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Research Articles

The COVID-19 pandemic and shareholder value: impact and mitigation

, & ORCID Icon
Pages 2470-2492 | Received 20 Apr 2022, Accepted 23 Oct 2022, Published online: 25 Nov 2022

References

  • Ali, I., A. Arslan, M. Chowdhury, Z. Khan, and S. Y. Tarba. 2022. “Reimagining Global Food Value Chains Through Effective Resilience to COVID-19 Shocks and Similar Future Events: A Dynamic Capability Perspective.” Journal of Business Research 141: 1–12.
  • Ardolino, M., A. Bacchetti, and D. Ivanov. 2022. “Analysis of the COVID-19 Pandemic's Impacts on Manufacturing: A Systematic Literature Review and Future Research Agenda.” Operations Management Research 15: 551–566.
  • Ateş, M. A., and H. Memiş. 2021. “Embracing Supply Base Complexity: The Contingency Role of Strategic Purchasing.” International Journal of Operations & Production Management 41 (6): 830–859.
  • Ateş, M. A., R. Suurmond, D. Luzzini, and D. Krause. 2022. “Order From Chaos: A Meta-analysis of Supply Chain Complexity and Firm Performance.” Journal of Supply Chain Management 58 (1): 3–30.
  • Bai, C., W. Gao, and J. Sarkis. 2021. “Operational Risks and Firm Market Performance: Evidence From China.” Decision Sciences 52 (4): 920–951.
  • BBC. 2020a. “Coronavirus: Much of ‘the world's factory’ still shut.” (BBC News, February 10, 2020).
  • BBC. 2020b. “Coronavirus: New Look Delays Supplier Payments ‘Indefinitely’.” (BBC News, April 3, 2020).
  • Becker, M., D. Distel, H. Freund, and D. Herring. 2020. “Beyond COVID-19: Rapid Steps That Can Help Machinery and Industrial Automation Companies Recover.” McKinsey & Company, May 26 (2020).
  • Bier, T., A. Lange, and C. H. Glock. 2020. “Methods for Mitigating Disruptions in Complex Supply Chain Structures: A Systematic Literature Review.” International Journal of Production Research 58 (6): 1835–1856.
  • Bode, C., and S. M. Wagner. 2015. “Structural Drivers of Upstream Supply Chain Complexity and the Frequency of Supply Chain Disruptions.” Journal of Operations Management 36 (1): 215–228.
  • Bode, C., S. M. Wagner, K. J. Petersen, and L. M. Ellram. 2011. “Understanding Responses to Supply Chain Disruptions: Insights From Information Processing and Resource Dependence Perspectives.” Academy of Management Journal 54 (4): 833–856.
  • Boehmer, E., J. Musumeci, and A. B. Poulsen. 1991. “Event-study Methodology Under Conditions of Event-induced Variance.” Journal of Financial Economics 30 (2): 253–272.
  • Bose, I., and A. C. M. Leung. 2019. “Adoption of Identity Theft Countermeasures and Its Short- and Long-term Impact on Firm Value.” MIS Quarterly 43 (1): 313–327.
  • Broughton, K. 2021. “Some Companies are Taking Longer to Pay Suppliers Despite Recovery.” (The Wall Street Journal, June 7, 2021).
  • Brown, S. J., and J. B. Warner. 1985. “Using Daily Stock Returns: The Case of Event Studies.” Journal of Financial Economics 14 (1): 3–31.
  • Chatterjee, D., C. Pacini, and V. Sambamurthy. 2002. “The Shareholder-Wealth and Trading-Volume Effects of Information-Technology Infrastructure Investments.” Journal of Management Information Systems 19 (2): 7–42.
  • Cheng, E. 2020. “China Extends Stimulus Measures for Small Businesses – a Sign the Recovery is Not Yet Complete.” (CNBC News, December 23, 2020).
  • Chin, K., and S. E. Needleman. 2020. “Peloton, Pizza and Videogames Grow in Stay-at-Home World.” (The Wall Street Journal, November 5, 2020).
  • Choi, T.-M. 2021. “Risk Analysis in Logistics Systems: A Research Agenda During and After the COVID-19 Pandemic.” Transportation Research Part E: Logistics and Transportation Review 145 (2021): Article ID 102190.
  • Choi, T. Y., D. Rogers, and B. Vakil. 2020. “Coronavirus is a Wake-Up Call for Supply Chain Management.” (Harvard Business Review Digital Articles, March 27, 2020).
  • Colias, M., and R. Bender. 2020. “Auto Giants Swing to Loss During Coronavirus-Driven Downturn.” (The Wall Street Journal, July 30, 2020).
  • Collie, B., A. Wachtmeister, A. Waas, R. Kirn, K. Krebs, and H. Quresh. 2020. “COVID-19's Impact on the Automotive Industry.” (Boston Consulting Group, December 1, 2020).
  • Cooper, R. G. 2021. “Accelerating Innovation: Some Lessons From the Pandemic.” Journal of Product Innovation Management 38 (2): 221–232.
  • Cousins, P., M. Dutordoir, B. Lawson, and J. Q. F. Neto. 2020. “Shareholder Wealth Effects of Modern Slavery Regulation.” Management Science 66 (11): 5265–5289.
  • Craighead, C. W., J. Blackhurst, M. J. Rungtusanatham, and R. B. Handfield. 2007. “The Severity of Supply Chain Disruptions: Design Characteristics and Mitigation Capabilities.” Decision Sciences 38 (1): 131–156.
  • Craighead, C. W., D. J. Ketchen, Jr., and J. L. Darby. 2020. “Pandemics and Supply Chain Management Research: Toward a Theoretical Toolbox.” Decision Sciences 51 (4): 838–866.
  • Cziraki, P., J. Mondria, and T. Wu. 2021. “Asymmetric Attention and Stock Returns.” Management Science 67 (1): 48–71.
  • DOC. 2020. “Quarterly Retails e-Commerce Sales 3rd Quarter 2020.” U.S. Department of Commerce -- Census Bureau News, November 19, 2020.
  • Dohmen, A. E., J. R. Merrick, L. W. Saunders, T. P. Stank, and T. J. Goldsby. 2022. “When Preemptive Risk Mitigation is Insufficient: The Effectiveness of Continuity and Resilience Techniques During COVID-19.” Production and Operations Management, forthcoming. doi: 10.1111/poms.13677.
  • Dolgui, A., D. Ivanov, and B. Sokolov. 2018. “Ripple Effect in the Supply Chain: An Analysis and Recent Literature.” International Journal of Production Research 56 (1–2): 414–430.
  • Dolgui, A., D. Ivanov, and B. Sokolov. 2020. “Reconfigurable Supply Chain: The X-network.” International Journal of Production Research 58 (13): 4138–4163.
  • Duan, C., V. Grover, N. Roberts, and N. Balakrishnan. 2014. “Firm Valuation Effects of the Decision to Adopt Relationally Governed Business Process Outsourcing Arrangements.” International Journal of Production Research 52 (15): 4673–4694.
  • El Baz, J., and S. Ruel. 2021. “Can Supply Chain Risk Management Practices Mitigate the Disruption Impacts on Supply Chains' Resilience and Robustness? Evidence From An Empirical Survey in a COVID-19 Outbreak Era.” International Journal of Production Economics 233 (2021): Article ID 107972.
  • Fama, E. F., and K. R. French. 1998. “Value Versus Growth: The International Evidence.” The Journal of Finance 53 (6): 1975–1999.
  • Felix, I., A. Martin, V. Mehta, and C. Mueller. 2020. “US Food Supply Chain: Disruptions and Implications From COVID-19.” (McKinsey & Company, July 2, 2020).
  • Francis, T., and T. Gryta. 2020. “Coronavirus Shows Cash is King, Even for Biggest U.S. Companies.” (The Wall Street Journal, March 25, 2020).
  • Freund, C. 2021. “Policy Support Can Help Firms Weather COVID-19, But Reach and Targeting Must be Improved.” (World Bank Blogs, January 19, 2021).
  • Friedman, V., S. Maheshwari, and M. J. d. l. Merced. 2020. “J. Crew Files for Bankruptcy in Virus's First Big Retail Casualty.” (The New York Times, May 3, 2020).
  • Gaertner, F. B., J. L. Hoopes, and B. M. Williams. 2020. “Making Only America Great? Non-U.S. Market Reactions to U.S. Tax Reform.” Management Science 66 (2): 687–697.
  • Garcia-Navarro, L., and T. Mak. 2020. “Who is Watching Over Coronavirus Bailout Spending?” (NPR, April 19, 2020).
  • Gault, B. 2020. “TK Maxx Extends Payment Terms.” (Drapers Online, April 6, 2020).
  • Giannoccaro, I., and A. Iftikhar. 2022. “Mitigating Ripple Effect in Supply Networks: The Effect of Trust and Topology on Resilience.” International Journal of Production Research 60 (4): 1178–1195.
  • Gort, M. 1962. Diversification and Integration in American Industry. Princeton: Princeton University Press.
  • Govindarajan, V., and G. Bagla. 2020. “As COVID-19 Disrupts Global Supply Chains, Will Companies Turn to India?” (Harvard Business Review Digital Articles, May 25, 2020).
  • Grube, C., S.-Y. Park, and J. Ruden. 2020. “Moving From Cash Preservation to Cash Excellence for the Next Normal.” (McKinsey & Company, September 29, 2020).
  • Hart, C. 2020. “Fiat Chrysler Production at Risk Due to Coronavirus.” (Supply Management Digital Articles, February 7, 2020).
  • Hau, H., M. Massa, and J. Peress. 2010. “Do Demand Curves for Currencies Slope Down? Evidence From the MSCI Global Index Change.” Review of Financial Studies 23 (4): 1681–1717.
  • Hendricks, K. B., M. Hora, and V. R. Singhal. 2015. “An Empirical Investigation on the Appointments of Supply Chain and Operations Management Executives.” Management Science 61 (7): 1562–1583.
  • Hendricks, K. B., B. W. Jacobs, and V. R. Singhal. 2020. “Stock Market Reaction to Supply Chain Disruptions From the 2011 Great East Japan Earthquake.” Manufacturing & Service Operations Management 22 (4): 683–699.
  • Hendricks, K. B., and V. R. Singhal. 2003. “The Effect of Supply Chain Glitches on Shareholder Wealth.” Journal of Operations Management 21 (5): 501–522.
  • Hendricks, K. B., and V. R. Singhal. 2005. “Association Between Supply Chain Glitches and Operating Performance.” Management Science 51 (5): 695–711.
  • Hendricks, K. B., and V. R. Singhal. 2005. “An Empirical Analysis of the Effect of Supply Chain Disruptions on Long-run Stock Price Performance and Equity Risk of the Firm.” Production and Operations Management 14 (1): 35–52.
  • Hendricks, K. B., and V. R. Singhal. 2009. “Demand-supply Mismatches and Stock Market Reaction: Evidence From Excess Inventory Announcements.” Manufacturing & Service Operations Management11 (3): 509–524.
  • Hendricks, K. B., V. R. Singhal, and R. Zhang. 2009. “The Effect of Operational Slack, Diversification, and Vertical Relatedness on the Stock Market Reaction to Supply Chain Disruptions.” Journal of Operations Management 27 (3): 233–246.
  • Iftikhar, A., L. Purvis, and I. Giannoccaro. 2021. “A Meta-analytical Review of Antecedents and Outcomes of Firm Resilience.” Journal of Business Research 135: 408–425.
  • IMF. 2020. “GDP Report for Selected Countries and Subjects.” (International Monetary Fund: World Economic Outlook Database, October 7, 2020).
  • Ivanov, D. 2018. Structural Dynamics and Resilience in Supply Chain Risk Management. New York: Springer.
  • Ivanov, D. 2020. “Predicting the Impacts of Epidemic Outbreaks on Global Supply Chains: A Simulation-based Analysis on the Coronavirus Outbreak (COVID-19/SARS-CoV-2) Case.” Transportation Research Part E: Logistics and Transportation Review 136: Article ID 101922.
  • Ivanov, D. 2020. “Viable Supply Chain Model: Integrating Agility, Resilience and Sustainability Perspectives–Lessons From and Thinking Beyond the COVID-19 Pandemic.” Annals of Operations Research, doi: 10.1007/s10479--020--03640--6
  • Ivanov, D. 2021. “Supply Chain Viability and the COVID-19 Pandemic: A Conceptual and Formal Generalisation of Four Major Adaptation Strategies.” International Journal of Production Research 59 (12): 3535–3552.
  • Ivanov, D. 2022. “Digital Supply Chain Management and Technology to Enhance Resilience by Building and Using End-to-end Visibility During the COVID-19 Pandemic.” IEEE Transactions on Engineering Management, forthcoming, doi: 10.1109/TEM.2021.3095193.
  • 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.
  • Ivanov, D., and A. Dolgui. 2021. “Stress Testing Supply Chains and Creating Viable Ecosystems.” Operations Management Research 15: 475–486.
  • Ivanov, D., A. Dolgui, and B. Sokolov. 2019. “The Impact of Digital Technology and Industry 4.0 on the Ripple Effect and Supply Chain Risk Analytics.” International Journal of Production Research 57 (3): 829–846.
  • Jacobs, B. W., and V. R. Singhal. 2017. “The Effect of the Rana Plaza Disaster on Shareholder Wealth of Retailers: Implications for Sourcing Strategies and Supply Chain Governance.” Journal of Operations Management 49–51 (1): 52–66.
  • Jacobs, B. W., and V. R. Singhal. 2020. “Shareholder Value Effects of the Volkswagen Emissions Scandal on the Automotive Ecosystem.” Production and Operations Management 29 (10): 2230–2251.
  • Kähkönen, A.-K., P. Evangelista, J. Hallikas, M. Immonen, and K. Lintukangas. 2022. “COVID-19 As a Trigger for Dynamic Capability Development and Supply Chain Resilience Improvement.” International Journal of Production Research, forthcoming, doi: 10.1080/00207543.2021.2009588
  • Kamalahmadi, M., M. Shekarian, and M. Mellat Parast. 2022. “The Impact of Flexibility and Redundancy on Improving Supply Chain Resilience to Disruptions.” International Journal of Production Research60 (6): 1992–2020.
  • Ketchen, D. J., and C. W. Craighead. 2020. “Research At the Intersection of Entrepreneurship, Supply Chain Management, and Strategic Management: Opportunities Highlighted by COVID-19.” Journal of Management 46 (8): 1330–1341.
  • Khan, N. 2020. “New Virus Discovered by Chinese Scientists Investigating Pneumonia Outbreak.” (The Wall Street Journal, January 8, 2020).
  • Klöckner, M., C. G. Schmidt, and S. M. Wagner. 2022. “When Blockchain Creates Shareholder Value: Empirical Evidence From International Firm Announcements.” Production and Operations Management 31 (1): 46–64.
  • Kothari, S., and J. B. Warner. 2006. Econometrics of Event Studies. Vol. A. Amsterdam: Elsevier.
  • Kovach, J. J., M. Hora, A. Manikas, and P. C. Patel. 2015. “Firm Performance in Dynamic Environments: The Role of Operational Slack and Operational Scope.” Journal of Operations Management 37 (1): 1–12.
  • Kubota, Y., and Y. Wang. 2020. “Apple Supplier Foxconn, Hit by Coronavirus, Posts 90% Profit Drop.” (The Wall Street Journal, May 15, 2020).
  • Kutner, M. H., C. J. Nachtsheim, J. Neter, and W. Li. 2005. Applied Linear Statistical Models. Vol. 5. New York: McGraw-Hill Irwin.
  • Lamb, N., and R. Schikorra. 2020. “Dow Commits $3 Million to aid COVID-19 Relief Efforts and Adjusts Manufacturing Processes to Produce Hand Sanitizer.” (Business Wire, March 23, 2020).
  • LeBeau, P., and N. Higgins-Dunn. 2020. “General Motors, Ford and Fiat Chrysler to Temporarily Close all US Factories Due to the Coronavirus.” (CNBC News, March 18, 2020).
  • Lev-Ram, M. 2020. “Who Should be on Your COVID-19 Task Force?” (Fortune, May 25, 2020).
  • Li, Y., X. Wang, T. Gong, and H. Wang. 2022. “Breaking out of the Pandemic: How Can Firms Match Internal Competence with External Resources to Shape Operational Resilience?” Journal of Operations Management, forthcoming, doi: 10.1002/joom.1176
  • Li, G., J. Xue, N. Li, and D. Ivanov. 2022. “Blockchain-supported Business Model Design, Supply Chain Resilience, and Firm Performance.” Transportation Research Part E: Logistics and Transportation Review 163: Article ID 102773.
  • Linton, T., and B. Vakil. 2020. “Coronavirus is Proving we Need More Resilient Supply Chains.” (Harvard Business Review Digital Articles, March 5, 2020).
  • Liu, Z., M. Li, Y. Lei, and X. Zhai. 2022. “A Joint Strategy Based on Ordering and Insurance for Mitigating the Effects of Supply Chain Disruption on Risk-averse Firms.” International Journal of Production Economics 244: Article ID 108375.
  • Lo, C. K., C. S. Tang, Y. Zhou, A. C. Yeung, and D. Fan. 2018. “Environmental Incidents and the Market Value of Firms: An Empirical Investigation in the Chinese Context.” Manufacturing & Service Operations Management 20 (3): 422–439.
  • Malan, A. 2020. “Italian pupplier MTA Restarts Production After Coronavirus Stoppage.” (Automotive News Europe, March 6, 2020).
  • McKinsey. 2020. “How COVID-19 has Pushed Companies Over the Technology Tipping Point – And Transformed Business Forever.” (McKinsey & Company, October 5, 2020).
  • McWilliams, A., and D. Siegel. 1997. “Event Studies in Management Research: Theoretical and Empirical Issues.” Academy of Management Journal 40 (3): 626–657.
  • Mitra, S., and V. Singhal. 2008. “Supply Chain Integration and Shareholder Value: Evidence From Consortium Based Industry Exchanges.” Journal of Operations Management 26 (1): 96–114.
  • Mohammed, A., A. B. L. d. S. Jabbour, and A. Diabat. 2022. “COVID-19 Pandemic Disruption: A Matter of Building Companies' Internal and External Resilience.” International Journal of Production Research, forthcoming, doi: 10.1080/00207543.2021.1970848
  • Monson, C. 2020. “What Small Businesses Need to Survive the Coronavirus Crisis.” (Harvard Business Review Digital Articles, March 27, 2020).
  • Münch, C., and E. Hartmann. 2022. “Transforming Resilience in the Context of a Pandemic: Results From a Cross-industry Case Study Exploring Supply Chain Viability.” International Journal of Production Research, forthcoming, doi: 10.1080/00207543.2022.2029610
  • Ni, J., B. B. Flynn, and F. R. Jacobs. 2016. “The Effect of a Toy Industry Product Recall Announcement on Shareholder Wealth.” International Journal of Production Research 54 (18): 5404–5415.
  • Ovide, S. 2021. “How Big Tech won the pandemic.” (The New York Times, October 12, 2021).
  • Patnayakuni, R., A. Rai, and N. Seth. 2006. “Relational Antecedents of Information Flow Integration for Supply Chain Coordination.” Journal of Management Information Systems 23 (1): 13–49.
  • Raj, A., A. A. Mukherjee, A. B. L. de Sousa Jabbour, and S. K. Srivastava. 2022. “Supply Chain Management During and Post-COVID-19 Pandemic: Mitigation Strategies and Practical Lessons Learned.” Journal of Business Research 142: 1125–1139.
  • Rapoza, K. 2020. “New Data Shows U.S. Companies are Definitely Leaving China.” (Forbes, April 7, 2020).
  • Rauwald, C. 2020. “VW's Factory Shutdown is Costing $13 Million an Hour.” (Bloomberg, March 27, 2020).
  • Rousseeuw, P. J., and A. M. Leroy. 1987. Robust Regression and Outlier Detection. New York: John Wiley & Sons.
  • Ruel, S., and J. El Baz. 2022. “Disaster Readiness' Influence on the Impact of Supply Chain Resilience and Robustness on Firms' Financial Performance: A COVID-19 Empirical Investigation.” International Journal of Production Research, forthcoming, doi: 10.1080/00207543.2021.1962559
  • Ruel, S., J. El Baz, D. Ivanov, and A. Das. 2021. “Supply Chain Viability: Conceptualization, Measurement, and Nomological Validation.” Annals of Operations Research. doi: 10.1007/s10479--021--03974--9
  • Safdar, K. 2020. “Nike's Sales Bounce Back From Coronavirus Slide.” (The Wall Street Journal, September 22, 2020).
  • Saïah, F., D. Vega, H. de Vries, and J. Kembro. 2022. “Process Modularity, Supply Chain Responsiveness, and Moderators: The Médecins Sans Frontières Response to the COVID-19 Pandemic.” Production and Operations Management, forthcoming, doi: 10.1111/poms.13696
  • Salter, M., and W. Weinhold. 1979. Diversification Through Acquisition. New York: Free Press.
  • Saul, J., S. Dowsett, and L. Baertlein. 2020. “Western Supply Chains Buckle as Coronavirus Lockdowns Spread.” (Reuters, March 23, 2020).
  • Schmidt, C. G., D. A. Wuttke, G. P. Ball, and H. S. Heese. 2020. “Does Social Media Elevate Supply Chain Importance? An Empirical Examination of Supply Chain Glitches, Twitter Reactions, and Stock Market Returns.” Journal of Operations Management 66 (6): 646–669.
  • Shen, Z. M., and Y. Sun. 2022. “Strengthening Supply Chain Resilience During COVID-19: A Case Study of JD.com.” Journal of Operations Management, forthcoming, doi: 10.1002/joom.1161
  • Sherman, E. 2020. “94% of the Fortune 1000 are Seeing Coronavirus Supply Chain Disruptions: Report.” (Fortune, February 21, 2020).
  • Shih, W. C. 2020. “Global Supply Chains in a Post-pandemic World.” Harvard Business Review 98 (5): 1–9.
  • Shotter, J., R. Milne, and S. Fleming. 2020. “Flow of Goods Slows as Poland Tightens Borders.” (Financial Times, March 17, 2020).
  • Shumsky, T., and N. Trentmann. 2018. “Delaying Payments to Suppliers Helps Companies Unlock Cash.” (The Wall Street Journal, June 28, 2018).
  • Singh, S., R. Kumar, R. Panchal, and M. K. Tiwari. 2021. “Impact of COVID-19 on Logistics Systems and Disruptions in Food Supply Chain.” International Journal of Production Research 59 (7): 1993–2008.
  • Sodhi, M. S., C. S. Tang, and E. T. Willenson. 2022. “Research Opportunities in Preparing Supply Chains of Essential Goods for Future Pandemics.” International Journal of Production Research, forthcoming, doi: 10.1080/00207543.2021.1884310
  • Splitter, J. 2020. “COVID-19 and Truck Driver Shortage May Threaten Food Supply Chain.” (Forbes, March 18, 2020).
  • Tielmann, A., and D. Schiereck. 2017. “Arising Borders and the Value of Logistic Companies: Evidence From the Brexit Referendum in Great Britain.” Finance Research Letters 20: 22–28.
  • Trentmann, N. 2020. “Companies Adjust Earnings for COVID-19 Costs, but are They Still a One-Time Expense?” (The Wall Street Journal, September 24, 2020).
  • USDT. 2021. “The Cares Act Provides Assistance to Small Businesses.” (U.S. Department of the Treasury, January 8, 2021).
  • van Hoek, R. 2021. “Larger, Counter-intuitive and Lasting–The PSM Role in Responding to the COVID-19 Pandemic, Exploring Opportunities for Theoretical and Actionable Advances.” Journal of Purchasing and Supply Management 27 (3): Article ID 100688.
  • Wahba, P. 2020. “Walmart's e-Commerce Sales Nearly Double as Shoppers go Beyond Groceries in Online Orders.” (Fortune, August 18, 2020).
  • Wayland, M. 2020. “Coronavirus Crippled U.S. Auto Sales in 2020 But it Could Have Been far Worse.” (CNBC News, December 23, 2020).
  • WHO. 2020. “Overview of Public Health and Social Measures in the Context of COVID-19.” World Health Organization, May 18, 2020.
  • Wiengarten, F., D. Fan, C. K. Lo, and M. Pagell. 2017. “The Differing Impacts of Operational and Financial Slack on Occupational Safety in Varying Market Conditions.” Journal of Operations Management 52 (1): 30–45.
  • Wood, L. 2020. “Fitness Equipment Sales Grow by 170% During Coronavirus Lockdown.” (Business Wire, May 7, 2020).
  • Wooldridge, J. M. 2010. Econometric Analysis of Cross Section and Panel Data. 2nd ed. Boston: MIT Press.
  • Worldbank. 2020. “Market Capitalization of Listed Domestic Companies (Current US$).” (The World Bank Database, October 7, 2020.
  • Xu, S., X. Zhang, L. Feng, and W. Yang. 2020. “Disruption Risks in Supply Chain Management: A Literature Review Based on Bibliometric Analysis.” International Journal of Production Research 58 (11): 3508–3526.
  • Yang, J., H. Xie, G. Yu, and M. Liu. 2021. “Antecedents and Consequences of Supply Chain Risk Management Capabilities: An Investigation in the Post-coronavirus Crisis.” International Journal of Production Research 59 (5): 1573–1585.
  • Zsidisin, G. A., B. N. Petkova, and L. Dam. 2016. “Examining the Influence of Supply Chain Glitches on Shareholder Wealth: Does the Reason Matter?” International Journal of Production Research 54 (1): 69–82.