firm performance: resource complementarity and status association," Strategic Management Journal, Wiley Blackwell, vol. 30(9), pages 921-940, September.
    26. Dirk Czarnitzki & Hanna Hottenrott, 2011. "Financial Constraints: Routine Versus Cutting Edge R&D Investment," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 20(1), pages 121-157, March.
    27. Charles R. Hulten & Xiaohui Hao, 2008. "What is a Company Really Worth? Intangible Capital and the "Market to Book Value" Puzzle," NBER Working Papers 14548, National Bureau of Economic Research, Inc.
    28. Carol Corrado & John Haltiwanger & Daniel Sichel, 2005. "Measuring Capital in the New Economy," NBER Books, National Bureau of Economic Research, Inc, number corr05-1.
    29. Baruch Lev & Suresh Radhakrishnan, 2003. "The Measurement of Firm-Specific Organization Capital," NBER Working Papers 9581, National Bureau of Economic Research, Inc.
    30. Kim, Gyu-Pan & Lee, Hyong-Kun & Kim, Jonghyuk & Kwon, Hyuk Ju, 2018. "The Fourth Industrial Revolution in Major Countries and Its Implications of Korea: U.S., Germany and Japan Cases," World Economy Brief 18-20, Korea Institute for International Economic Policy.
    31. Alessandra Colecchia & Paul Schreyer, 2002. "ICT Investment and Economic Growth in the 1990s: Is the United States a Unique Case? A Comparative Study of Nine OECD Countries," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 5(2), pages 408-442, April.
    32. Cohen, Wesley M & Klepper, Steven, 1996. "Firm Size and the Nature of Innovation within Industries: The Case of Process and Product R&D," The Review of Economics and Statistics, MIT Press, vol. 78(2), pages 232-243, May.
    33. Belderbos, Rene & Carree, Martin & Lokshin, Boris, 2004. "Cooperative R&D and firm performance," Research Policy, Elsevier, vol. 33(10), pages 1477-1492, December.
    34. Carol Corrado & Jonathan Haskel & Cecilia Jona-Lasinio & Massimiliano Iommi, 2013. "Innovation and intangible investment in Europe, Japan, and the United States," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 29(2), pages 261-286, SUMMER.
    35. James R. Brown & Steven M. Fazzari & Bruce C. Petersen, 2009. "Financing Innovation and Growth: Cash Flow, External Equity, and the 1990s R&D Boom," Journal of Finance, American Finance Association, vol. 64(1), pages 151-185, February.
    36. Min Xu & Jeanne M. David & Suk Hi Kim, 2018. "The Fourth Industrial Revolution: Opportunities and Challenges," International Journal of Financial Research, International Journal of Financial Research, Sciedu Press, vol. 9(2), pages 90-95, April.
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    2. Adekoya, Oluwasegun B. & Oliyide, Johnson A. & Saleem, Owais & Adeoye, Habeeb A., 2022. "Asymmetric connectedness between Google-based investor attention and the fourth industrial revolution assets: The case of FinTech and Robotics & Artificial intelligence stocks," Technology in Society, Elsevier, vol. 68(C).

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