IDEAS home Printed from https://ideas.repec.org/a/bla/rdevec/v27y2023i1p375-394.html
   My bibliography  Save this article

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

Author

Listed:
  • 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
    as

    Download full text from publisher

    File URL: https://doi.org/10.1111/rode.12931
    Download Restriction: no

    File URL: https://libkey.io/10.1111/rode.12931?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    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. Zhao, Bo, 2020. "COVID-19 pandemic, health risks, and economic consequences: Evidence from China," China Economic Review, Elsevier, vol. 64(C).
    3. 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.
    4. Auray, Stéphane & Eyquem, Aurélien, 2020. "The macroeconomic effects of lockdown policies," Journal of Public Economics, Elsevier, vol. 190(C).
    5. 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]," Review of Financial Studies, Society for Financial Studies, vol. 34(11), pages 5149-5187.
    6. 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.
    7. 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.
    8. 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.
    9. Zhang, Dayong & Hu, Min & Ji, Qiang, 2020. "Financial markets under the global pandemic of COVID-19," Finance Research Letters, Elsevier, vol. 36(C).
    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. 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.
    12. 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.
    13. 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.
    14. 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.
    15. 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).
    16. 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).
    17. 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.
    18. 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.
    19. 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).
    20. 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.
    21. World Bank, 2021. "Global Economic Prospects, June 2021," World Bank Publications - Books, The World Bank Group, number 35647, December.
    22. 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.
    23. 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.
    24. Nakatani, Ryota, 2020. "Macroprudential policy and the probability of a banking crisis," Journal of Policy Modeling, Elsevier, vol. 42(6), pages 1169-1186.
    25. 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.
    26. 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.
    27. repec:hal:spmain:info:hdl:2441/5e33qpbdeh9pgbbfkkp2ddbtam is not listed on IDEAS
    28. 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]," Review of Financial Studies, Society for Financial Studies, vol. 34(11), pages 5188-5223.
    29. World Bank, 2021. "Global Economic Prospects, January 2021," World Bank Publications - Books, The World Bank Group, number 34710, December.
    30. Ciner, Cetin, 2021. "Stock return predictability in the time of COVID-19," Finance Research Letters, Elsevier, vol. 38(C).
    31. 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.
    32. 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.
    33. 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.
    34. 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).
    35. 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.
    36. 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).
    37. 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.
    38. 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).
    39. repec:hal:spmain:info:hdl:2441/32r3ebde539odb82dkmep529vf is not listed on IDEAS
    40. Faria-e-Castro, Miguel, 2021. "Fiscal policy during a pandemic," Journal of Economic Dynamics and Control, Elsevier, vol. 125(C).
    41. 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.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Jialei Jiang & Eun-Mi Park & Seong-Taek Park, 2021. "The Impact of the COVID-19 on Economic Sustainability—A Case Study of Fluctuation in Stock Prices for China and South Korea," Sustainability, MDPI, vol. 13(12), pages 1-17, June.
    2. Garriga, Carlos & Manuelli, Rody & Sanghi, Siddhartha, 2022. "Optimal management of an epidemic: Lockdown, vaccine and value of life," Journal of Economic Dynamics and Control, Elsevier, vol. 140(C).
    3. Papadamou, Stephanos & Fassas, Athanasios & Kenourgios, Dimitris & Dimitriou, Dimitrios, 2020. "Direct and Indirect Effects of COVID-19 Pandemic on Implied Stock Market Volatility: Evidence from Panel Data Analysis," MPRA Paper 100020, University Library of Munich, Germany.
    4. Greta Keliuotyte-Staniuleniene & Julius Kviklis, 2021. "Assessing the reaction of the Baltic stock market to the spread of the COVID-19 pandemic," Technium Social Sciences Journal, Technium Science, vol. 25(1), pages 260-272, November.
    5. Ștefan Cristian Gherghina & Daniel Ștefan Armeanu & Camelia Cătălina Joldeș, 2020. "Stock Market Reactions to COVID-19 Pandemic Outbreak: Quantitative Evidence from ARDL Bounds Tests and Granger Causality Analysis," IJERPH, MDPI, vol. 17(18), pages 1-35, September.
    6. Abel Brodeur & David Gray & Anik Islam & Suraiya Bhuiyan, 2021. "A literature review of the economics of COVID‐19," Journal of Economic Surveys, Wiley Blackwell, vol. 35(4), pages 1007-1044, September.
    7. Jean-Noël Barrot & Basile Grassi & Julien Sauvagnat, 2020. "Estimating the Costs and Benefits of Mandated Business Closures in a Pandemic," Working Papers hal-02896739, HAL.
    8. David Bounie & Youssouf Camara & John Galbraith, 2020. "Consumers’ Mobility, Expenditure and Online-Offline Substitution Response to COVID-19: Evidence from French Transaction Data," Cahiers de recherche 14-2020, Centre interuniversitaire de recherche en économie quantitative, CIREQ.
    9. Michael Barnett & Greg Buchak & Constantine Yannelis, 2023. "Epidemic responses under uncertainty," Proceedings of the National Academy of Sciences, Proceedings of the National Academy of Sciences, vol. 120(2), pages 2208111120-, January.
    10. Szczygielski, Jan Jakub & Charteris, Ailie & Bwanya, Princess Rutendo & Brzeszczyński, Janusz, 2022. "The impact and role of COVID-19 uncertainty: A global industry analysis," International Review of Financial Analysis, Elsevier, vol. 80(C).
    11. Ricardo J Caballero & Alp Simsek, 2021. "A Model of Endogenous Risk Intolerance and LSAPs: Asset Prices and Aggregate Demand in a “COVID-19” Shock [Financial intermediaries and the cross-section of asset returns]," Review of Financial Studies, Society for Financial Studies, vol. 34(11), pages 5522-5580.
    12. Szczygielski, Jan Jakub & Charteris, Ailie & Bwanya, Princess Rutendo & Brzeszczyński, Janusz, 2023. "Which COVID-19 information really impacts stock markets?," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 84(C).
    13. Deng, Tianjie & Xu, Tracy & Lee, Young Jin, 2022. "Policy responses to COVID-19 and stock market reactions - An international evidence," Journal of Economics and Business, Elsevier, vol. 119(C).
    14. Pattanaporn Chatjuthamard & Pavitra Jindahra & Pattarake Sarajoti & Sirimon Treepongkaruna, 2021. "The effect of COVID‐19 on the global stock market," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 61(3), pages 4923-4953, September.
    15. Harjoto, Maretno Agus & Rossi, Fabrizio & Lee, Robert & Sergi, Bruno S., 2021. "How do equity markets react to COVID-19? Evidence from emerging and developed countries," Journal of Economics and Business, Elsevier, vol. 115(C).
    16. Hakan Yilmazkuday, 2021. "Changes in Consumption in the Early COVID-19 Era: Zip-Code Level Evidence from the U.S," JRFM, MDPI, vol. 14(10), pages 1-10, October.
    17. Silva, Thiago Christiano & Wilhelm, Paulo Victor Berri & Tabak, Benjamin Miranda, 2022. "The role of non-critical business and telework propensity in international stock markets during the COVID-19 pandemic," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 79(C).
    18. Teng, Bin & Wang, Sicong & Shi, Yufeng & Sun, Yunchuan & Wang, Wei & Hu, Wentao & Shi, Chaojun, 2022. "Economic recovery forecasts under impacts of COVID-19," Economic Modelling, Elsevier, vol. 110(C).
    19. repec:thr:techub:10025:y:2021:i:1:p:260-272 is not listed on IDEAS
    20. Yugang He & Yinhui Wang, 2022. "Macroeconomic Effects of COVID-19 Pandemic: Fresh Evidence from Korea," Sustainability, MDPI, vol. 14(9), pages 1-14, April.
    21. Khan, Safi Ullah, 2022. "Financing constraints and firm-level responses to the COVID-19 pandemic: International evidence," Research in International Business and Finance, Elsevier, vol. 59(C).

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:bla:rdevec:v:27:y:2023:i:1:p:375-394. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Wiley Content Delivery (email available below). General contact details of provider: http://www.blackwellpublishing.com/journal.asp?ref=1363-6669 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.