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Research Article

Advanced digitalisation and resilience during the COVID-19 pandemic: firm-level evidence from developing and emerging economies

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References

  • Abidi, N., S. Sakha, and M. El Herradi. 2022. “Digitalization and Resilience: Firm-Level Evidence During the COVID-19 Pandemic.” IMF Working Papers 2022 (34): 1. https://doi.org/10.5089/9798400201073.001.
  • Acemoglu, D., and P. Restrepo. 2018. “The Race Between Man and Machine: Implications of Technology for Growth, Factor Shares, and Employment.” American Economic Review 108 (6): 1488–1542. https://doi.org/10.1257/aer.20160696.
  • Acemoglu, D., and P. Restrepo. 2020. “Robots and Jobs: Evidence from US Labor Markets.” Journal of Political Economy 128 (6): 2188–2244. https://doi.org/10.1086/705716.
  • Albrieu, R., J. C. Ferraz, M. Rapetti, C. Brest Lopez, J. Nogueira de Paiva Britto, D. Kupfer, and J. Torracca 2019. The Adoption of Digital Technologies in Developing Countries: Insights from Firm-Level Surveys in Argentina and Brazil. Background Paper Prepared for the Industrial Development Report 2020. United Nations Industrial Development Organization.
  • Alexopoulos, M., and J. Cohen. 2016. “The Medium is the Measure: Technical Change and Employment, 1909—1949.” Review of Economics and Statistics 98 (4): 792–810. https://doi.org/10.1162/REST_a_00588.
  • Altenburg, T., C. Brandi, A. Pegels, A. Stamm, K. Vrolijk, and T. Zintl 2021. COVID-19 – Turning Point in the Process of Industrialisation? Background Paper for the UNIDO Industrial Development Report 2022. United Nations Industrial Development Organization (UNIDO).
  • Andreoni, A. 2021. Robustness to Shocks, Readiness to Change and New Pathways for Resilient Industrialisation. Background Paper Prepared for the Industrial Development Report 2022. United Nations Industrial Development Organization.
  • Andreoni, A., and G. Anzolin 2019. A Revolution in the Making? Challenges and Opportunities of Digital Production Technologies for Developing Countries. Background Paper Prepared for the Industrial Development Report 2020. United Nations Industrial Development Organization.
  • Anzolin, G., A. Andreoni, and A. Zanfei. 2022. “What is Driving Robotisation in the Automotive Value Chain? Empirical Evidence on the Role of FDIs and Domestic Capabilities in Technology Adoption.” Technovation 115:102476. https://doi.org/10.1016/j.technovation.2022.102476.
  • Atkinson, R. D., and J. J. Wu. 2017. “False Alarmism: Technological Disruption and the U.S. Labor Market, 185002015.” SSRN Electronic Journal. https://doi.org/10.2139/ssrn.3066052.
  • Autor, D., and A. Salomons. 2018. “Is Automation Labor Share-Displacing? Productivity Growth, Employment, and the Labor Share.” Brookings Papers on Economic Activity 2018 (1): 1–87. https://doi.org/10.1353/eca.2018.0000.
  • Avenyo, E. K., J. F. Bell, and J. Nyamwena. 2022. “Determinants of Digital technologies’ Adoption in South African Manufacturing: Evidence from a Firm-Level Survey”. CCRED-IDTT Working Paper 2022/01, Centre for Competition, CCRED-IDTT Working Paper 2022/01. https://www.uj.ac.za/wp-content/uploads/2021/10/sarchi-wp-2022-13-avenyo-e-k--bell-j-f--nyamwena-j-october-2022.pdf
  • Bai, J., (Jianqiu), E. Brynjolfsson, W. Jin, S. Steffen, and C. Wan 2021. “Digital Resilience: How Work-From-Home Feasibility Affects Firm Performance.” Working Paper No. 28588; Working Paper Series. National Bureau of Economic Research. https://doi.org/10.3386/w28588.
  • Baum, C. F., H. Lööf, P. Nabavi, and A. Stephan. 2017. “A New Approach to Estimation of the R&D–Innovation–Productivity Relationship.” Economics of Innovation & New Technology 26 (1–2): 121–133. https://doi.org/10.1080/10438599.2016.1202515.
  • Belhadi, A., S. Kamble, C. J. C. Jabbour, A. Gunasekaran, N. O. Ndubisi, and M. Venkatesh. 2021. “Manufacturing and Service Supply Chain Resilience to the COVID-19 Outbreak: Lessons Learned from the Automobile and Airline Industries.” Technological Forecasting & Social Change 163: 120447. doi:10.1016/j.techfore.2020.120447.
  • Benavente, J. M. 2006. “The Role of Research and Innovation in Promoting Productivity in Chile.” Economics of Innovation & New Technology 15 (4–5): 301–315. https://doi.org/10.1080/10438590500512794.
  • Bessen, J. E. 2018. “Automation and Jobs: When Technology Boosts Employment.” SSRN Electronic Journal. https://doi.org/10.2139/ssrn.2935003.
  • Bogliacino, F., and C. Codagnone 2019. Adoption of Industry 4.0 in Developing Countries: Learning from Process Innovation. Background paper prepared for the Industrial Development Report 2020. United Nations Industrial Development Organization.
  • Bogliacino, F., M. Lucchese, L. Nascia, and M. Pianta. 2017. “Modeling the Virtuous Circle of Innovation. A Test on Italian Firms.” Industrial and Corporate Change 26 (3): 467–484. https://doi.org/10.1093/icc/dtw045.
  • Bogliacino, F., G. Perani, M. Pianta, and S. Supino. 2012. “Innovation and Development: The Evidence from Innovation Surveys.” Latin American Business Review 13 (3): 219–261. https://doi.org/10.1080/10978526.2012.730023.
  • Bogliacino, F., and M. Pianta. 2016. “The Pavitt Taxonomy, Revisited: Patterns of Innovation in Manufacturing and Services.” Economia Politica 33 (2): 153–180. https://doi.org/10.1007/s40888-016-0035-1.
  • Bogliacino, F., M. Piva, and M. Vivarelli. 2012. “R&D and Employment: An Application of the LSDVC Estimator Using European Microdata.” Economics Letters 116 (1): 56–59. https://doi.org/10.1016/j.econlet.2012.01.010.
  • Bogliacino, F., and M. Vivarelli. 2012. “The Job Creation Effect of R&d Expenditures.” Australian Economic Papers 51 (2): 96–113. https://doi.org/10.1111/j.1467-8454.2012.00425.x.
  • Brancati, E., R. Brancati, and A. Maresca. 2017. “Global Value Chains, Innovation and Performance: Firm-Level Evidence from the Great Recession.” Journal of Economic Geography 17 (5): 1039–1073. https://doi.org/10.1093/jeg/lbx003.
  • Calzada Olvera, B., M. Gonzalez-Sauri, D.-A. H. Moya, and F. Louvin. 2022. “Covid-19 in Central America: Firm Resilience and Policy Responses on Employment.” Journal of Policy Modeling 44 (6): 1280–1295. https://doi.org/10.1016/j.jpolmod.2022.11.005.
  • Cirera, X., D. Comin, M. Cruz, and K. M. Lee. 2021. Firm-Level Adoption of Technologies in Senegal. The World Bank. https://doi.org/10.1596/1813-9450-9657.
  • Cirera, X., D. Comin, M. Cruz, K. M. Lee, and A. Soares Martins-Neto. 2021a. Firm-Level Technology Adoption in the State of Ceara in Brazil. The World Bank. https://doi.org/10.1596/1813-9450-9568.
  • Cirera, X., D. Comin, M. Cruz, K. M. Lee, and A. Soares Martins-Neto. 2021b. Firm-Level Technology Adoption in Vietnam. The World Bank. https://doi.org/10.1596/1813-9450-9567.
  • Coad, A., and R. Rao. 2008. “Innovation and Firm Growth in High-Tech Sectors: A Quantile Regression Approach.” Research Policy 37 (4): 633–648. https://doi.org/10.1016/j.respol.2008.01.003.
  • Codagnone, C., F. Bogliacino, C. Gómez, F. Folkvord, G. Liva, R. Charris, F. Montealegre, F. Lupiañez Villanueva, and G. A. Veltri. 2021. “Restarting “Normal” Life After COVID-19 and the Lockdown: Evidence from Spain, the United Kingdom, and Italy.” Social Indicators Research 158 (1): 241–265. https://doi.org/10.1007/s11205-021-02697-5.
  • Conz, E., and G. Magnani. 2020. “A Dynamic Perspective on the Resilience of Firms: A Systematic Literature Review and a Framework for Future Research.” European Management Journal 38 (3): 400–412. https://doi.org/10.1016/j.emj.2019.12.004.
  • Crepon, B., E. Duguet, and J. Mairessec. 1998. “Research, Innovation and Productivity: An Econometric Analysis at the Firm Level.” Economics of Innovation & New Technology 7 (2): 115–158. https://doi.org/10.1080/10438599800000031.
  • Crespi, G., and P. Zuniga. 2012. “Innovation and Productivity: Evidence from Six Latin American Countries.” World Development 40 (2): 273–290. https://doi.org/10.1016/j.worlddev.2011.07.010.
  • Damioli, G., V. Van Roy, D. Vertesy, and M. Vivarelli. 2023. “AI Technologies and Employment: Micro Evidence from the Supply Side.” Applied Economics Letters 30 (6): 816–821. doi:10.1080/13504851.2021.2024129.
  • Delera, M., C. Pietrobelli, E. Calza, and A. Lavopa. 2022. “Does Value Chain Participation Facilitate the Adoption of Industry 4.0 Technologies in Developing Countries?” World Development 152:105788. https://doi.org/10.1016/j.worlddev.2021.105788.
  • Del Prete, D., G. Giovannetti, and E. Marvasi. 2017. “Global Value Chains Participation and Productivity Gains for North African Firms.” Review of World Economics 153 (4): 675–701. https://doi.org/10.1007/s10290-017-0292-2.
  • Domini, G., M. Grazzi, D. Moschella, and T. Treibich. 2021. “Threats and Opportunities in the Digital Era: Automation Spikes and Employment Dynamics.” Research Policy 50 (7): 104137. https://doi.org/10.1016/j.respol.2020.104137.
  • Domini, G., M. Grazzi, D. Moschella, and T. Treibich. 2022. “For Whom the Bell Tolls: The Firm-Level Effects of Automation on Wage and Gender Inequality.” Research Policy 51 (7):104533. https://doi.org/10.1016/j.respol.2022.104533.
  • Dormady, N., A. Roa-Henriquez, and A. Rose. 2019. “Economic Resilience of the Firm: A Production Theory Approach.” International Journal of Production Economics 208:446–460. https://doi.org/10.1016/j.ijpe.2018.07.017.
  • European Commission. 2016. Analysis of the Impact of Robotic Systems on Employment in the European Union—Update. Publications Office of the European Union.
  • European Investment Bank.Teruel, M., S. Amaral-García, P. Bauer, A. Coad, C. Domnick, P. Harasztosi, R. Pal. 2022. COVID-19 and the Resilience of European Firms: The Influence of Pre Crisis Productivity, Digitalisation and Growth Performance. EIB Working Paper 2022/13. Publications Office. https://data.europa.eu/doi/10.2867/388751.
  • Fabiani, S., F. Schivardi, and S. Trento. 2005. “ICT Adoption in Italian Manufacturing: Firm-Level Evidence.” Industrial and Corporate Change 14 (2): 225–249. https://doi.org/10.1093/icc/dth050.
  • Fatorachian, H., and H. Kazemi. 2018. “A Critical Investigation of Industry 4.0 in Manufacturing: Theoretical Operationalisation Framework.” Production Planning & Control 29 (8): 633–644. https://doi.org/10.1080/09537287.2018.1424960.
  • Felice, G., F. Lamperti, and L. Piscitello. 2022. “The Employment Implications of Additive Manufacturing.” Industry and Innovation 29 (3): 333–366. https://doi.org/10.1080/13662716.2021.1967730.
  • Ferraz, J. C., D. Kupfer, J. Torracca, and J. N. P. Brito. 2019. “Snapshots of a State of Flux: How Brazilian Industrial Firms Differ in the Adoption of Digital Technologies and Policy Implications.” Journal of Economic Policy Reform 23 (4): 390–407. https://doi.org/10.1080/17487870.2019.1578651.
  • Frey, C. B., and M. A. Osborne. 2017. “The Future of Employment: How Susceptible are Jobs to Computerisation?” Technological Forecasting and Social Change 114:254–280. https://doi.org/10.1016/j.techfore.2016.08.019.
  • Furman, J., and R. Seamans. 2019. “AI and the Economy.” Innovation Policy and the Economy 19: 161–191. https://doi.org/10.1086/699936.
  • Gal, P., G. Nicoletti, T. Renault, S. Sober, and C. Timiliotis 2019. “Digitalisation and Productivity: In Search of the Holy Grail – Firm-Level Empirical Evidence from EU Countries.” OECD Economics Department Working Papers No. 1533; OECD Economics Department Working Papers, Vol. 1533. https://doi.org/10.1787/5080f4b6-en.
  • Gölgeci, I., and S. Y. Ponomarov. 2015. “How Does Firm Innovativeness Enable Supply Chain Resilience? The Moderating Role of Supply Uncertainty and Interdependence.” Technology Analysis & Strategic Management 27 (3): 267–282. https://doi.org/10.1080/09537325.2014.971003.
  • Gómez, J., and P. Vargas. 2012. “Intangible Resources and Technology Adoption in Manufacturing Firms.” Research Policy 41 (9): 1607–1619. https://doi.org/10.1016/j.respol.2012.04.016.
  • Harrison, R., J. Jaumandreu, J. Mairesse, and B. Peters. 2014. “Does Innovation Stimulate Employment? A Firm-Level Analysis Using Comparable Micro-Data from Four European Countries.” International Journal of Industrial Organization 35:29–43. https://doi.org/10.1016/j.ijindorg.2014.06.001.
  • Hu, S., and Y. Zhang. 2021. “COVID-19 Pandemic and Firm Performance: Cross-Country Evidence.” International Review of Economics & Finance 74:365–372. https://doi.org/10.1016/j.iref.2021.03.016.
  • Ivanov, D., and A. Dolgui. 2020. “Viability of Intertwined Supply Networks: Extending the Supply Chain Resilience Angles Towards Survivability. A Position Paper Motivated by COVID-19 Outbreak.” International Journal of Production Research 58 (10): 2904–2915. https://doi.org/10.1080/00207543.2020.1750727.
  • Jolliffe, I. T., and J. Cadima. 2016. “Principal Component Analysis: A Review and Recent Developments.” Philosophical Transactions of the Royal Society A: Mathematical, Physical & Engineering Sciences 374 (2065): 20150202. https://doi.org/10.1098/rsta.2015.0202.
  • Kamalahmadi, M., and M. M. Parast. 2016. “A Review of the Literature on the Principles of Enterprise and Supply Chain Resilience: Major Findings and Directions for Future Research.” International Journal of Production Economics 171:116–133. https://doi.org/10.1016/j.ijpe.2015.10.023.
  • Kinkel, S., M. Baumgartner, and E. Cherubini. 2022. “Prerequisites for the Adoption of AI Technologies in Manufacturing – Evidence from a Worldwide Sample of Manufacturing Companies.” Technovation 110:102375. https://doi.org/10.1016/j.technovation.2021.102375.
  • Krammer, S. M. S. 2022. “Navigating the New Normal: Which Firms Have Adapted Better to the COVID-19 Disruption?” Technovation 110:102368. https://doi.org/10.1016/j.technovation.2021.102368.
  • Kupfer, D., J. C. Ferraz, and J. Torracca. 2019. A Comparative Analysis on Digitalization in Industry in Selected Developing Countries: Firm Level Data on Industry 4.0. Background paper prepared for the Industrial Development Report 2020. United Nations Industrial Development Organization.
  • Lampropoulos, G., K. Siakas, and T. Anastasiadis. 2019. “Internet of Things in the Context of Industry 4.0: An Overview an OVERVIEW: Lampropoulos G., Siakas.” International Journal of Entrepreneurial Knowledge 7 (1). https://doi.org/10.37335/ijek.v7i1.84.
  • Liao, Y., F. Deschamps, E. D. F. R. Loures, and L. F. P. Ramos. 2017. “Past, Present and Future of Industry 4.0—A Systematic Literature Review and Research Agenda Proposal.” International Journal of Production Research 55 (12): 3609–3629. https://doi.org/10.1080/00207543.2017.1308576.
  • Lööf, H., J. Mairesse, and P. Mohnen. 2017. “CDM 20 Years After.” Economics of Innovation & New Technology 26 (1–2): 1–5. https://doi.org/10.1080/10438599.2016.1202522.
  • Mandel, M. 2017. How Ecommerce Creates Jobs and Reduces Income Inequality. Washington, D.C.: Progressive Policy Institute. http://www.progressivepolicy.org/wp-content/uploads/2017/09/PPI_ECommerceInequality-final.pdf.
  • McKinsey & Company. 2020. “How COVID-19 has pushed companies over the technology tipping point—And transformed business foreve.” In McKinsey Digital and Strategy & Corporate Finance Practices. McKinsey & Company. https://www.mckinsey.com/~/media/McKinsey/Business%20Functions/Strategy%20and%20Corporate%20Finance/Our%20Insights/How%20COVID%2019%20has%20pushed%20companies%20over%20the%20technology%20tipping%20point%20and%20transformed%20business%20forever/How-COVID-19-has-pushed-companies-over-the%20technology%20tipping-point-final.pdf.
  • Mohnen, P., and B. H. Hall. 2013. “Innovation and Productivity: An Update.” Eurasian Business Review 3 (1): 47–65. https://doi.org/10.14208/BF03353817.
  • Monostori, L., B. Kádár, T. Bauernhansl, S. Kondoh, S. Kumara, G. Reinhart, O. Sauer, G. Schuh, W. Sihn, and K. Ueda. 2016. “Cyber-Physical Systems in Manufacturing.” CIRP Annals 65 (2): 621–641. https://doi.org/10.1016/j.cirp.2016.06.005.
  • Montalbano, P., S. Nenci, and C. Pietrobelli. 2018. “Opening and Linking Up: Firms, GVCs, and Productivity in Latin America.” Small Business Economics 50 (4): 917–935. https://doi.org/10.1007/s11187-017-9902-6.
  • Morrison, A., C. Pietrobelli, and R. Rabellotti. 2008. “Global Value Chains and Technological Capabilities: A Framework to Study Learning and Innovation in Developing Countries.” Oxford Development Studies 36 (1): 39–58. https://doi.org/10.1080/13600810701848144.
  • Obrenovic, B., J. Du, D. Godinic, D. Tsoy, M. A. S. Khan, and I. Jakhongirov. 2020. “Sustaining Enterprise Operations and Productivity During the COVID-19 Pandemic: “Enterprise Effectiveness and Sustainability Model”.” Sustainability 12 (15): 5981. https://doi.org/10.3390/su12155981.
  • OECD. 2011. ISIC Rev.3 Technology Intensity Definition—Classification of Manufacturing Industries into Categories Based on R&D Intensities.
  • Okorie, O., R. Subramoniam, F. Charnley, J. Patsavellas, D. Widdifield, and K. Salonitis. 2020. “Manufacturing in the Time of COVID-19: An Assessment of Barriers and Enablers.” IEEE Engineering Management Review 48 (3): 167–175. https://doi.org/10.1109/EMR.2020.3012112.
  • Papadopoulos, T., S. P. Singh, K. Spanaki, A. Gunasekaran, and R. Dubey. 2021. “Towards the Next Generation of Manufacturing: Implications of Big Data and Digitalization in the Context of Industry 4.0.” Production Planning & Control 33 (2–3): 101–104. https://doi.org/10.1080/09537287.2020.1810767.
  • Pereira, A. C., and F. Romero. 2017. “A Review of the Meanings and the Implications of the Industry 4.0 Concept.” Procedia Manufacturing 13:1206–1214. https://doi.org/10.1016/j.promfg.2017.09.032.
  • Pérez, C. 2010. “Technological Dynamism and Social Inclusion in Latin America: A Resource-Based Production Development Strategy.” CEPAL Review No100 2010 (100): 121–141. https://doi.org/10.18356/7dce2f27-en.
  • Pietrobelli, C. 1997. “On the Theory of Technological Capabilities and Developing Countries’ Dynamic Comparative Advantage in Manufactures.” Rivista Internazionale Di Scienze Economiche e Commerciali 24 (2): 18.
  • PwC. 2018. Global Digital Operations Study 2018. Digital Champions: How Industry Leaders Build Integrated Operations Ecosystems to Deliver End-To-End Customer Solutions. PricewaterhouseCoopers. https://www.strategyand.pwc.com/gx/en/insights/industry4-0/global-digital-operations-study-digital-champions.pdf.
  • Rindfleisch, A., M. O’Hern, and V. Sachdev. 2017. “The Digital Revolution, 3D Printing, and Innovation as Data.” Journal of Product Innovation Management 34 (5): 681–690. https://doi.org/10.1111/jpim.12402.
  • Rose, A. 2007. “Economic Resilience to Natural and Man-Made Disasters: Multidisciplinary Origins and Contextual Dimensions.” Environmental Hazards 7 (4): 383–398. https://doi.org/10.1016/j.envhaz.2007.10.001.
  • Saliola, F., and A. Zanfei. 2009. “Multinational Firms, Global Value Chains and the Organization of Knowledge Transfer.” Research Policy 38 (2): 369–381. https://doi.org/10.1016/j.respol.2008.11.003.
  • Seamans, R., and M. Raj 2018. “AI, Labor, Productivity and the Need for Firm-Level Data.” Working Paper No. 24239. National Bureau of Economic Research. https://doi.org/10.3386/w24239.
  • Seetharaman, P., and R. Parthiban. 2021. The Great Reset: Shifting Contours of Businesses in Emerging Markets. Background Paper Prepared for the Industrial Development Report 2022. United Nations Industrial Development Organization.
  • Stock, T., M. Obenaus, S. Kunz, and H. Kohl. 2018. “Industry 4.0 as Enabler for a Sustainable Development: A Qualitative Assessment of Its Ecological and Social Potential.” Process Safety and Environmental Protection 118:254–267. https://doi.org/10.1016/j.psep.2018.06.026.
  • Tybout, J. R. 2000. “Manufacturing Firms in Developing Countries: How Well Do They Do, and Why?” Journal of Economic Literature 38 (1): 11–44. https://doi.org/10.1257/jel.38.1.11.
  • UNDRR (United Nations Office for Disaster Risk Reduction), 2020. Resilience. Terminology. Available at: https://www.undrr.org/terminology/resilience [Accessed October 2021]
  • UNIDO. 2019. Industrial Development Report 2020. Industrializing in the Digital Age. United Nations Industrial Development Organization.
  • UNIDO. 2021. Industrial Development Report 2022: The Future of Industrialization in a Post-Pandemic World. United Nations Industrial Development Organization.
  • Valero, A., C. Riom, and J. Oliveira-Cunha 2021. “The Business Response to COVID-19 One Year On: Findings from the Second Wave of the CEP-CBI Survey on Technology Adoption.” Centre for Economic Performance, Covid-19 Analysis Series(No. 024, November).
  • Van Reenen, J. 1997. “Employment and Technological Innovation: Evidence from U.K. Manufacturing Firms.” Journal of Labor Economics 15 (2): 255–284. https://doi.org/10.1086/209833.
  • Vivarelli, M. 2014. “Innovation, Employment and Skills in Advanced and Developing Countries: A Survey of Economic Literature.” Journal of Economic Issues 48 (1): 123–154. https://doi.org/10.2753/JEI0021-3624480106.
  • Yu, X., G. Dosi, M. Grazzi, and J. Lei. 2017. “Inside the Virtuous Circle Between Productivity, Profitability, Investment and Corporate Growth: An Anatomy of Chinese Industrialization.” Research Policy 46 (5): 1020–1038. https://doi.org/10.1016/j.respol.2017.03.006
  • Zolas, N., Z. Kroff, E. Brynjolfsson, K. McElheran, D. Beede, C. Buffington, N. Goldschlag, L. Foster, and E. Dinlersoz 2020. “Advanced Technologies Adoption and Use by U.S. Firms: Evidence from the Annual Business Survey.” No. w28290; p. w28290. National Bureau of Economic Research. https://doi.org/10.3386/w28290.

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