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On the economic impacts of COVID‐19: A text mining literature analysis

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  • Hugo S. Gonçalves
  • Sérgio Moro

Abstract

The COVID‐19 outbreak has affected everyday lives worldwide. As governments started to implement confinement and business closure measures, the economic impact was felt by entire societies immediately. The urgency of such a theme has led researchers to study the phenomenon. Accordingly, the purpose of this research is to provide the state of the art on relevant dimensions and hot topics of research to understand the economic impacts of COVID‐19. In this survey, we conduct a text mining analysis of 301 articles published during 2020 which analyzed such economic impacts. By defining a set of relevant dimensions grounded on existing literature, we were able to extract a set of coherent topics that aggregate the collected articles, characterized by the predominance of a few sets of dimensions. We found that the impact on “financial markets” was widely studied, especially in relation to Asia. Next, we found a more diverse range of themes analyzed in Europe, from “government measures” to “macroeconomic variables.” We also discovered that America has not received the same degree of attention, and “institutions,” “Africa,” or “other pandemics” were studied less. We anticipate that future research will proliferate focusing on several themes, from environmental issues to the effectiveness of government measures.

Suggested Citation

  • Hugo S. Gonçalves & Sérgio Moro, 2023. "On the economic impacts of COVID‐19: A text mining literature analysis," Review of Development Economics, Wiley Blackwell, vol. 27(1), pages 375-394, February.
    • Handle: RePEc:bla:rdevec:v:27:y:2023:i:1:p:375-394
    DOI: 10.1111/rode.12931
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    as
    1. Scott R Baker & Robert A Farrokhnia & Steffen Meyer & Michaela Pagel & Constantine Yannelis & Jeffrey Pontiff, 0. "How Does Household Spending Respond to an Epidemic? Consumption during the 2020 COVID-19 Pandemic," The Review of Asset Pricing Studies, Society for Financial Studies, vol. 10(4), pages 834-862.
    2. Niels Joachim Gormsen & Ralph S J Koijen & Nikolai Roussanov, 0. "Coronavirus: Impact on Stock Prices and Growth Expectations," The Review of Asset Pricing Studies, Society for Financial Studies, vol. 10(4), pages 574-597.
    3. Maneenop, Sakkakom & Kotcharin, Suntichai, 2020. "The impacts of COVID-19 on the global airline industry: An event study approach," Journal of Air Transport Management, Elsevier, vol. 89(C).
    4. B. Lahcen & J. Brusselaers & K. Vrancken & Y. Dams & C. Silva Paes & J. Eyckmans & S. Rousseau, 2020. "Green Recovery Policies for the COVID-19 Crisis: Modelling the Impact on the Economy and Greenhouse Gas Emissions," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 76(4), pages 731-750, August.
    5. Altig, Dave & Baker, Scott & Barrero, Jose Maria & Bloom, Nicholas & Bunn, Philip & Chen, Scarlet & Davis, Steven J. & Leather, Julia & Meyer, Brent & Mihaylov, Emil & Mizen, Paul & Parker, Nicholas &, 2020. "Economic uncertainty before and during the COVID-19 pandemic," Journal of Public Economics, Elsevier, vol. 191(C).
    6. World Bank, 2021. "Global Economic Prospects, June 2021," World Bank Publications - Books, The World Bank Group, number 35647.
    7. Sokbae Lee & Yuan Liao & Myung Hwan Seo & Youngki Shin, 2020. "Desperate Times Call For Desperate Measures: Government Spending Multipliers In Hard Times," Economic Inquiry, Western Economic Association International, vol. 58(4), pages 1949-1957, October.
    8. Dieter Helm, 2020. "The Environmental Impacts of the Coronavirus," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 76(1), pages 21-38, May.
    9. Nakatani, Ryota, 2020. "Macroprudential policy and the probability of a banking crisis," Journal of Policy Modeling, Elsevier, vol. 42(6), pages 1169-1186.
    10. Pragyan Deb & Davide Furceri & Jonathan D. Ostry & Nour Tawk, 2022. "The Economic Effects of COVID-19 Containment Measures," Open Economies Review, Springer, vol. 33(1), pages 1-32, February.
    11. Auray, Stéphane & Eyquem, Aurélien, 2020. "The macroeconomic effects of lockdown policies," Journal of Public Economics, Elsevier, vol. 190(C).
    12. Beniamino Callegari & Christophe Feder, 2022. "A Literature Review of Pandemics and Development: the Long-Term Perspective," Economics of Disasters and Climate Change, Springer, vol. 6(1), pages 183-212, March.
    13. Terrie Louise Walmsley & Adam Rose & Dan Wei, 2021. "Impacts on the U.S. macroeconomy of mandatory business closures in response to the COVID-19 Pandemic," Applied Economics Letters, Taylor & Francis Journals, vol. 28(15), pages 1293-1300, September.
    14. repec:hal:spmain:info:hdl:2441/5e33qpbdeh9pgbbfkkp2ddbtam is not listed on IDEAS
    15. Zhao, Bo, 2020. "COVID-19 pandemic, health risks, and economic consequences: Evidence from China," China Economic Review, Elsevier, vol. 64(C).
    16. Callum Jones & Thomas Philippon & Venky Venkateswaran, 2021. "Optimal Mitigation Policies in a Pandemic: Social Distancing and Working from Home [A simple planning problem for covid-19 lockdown]," The Review of Financial Studies, Society for Financial Studies, vol. 34(11), pages 5188-5223.
    17. World Bank, 2021. "Global Economic Prospects, January 2021," World Bank Publications - Books, The World Bank Group, number 34710.
    18. Corbet, Shaen & Hou, Yang (Greg) & Hu, Yang & Oxley, Les & Xu, Danyang, 2021. "Pandemic-related financial market volatility spillovers: Evidence from the Chinese COVID-19 epicentre," International Review of Economics & Finance, Elsevier, vol. 71(C), pages 55-81.
    19. Martin S Eichenbaum & Sergio Rebelo & Mathias Trabandt, 2021. "The Macroeconomics of Epidemics [Economic activity and the spread of viral diseases: Evidence from high frequency data]," The Review of Financial Studies, Society for Financial Studies, vol. 34(11), pages 5149-5187.
    20. Ciner, Cetin, 2021. "Stock return predictability in the time of COVID-19," Finance Research Letters, Elsevier, vol. 38(C).
    21. Thunström, Linda & Newbold, Stephen C. & Finnoff, David & Ashworth, Madison & Shogren, Jason F., 2020. "The Benefits and Costs of Using Social Distancing to Flatten the Curve for COVID-19," Journal of Benefit-Cost Analysis, Cambridge University Press, vol. 11(2), pages 179-195, July.
    22. Anastasios Pappas & Ioannis Kostakis, 2020. "The Driving Factors of EMU Government Bond Yields: The Role of Debt, Liquidity and Fiscal Councils," IJFS, MDPI, vol. 8(3), pages 1-13, September.
    23. Anja Bauer & Enzo Weber, 2021. "COVID-19: how much unemployment was caused by the shutdown in Germany?," Applied Economics Letters, Taylor & Francis Journals, vol. 28(12), pages 1053-1058, July.
    24. Janine Huisman & Jeroen Smits, 2017. "Duration and quality of the peer review process: the author’s perspective," Scientometrics, Springer;Akadémiai Kiadó, vol. 113(1), pages 633-650, October.
    25. W J Wouter Botzen & Olivier Deschenes & Mark Sanders, 2019. "The Economic Impacts of Natural Disasters: A Review of Models and Empirical Studies," Review of Environmental Economics and Policy, Association of Environmental and Resource Economists, vol. 13(2), pages 167-188.
    26. A. Abrizah & A. N. Zainab & K. Kiran & R. G. Raj, 2013. "LIS journals scientific impact and subject categorization: a comparison between Web of Science and Scopus," Scientometrics, Springer;Akadémiai Kiadó, vol. 94(2), pages 721-740, February.
    27. Corbet, Shaen & Hou, Yang (Greg) & Hu, Yang & Larkin, Charles & Oxley, Les, 2020. "Any port in a storm: Cryptocurrency safe-havens during the COVID-19 pandemic," Economics Letters, Elsevier, vol. 194(C).
    28. Zhang, Dayong & Hu, Min & Ji, Qiang, 2020. "Financial markets under the global pandemic of COVID-19," Finance Research Letters, Elsevier, vol. 36(C).
    29. Wen hsiang Chiu & Shih-wei Hung & Chiung-ju Liang, 2020. "The Mediation effect for Bitcoin, Evidence from China Market on the Period of Covid-19 Outbreaking," Economics Bulletin, AccessEcon, vol. 40(3), pages 1985-1993.
    30. Debelle, Guy, 2020. "The Reserve Bank of Australia’s policy actions and balance sheet," Economic Analysis and Policy, Elsevier, vol. 68(C), pages 285-295.
    31. Shehzad, Khurram & Xiaoxing, Liu & Kazouz, Hayfa, 2020. "COVID-19’s disasters are perilous than Global Financial Crisis: A rumor or fact?," Finance Research Letters, Elsevier, vol. 36(C).
    32. Alexandre Truc & François Claveau & Olivier Santerre, 2021. "Economic methodology: a bibliometric perspective," Journal of Economic Methodology, Taylor & Francis Journals, vol. 28(1), pages 67-78, January.
    33. Jorge M. Andraz & Nélia M. Norte & Hugo S. Gonçalves, 2016. "Do tourism spillovers matter in regional economic analysis? An application to Portugal," Tourism Economics, , vol. 22(5), pages 939-963, October.
    34. Angela Ambrosino & Mario Cedrini & John B. Davis & Stefano Fiori & Marco Guerzoni & Massimiliano Nuccio, 2018. "What topic modeling could reveal about the evolution of economics," Journal of Economic Methodology, Taylor & Francis Journals, vol. 25(4), pages 329-348, October.
    35. Drescher, Katharina & Fessler, Pirmin & Lindner, Peter, 2020. "Helicopter money in Europe: New evidence on the marginal propensity to consume across European households," Economics Letters, Elsevier, vol. 195(C).
    36. Laura Alfaro & Anusha Chari & Andrew N. Greenland & Peter K. Schott, 2020. "Aggregate and Firm-Level Stock Returns During Pandemics, in Real Time," NBER Working Papers 26950, National Bureau of Economic Research, Inc.
    37. Mazumder, Sharif, 2020. "How important is social trust during the COVID-19 crisis period? Evidence from the Fed announcements," Journal of Behavioral and Experimental Finance, Elsevier, vol. 28(C).
    38. repec:hal:spmain:info:hdl:2441/32r3ebde539odb82dkmep529vf is not listed on IDEAS
    39. Faria-e-Castro, Miguel, 2021. "Fiscal policy during a pandemic," Journal of Economic Dynamics and Control, Elsevier, vol. 125(C).
    40. Moro, Sérgio & Pires, Guilherme & Rita, Paulo & Cortez, Paulo, 2019. "A text mining and topic modelling perspective of ethnic marketing research," Journal of Business Research, Elsevier, vol. 103(C), pages 275-285.
    41. Umar, Zaghum & Kenourgios, Dimitris & Papathanasiou, Sypros, 2020. "The static and dynamic connectedness of environmental, social, and governance investments: International evidence," Economic Modelling, Elsevier, vol. 93(C), pages 112-124.
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