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Nonlinear effects of digitalization on export activities: an empirical investigation in European countries

    Nguyen Thi Hong Nham Affiliation
    ; Nguyen Khac Quoc Bao Affiliation
    ; Le Thanh Ha Affiliation

Abstract

Our study is the first to empirically analyze the nonlinear relationship between digitalization and export value and diversification. This paper measures the digital transformation process in terms of digital connectivity, uses of the internet, e-business, e-commerce, and e-government. The various econometrics techniques are applied for the database of 23 European countries during the period 2015–2020. The vital findings should be conveyed here. First, the bottlenecks of export values could be resolved by promoting digital transformation. However, the non-linear reverted U-shaped relationship between digitalization and export diversification suggests that positive effects only appear when the digital activities, especially in digital connectivity, humans with digital skills, use of internet services, or digital public services reaches a certain threshold. Second, the positive influence of digitalization on exports stems from a reduction in export cost and export time to deal with documentary and border compliance as well as improvements in competence and quality of logistic services and quality of trade and transport-related infrastructure, thus enhancing exports. Third, the role of digital connectivity and the integration of digital technology into business and commerce become especially important for export diversification.

Keyword : digital transformation, export value and diversification, European countries

How to Cite
Nham, N. T. H., Bao, N. K. Q., & Ha, L. T. (2023). Nonlinear effects of digitalization on export activities: an empirical investigation in European countries. Technological and Economic Development of Economy, 29(3), 1041–1079. https://doi.org/10.3846/tede.2023.17061
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May 24, 2023
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This work is licensed under a Creative Commons Attribution 4.0 International License.

References

Aditya, A., & Acharyya, R. (2013). Export diversification, composition, and economic growth: Evidence from cross-country analysis. The Journal of International Trade & Economic Development, 22(7), 959–992. https://doi.org/10.1080/09638199.2011.619009

Agosin, M. R., Alvarez, R., & Bravo-Ortega, C. (2012). Determinants of export diversification around the world: 1962–2000. The World Economy, 35(3), 295–315. https://doi.org/10.1111/j.1467-9701.2011.01395.x

Alcácer, J., Cantwell, J., & Piscitello, L. (2016). Internationalization in the information age: A new era for places, firms, and international business networks? Journal of International Business Studies, 47(5), 499–512. https://doi.org/10.1057/jibs.2016.22

Ali, M., Cantner, U., & Roy, I. (2016). Knowledge spillovers through FDI and trade: The moderating role of quality-adjusted human capital. Journal of Evolutionary Economics, 26(4), 837–868. https://doi.org/10.1007/s00191-016-0462-8

Arellano, M., & Bover, O. (1995). Another look at the instrumental variable estimation of error-components models. Journal of Econometrics, 68(1), 29–51. https://doi.org/10.1016/0304-4076(94)01642-D

Awan, U., Sroufe, R., & Shahbaz, M. (2021). Industry 4.0 and the circular economy: A literature review and recommendations for future research. Business Strategy and the Environment, 30(4), 2038–2060. https://doi.org/10.1002/bse.2731

Azar, G., & Ciabuschi, F. (2017). Organizational innovation, technological innovation, and export performance: The effects of innovation radicalness and extensiveness. International Business Review, 26(2), 324–336. https://doi.org/10.1016/j.ibusrev.2016.09.002

Baker McKenzie. (2020, April 8). Beyond COVID-19: Supply chain resilience holds key to recovery. Chicago, IL. LMIC-CIMT. Retrieved August 7, 2021, from https://lmic-cimt.ca/now-of-work/baker-mckenzie-2020-april-8-beyond-COVID-19-supply-chain-resilience-holds-key-to-recovery-chicago-il/

Bayram, M., Springer, S., Garvey, C. K., & Özdemir, V. (2020). COVID-19 digital health innovation policy: A portal to alternative futures in the making. OMICS: A Journal of Integrative Biology, 24(8), 460–469. https://doi.org/10.1089/omi.2020.0089

Beck, N., & Katz, J. N. (1995). What to do (and not to do) with time-series cross-section data. American Political Science Review, 89(3), 634–647. https://doi.org/10.2307/2082979

Ben Hammouda, H., Karingi, S., Njuguna, A., & Sadni Jallab, M. (2006). Diversification: Towards a new paradigm for Africa’s development (MPRA Paper No. 13359). University Library of Munich, Germany. https://ideas.repec.org/p/pra/mprapa/13359.html

Bettiol, M., Capestro, M., Marchi, V. D., & Maria, E. D. (2020). Industry 4.0 investments in manufacturing firms and internationalization (“Marco Fanno” Working Papers No. 0245). Dipartimento di Scienze Economiche “Marco Fanno.” https://ideas.repec.org/p/pad/wpaper/0245.html

Blundell, R., & Bond, S. (1998). Initial conditions and moment restrictions in dynamic panel data models. Journal of Econometrics, 87(1), 115–143. https://doi.org/10.1016/S0304-4076(98)00009-8

Bojnec, S., & Ferto, I. (2010, March). Market-creating effect of the internet on food trade. In 84th Annual Conference. Edinburgh, Scotland, 91958. Agricultural Economics Society. https://ideas.repec.org/p/ags/aesc10/91958.html

Bossong, R., & Rhinard, M. (2013). The EU internal security strategy: Towards a more coherent approach to EU Security? Studia Diplomatica, 66(2), 45–58.

Branstetter, L. (2006). Is foreign direct investment a channel of knowledge spillovers? Evidence from Japan’s FDI in the United States. Journal of International Economics, 68(2), 325–344. https://doi.org/10.1016/j.jinteco.2005.06.006

Cabral, M. H., & Veiga, P. (2010). Determinants of export diversification and sophistication in Sub-Saharan Africa (FEUNL Working Paper Series No. 550). SSRN. https://doi.org/10.2139/ssrn.1665116

Cadot, O., Carrère, C., & Strauss-Kahn, V. (2011). Export diversification: What’s behind the hump? The Review of Economics and Statistics, 93(2), 590–605. https://doi.org/10.1162/REST_a_00078

Canh, N. P., & Thanh, S. D. (2020). Financial development and the shadow economy: A multi-dimensional analysis. Economic Analysis and Policy, 67, 37–54. https://doi.org/10.1016/j.eap.2020.05.002

Centobelli, P., Cerchione, R., Chiaroni, D., Del Vecchio, P., & Urbinati, A. (2020). Designing business models in circular economy: A systematic literature review and research agenda. Business Strategy and the Environment, 29(4), 1734–1749. https://doi.org/10.1002/bse.2466

Chiarvesio, M., & Romanello, R. (2018). Industry 4.0 technologies and internationalization: Insights from Italian companies. In R. van Tulder, A. Verbeke, & L. Piscitello (Eds.), International business in the information and digital age (Vol. 13, pp. 357–378). Emerald Publishing Limited. https://doi.org/10.1108/S1745-886220180000013015

Dalenogare, L. S., Benitez, G. B., Ayala, N. F., & Frank, A. G. (2018). The expected contribution of Industry 4.0 technologies for industrial performance. International Journal of Production Economics, 204, 383–394. https://doi.org/10.1016/j.ijpe.2018.08.019

Daszak, P. (2012). Anatomy of a pandemic. The Lancet, 380(9857), 1883–1884. https://doi.org/10.1016/S0140-6736(12)61887-X

de Piñeres, S. A. G., & Ferrantino, M. (1997). Export diversification and structural dynamics in the growth process: The case of Chile. Journal of Development Economics, 52(2), 375–391. https://doi.org/10.1016/S0304-3878(96)00446-4

Dethine, B., Enjolras, M., & Monticolo, D. (2020). Digitalization and SMEs’ export management: Impacts on resources and capabilities. Technology Innovation Management Review, 10(4), 18–34. https://doi.org/10.22215/timreview/1344

Digital Economy and Society Index. (2021). Shaping Europe’s digital future. DESI. Retrieved April 3, 2022, from https://digital-strategy.ec.europa.eu/en/library/digital-economy-and-society-index-desi-2021

Dingel, J. I., & Neiman, B. (2020). How many jobs can be done at home? Journal of Public Economics, 189, 104235. https://doi.org/10.1016/j.jpubeco.2020.104235

El-Haggar, S. (2007). Sustainable industrial design and waste management: Cradle-to-cradle for sustainable development. Academic Press. Retrieved November 20, 2021, from https://www.elsevier.com/books/sustainable-industrial-design-and-waste-management/el-haggar/978-0-12-373623-9

Espoir, L. M. (2020). Determinant of export diversification: An empirical analysis in the case of SADC countries. International Journal of Research in Business and Social Science (2147-4478), 9(7), 130–144. https://doi.org/10.20525/ijrbs.v9i7.942

European Commission. (2021a). EU citizens: Over half seek health information online. Products Eurostat News. Retrieved October 6, 2021, from https://ec.europa.eu/eurostat/web/products-eurostat-news/-/edn-20220406-1

European Commission. (2021b). European Green Deal: Commission adopts new proposals to stop deforestation, innovate sustainable waste management and make soils healthy for people, nature and climate. Brussels. Retrieved November 20, 2021, from https://ec.europa.eu/commission/presscorner/detail/en/IP_21_5916

Ferdous, F. B. (2011). Export diversification in East Asian economies: Some factors affecting the scenario. International Journal of Social Science and Humanity, 1(1), 13–18. https://doi.org/10.7763/IJSSH.2011.V1.3

Fernandes, N. (2020). Economic effects of coronavirus outbreak (COVID-19) on the World Economy (IESE Business School Working Paper No. WP-1240-E). SSRN. https://doi.org/10.2139/ssrn.3557504

Feroz, A. K., Zo, H., & Chiravuri, A. (2021). Digital transformation and environmental sustainability: A review and research agenda. Sustainability, 13(3), 1530. https://doi.org/10.3390/su13031530

Ferrari, F., Striani, R., Minosi, S., De Fazio, R., Visconti, P., Patrono, L., Catarinucci, L., Esposito Corcione, C., & Greco, A. (2020). An innovative IoT-oriented prototype platform for the management and valorisation of the organic fraction of municipal solid waste. Journal of Cleaner Production, 247, 119618. https://doi.org/10.1016/j.jclepro.2019.119618

Ford, T. E., Colwell, R. R., Rose, J. B., Morse, S. S., Rogers, D. J., & Yates, T. L. (2009). Using satellite images of environmental changes to predict infectious disease outbreaks. Emerging Infectious Diseases, 15(9), 1341–1346. https://doi.org/10.3201/eid/1509.081334

Freund, C. L., & Weinhold, D. (2004). The effect of the Internet on international trade. Journal of International Economics, 62(1), 171–189. https://doi.org/10.1016/S0022-1996(03)00059-X

Gala, P., Camargo, J., Magacho, G., & Rocha, I. (2018). Sophisticated jobs matter for economic complexity: An empirical analysis based on input-output matrices and employment data. Structural Change and Economic Dynamics, 45, 1–8. https://doi.org/10.1016/j.strueco.2017.11.005

Gnangnon, S. K. (2019). Aid for trade and export diversification in recipient-countries. The World Economy, 42(2), 396–418. https://doi.org/10.1111/twec.12711

Gopinath, G. (2020). Limiting the economic fallout of the coronavirus with large targeted policies. In R. Baldwin & B. Weder di Mauro (Eds.), Mitigating the COVID economic crisis: Act fast and do whatever it takes (pp. 41–48). CEPR Press.

Guerrieri, V., Lorenzoni, G., Straub, L., & Werning, I. (2020). Macroeconomic implications of COVID-19: Can negative supply shocks cause demand shortages? (Working Paper No. 26918). National Bureau of Economic Research. https://doi.org/10.3386/w26918

Ha, L. T. (2022). Are digital business and digital public services a driver for better energy security? Evidence from a European sample. Environmental Science and Pollution Research, 29, 27232–27256. https://doi.org/10.1007/s11356-021-17843-2

Ha, L. T., Dung, H. P., & Thanh, T. T. (2021). Economic complexity and shadow economy: A multi-dimensional analysis. Economic Analysis and Policy, 72, 408–422. https://doi.org/10.1016/j.eap.2021.09.011

Hilty, L., Lohmann, W., & Huang, E. M. (2011). Sustainability and ICT – An overview of the field. Notizie Di Politeia, 27(104), 13–28.

Hodey, L. S., Oduro, A. D., & Senadza, B. (2015). Export diversification and economic growth in Sub-Saharan Africa. Journal of African Development, 17(2), 67–81. https://doi.org/10.5325/jafrideve.17.2.0067

Honarvar, A. R., & Sami, A. (2019). Towards sustainable smart city by particulate matter prediction using urban Big Data, excluding expensive air pollution infrastructures. Big Data Research, 17, 56–65. https://doi.org/10.1016/j.bdr.2018.05.006

Hong, P. M. (2021). The importance of export diversification for developing ASEAN economies. Perspective, 80, 1–15. https://think-asia.org/handle/11540/13803

Hovardas, T. (2016). Two paradoxes with one stone: A critical reading of ecological modernization. Ecological Economics, 130, 1–7. https://doi.org/10.1016/j.ecolecon.2016.06.023

Ibn-Mohammed, T., Mustapha, K. B., Godsell, J., Adamu, Z., Babatunde, K. A., Akintade, D. D., Acquaye, A., Fujii, H., Ndiaye, M. M., Yamoah, F. A., & Koh, S. C. L. (2021). A critical analysis of the impacts of COVID-19 on the global economy and ecosystems and opportunities for circular economy strategies. Resources, Conservation and Recycling, 164, 105169. https://doi.org/10.1016/j.resconrec.2020.105169

Im, K. S., Pesaran, M. H., & Shin, Y. (2003). Testing for unit roots in heterogeneous panels. Journal of Econometrics, 115(1), 53–74. https://doi.org/10.1016/S0304-4076(03)00092-7

Imbs, J., & Wacziarg, R. (2003). Stages of diversification. American Economic Review, 93(1), 63–86. https://doi.org/10.1257/000282803321455160

Jebril, N. (2020). World Health Organization declared a pandemic public health menace: A systematic review of the coronavirus disease 2019 “COVID-19” (ID 3566298). SSRN. https://doi.org/10.2139/ssrn.3566298

Krugman, P., & Venables, A. J. (1995). The seamless world: A spatial model of international specialization (Working Paper No. 5220). National Bureau of Economic Research. https://doi.org/10.3386/w5220

Laplume, A. O., Petersen, B., & Pearce, J. M. (2016). Global value chains from a 3D printing perspective. Journal of International Business Studies, 47(5), 595–609. https://doi.org/10.1057/jibs.2015.47

Lawless, M., Siedschlag, I., & Studnicka, Z. (2019). Firm strategies in expanding and diversifying exports. The World Economy, 42(2), 349–375. https://doi.org/10.1111/twec.12702

Lee, Y., & Falahat, M. (2019). The impact of digitalization and resources on gaining competitive advantage in international markets: Mediating role of marketing, innovation and learning capabilities. Technology Innovation Management Review, 9(11), 26–39. https://doi.org/10.22215/timreview/1281

Melitz, M. J. (2003). The impact of trade on intra-industry reallocations and aggregate industry productivity. Econometrica, 71(6), 1695–1725. https://doi.org/10.1111/1468-0262.00467

Mosikari, T. J., & Eita, J. H. (2020). Modelling asymmetric relationship between exports and growth in a developing economy: Evidence from Namibia. South African Journal of Economic and Management Sciences, 23(1), a2905.

Nguyen, C. P., Schinckus, C., & Su, T. D. (2020). The drivers of economic complexity: International evidence from financial development and patents. International Economics, 164, 140–150. https://doi.org/10.1016/j.inteco.2020.09.004

OECD. (2020). Leveraging digital trade to fight the consequences of COVID-19. Retrieved August 6, 2021, from https://www.oecd.org/coronavirus/policy-responses/leveraging-digital-trade-to-fight-the-consequences-of-COVID-19-f712f404/

Özsoy, S., Ergüzel, O. Ş., Ersoy, A. Y., & Saygılı, M. (2022). The impact of digitalization on export of high technology products: A panel data approach. The Journal of International Trade & Economic Development, 31(2), 277–298. https://doi.org/10.1080/09638199.2021.1965645

Parente, P. M. D. C., & Santos Silva, J. M. C. (2012). A cautionary note on tests of overidentifying restrictions. Economics Letters, 115(2), 314–317. https://doi.org/10.1016/j.econlet.2011.12.047

Parteka, A., & Tamberi, M. (2013). What determines export diversification in the development process? Empirical assessment. The World Economy, 36(6), 807–826. https://doi.org/10.1111/twec.12064

Pesaran, M. H. (2021). General diagnostic tests for cross-sectional dependence in panels. Empirical Economics, 60(1), 13–50. https://doi.org/10.1007/s00181-020-01875-7

Pontones-Rosa, C., Pérez-Morote, R., & Santos-Peñalver, J. F. (2021). ICT-based public policies and depopulation in hollowed-out Spain: A survey analysis on the digital divide and citizen satisfaction. Technological Forecasting and Social Change, 169, 120811. https://doi.org/10.1016/j.techfore.2021.120811

Porter, M. E., & Heppelmann, J. E. (2014, November 1). How smart, connected products are transforming competition. Harvard Business Review. https://hbr.org/2014/11/how-smart-connected-products-are-transforming-competition

Ranney, M. L., Griffeth, V., & Jha, A. K. (2020). Critical supply shortages – The need for ventilators and personal protective equipment during the COVID-19 pandemic. New England Journal of Medicine, 382(18), e41. https://doi.org/10.1056/NEJMp2006141

Rehnberg, M., & Ponte, S. (2018). From smiling to smirking? 3D printing, upgrading and the restructuring of global value chains. Global Networks, 18(1), 57–80. https://doi.org/10.1111/glob.12166

Roodman, D. (2009). How to do Xtabond2: An introduction to difference and system GMM in stata. The Stata Journal, 9(1), 86–136. https://doi.org/10.1177/1536867X0900900106

Roy, V., & Singh, S. (2017). Mapping the business focus in sustainable production and consumption literature: Review and research framework. Journal of Cleaner Production, 150, 224–236. https://doi.org/10.1016/j.jclepro.2017.03.040

Samuelson, P. A. (1952). The transfer problem and transport costs: The terms of trade when impediments are absent. The Economic Journal, 62(246), 278–304. https://doi.org/10.2307/2227005

Scholz, R. W. (2017). Digital threat and vulnerability management: The SVIDT method. Sustainability, 9(4), 554. https://doi.org/10.3390/su9040554

Sergi, B. S., Popkova, E. G., Bogoviz, A. V., & Litvinova, T. N. (2019). Future outlines in the sphere of education in the age of the information economy. In Understanding Industry 4.0: AI, the Internet of things, and the future of work (pp. 73–78). Emerald Publishing Limited. https://doi.org/10.1108/978-1-78973-311-220191022

Sharma, G. D., Yadav, A., & Chopra, R. (2020). Artificial intelligence and effective governance: A review, critique and research agenda. Sustainable Futures, 2, 100004. https://doi.org/10.1016/j.sftr.2019.100004

Sohrabi, C., Alsafi, Z., O’Neill, N., Khan, M., Kerwan, A., Al-Jabir, A., Iosifidis, C., & Agha, R. (2020). World Health Organization declares global emergency: A review of the 2019 novel coronavirus (COVID-19). International Journal of Surgery, 76, 71–76. https://doi.org/10.1016/j.ijsu.2020.02.034

Sołoducho-Pelc, L., & Sulich, A. (2020). Between sustainable and temporary competitive advantages in the unstable business environment. Sustainability, 12(21), 8832. https://doi.org/10.3390/su12218832

Solomon, E. M., & van Klyton, A. (2020). The impact of digital technology usage on economic growth in Africa. Utilities Policy, 67, 101104. https://doi.org/10.1016/j.jup.2020.101104

Strange, R., & Zucchella, A. (2017). Industry 4.0, global value chains and international business. Multinational Business Review, 25(3), 174–184. https://doi.org/10.1108/MBR-05-2017-0028

Sulich, A., Rutkowska, M., Krawczyk-Jezierska, A., Jezierski, J., & Zema, T. (2021). Cybersecurity and sustainable development. Procedia Computer Science, 192, 20–28. https://doi.org/10.1016/j.procs.2021.08.003

Sweet, C., & Eterovic, D. (2019). Do patent rights matter? 40 years of innovation, complexity and productivity. World Development, 115, 78–93. https://doi.org/10.1016/j.worlddev.2018.10.009

Venables, A. J., & Limão, N. (2002). Geographical disadvantage: A Heckscher–Ohlin–von Thünen model of international specialisation. Journal of International Economics, 58(2), 239–263. https://doi.org/10.1016/S0022-1996(01)00168-4

Webster, R. G. (1997). Predictions for future human influenza pandemics. The Journal of Infectious Diseases, 176(Suppl 1), S14–S19. https://doi.org/10.1086/514168

Wen, H., Lee, C.-C., & Song, Z. (2021). Digitalization and environment: How does ICT affect enterprise environmental performance? Environmental Science and Pollution Research, 28, 54826–54841. https://doi.org/10.1007/s11356-021-14474-5

Windmeijer, F. (2005). A finite sample correction for the variance of linear efficient two-step GMM estimators. Journal of Econometrics, 126(1), 25–51. https://doi.org/10.1016/j.jeconom.2004.02.005

Zhang, Y., Ren, S., Liu, Y., & Si, S. (2017). A big data analytics architecture for cleaner manufacturing and maintenance processes of complex products. Journal of Cleaner Production, 142(Part 2), 626–641. https://doi.org/10.1016/j.jclepro.2016.07.123