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Research lines on the impact of the COVID-19 pandemic on business. A text mining analysis

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  • Carracedo, Patricia
  • Puertas, Rosa
  • Marti, Luisa

Abstract

COVID-19 has brought about a marked slowdown in global economic development. Companies have been forced to adopt new managerial guidelines to adapt to the difficult conditions and to survive in this “new normal”. The recent and still scarce literature in this field seeks to provide suitable solutions to prevent irreparable disruption and help strengthen business, but does not apply advanced statistical methods to that end. The aim of this paper is to identify the current research lines developed around COVID-19 and their impact on the business environment, applying text mining methodology. The analysis, which uses statistical software R, focuses on systematic review of studies published in prestigious journals of business and marketing areas. In light of the results obtained, three different areas of intervention were identified. The common thread that runs through all of them is the need to introduce new forms of action to improve citizens' quality of life.

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  • Carracedo, Patricia & Puertas, Rosa & Marti, Luisa, 2021. "Research lines on the impact of the COVID-19 pandemic on business. A text mining analysis," Journal of Business Research, Elsevier, vol. 132(C), pages 586-593.
    • Handle: RePEc:eee:jbrese:v:132:y:2021:i:c:p:586-593
    DOI: 10.1016/j.jbusres.2020.11.043
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    1. Sheth, Jagdish, 2020. "Impact of Covid-19 on consumer behavior: Will the old habits return or die?," Journal of Business Research, Elsevier, vol. 117(C), pages 280-283.
    2. He, Hongwei & Harris, Lloyd, 2020. "The impact of Covid-19 pandemic on corporate social responsibility and marketing philosophy," Journal of Business Research, Elsevier, vol. 116(C), pages 176-182.
    3. Ertac, Seda & Gurdal, Mehmet Y., 2012. "Deciding to decide: Gender, leadership and risk-taking in groups," Journal of Economic Behavior & Organization, Elsevier, vol. 83(1), pages 24-30.
    4. Sharma, Amalesh & Adhikary, Anirban & Borah, Sourav Bikash, 2020. "Covid-19′s impact on supply chain decisions: Strategic insights from NASDAQ 100 firms using Twitter data," Journal of Business Research, Elsevier, vol. 117(C), pages 443-449.
    5. Krishnamurthy, Sandeep, 2020. "The future of business education: A commentary in the shadow of the Covid-19 pandemic," Journal of Business Research, Elsevier, vol. 117(C), pages 1-5.
    6. Woodside, Arch G., 2020. "Interventions as experiments: Connecting the dots in forecasting and overcoming pandemics, global warming, corruption, civil rights violations, misogyny, income inequality, and guns," Journal of Business Research, Elsevier, vol. 117(C), pages 212-218.
    7. Wang, Yonggui & Hong, Aoran & Li, Xia & Gao, Jia, 2020. "Marketing innovations during a global crisis: A study of China firms’ response to COVID-19," Journal of Business Research, Elsevier, vol. 116(C), pages 214-220.
    8. Feinerer, Ingo & Hornik, Kurt & Meyer, David, 2008. "Text Mining Infrastructure in R," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 25(i05).
    9. Kirk, Colleen P. & Rifkin, Laura S., 2020. "I'll trade you diamonds for toilet paper: Consumer reacting, coping and adapting behaviors in the COVID-19 pandemic," Journal of Business Research, Elsevier, vol. 117(C), pages 124-131.
    10. Gordon, Adam Vigdor & Ramic, Mirza & Rohrbeck, René & Spaniol, Matthew J., 2020. "50 Years of corporate and organizational foresight: Looking back and going forward," Technological Forecasting and Social Change, Elsevier, vol. 154(C).
    11. Sharma, Piyush & Leung, T.Y. & Kingshott, Russel P.J. & Davcik, Nebojsa S. & Cardinali, Silvio, 2020. "Managing uncertainty during a global pandemic: An international business perspective," Journal of Business Research, Elsevier, vol. 116(C), pages 188-192.
    12. Leung, T.Y. & Sharma, Piyush & Adithipyangkul, Pattarin & Hosie, Peter, 2020. "Gender equity and public health outcomes: The COVID-19 experience," Journal of Business Research, Elsevier, vol. 116(C), pages 193-198.
    13. Mullins, John, 2020. "Are your cash-flow tools recession ready?," Business Horizons, Elsevier, vol. 63(6), pages 693-704.
    14. Sigala, Marianna, 2020. "Tourism and COVID-19: Impacts and implications for advancing and resetting industry and research," Journal of Business Research, Elsevier, vol. 117(C), pages 312-321.
    15. Carnevale, Joel B. & Hatak, Isabella, 2020. "Employee adjustment and well-being in the era of COVID-19: Implications for human resource management," Journal of Business Research, Elsevier, vol. 116(C), pages 183-187.
    16. Bacq, Sophie & Geoghegan, Will & Josefy, Matthew & Stevenson, Regan & Williams, Trenton A., 2020. "The COVID-19 Virtual Idea Blitz: Marshaling social entrepreneurship to rapidly respond to urgent grand challenges," Business Horizons, Elsevier, vol. 63(6), pages 705-723.
    17. Pantano, Eleonora & Pizzi, Gabriele & Scarpi, Daniele & Dennis, Charles, 2020. "Competing during a pandemic? Retailers’ ups and downs during the COVID-19 outbreak," Journal of Business Research, Elsevier, vol. 116(C), pages 209-213.
    18. Eggers, Fabian, 2020. "Masters of disasters? Challenges and opportunities for SMEs in times of crisis," Journal of Business Research, Elsevier, vol. 116(C), pages 199-208.
    19. Sjödin, David & Parida, Vinit & Kohtamäki, Marko & Wincent, Joakim, 2020. "An agile co-creation process for digital servitization: A micro-service innovation approach," Journal of Business Research, Elsevier, vol. 112(C), pages 478-491.
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    8. Ana M. Morales-Hernández & Carlos Fernández-Hernández & Flora M. Díaz-Pérez & Carlos G. García-González, 2022. "Rural tourism networking and covid-19 crisis: a gender perspective," Service Business, Springer;Pan-Pacific Business Association, vol. 16(4), pages 1111-1137, December.
    9. Gebhardt, Maximilian & Spieske, Alexander & Kopyto, Matthias & Birkel, Hendrik, 2022. "Increasing global supply chains’ resilience after the COVID-19 pandemic: Empirical results from a Delphi study," Journal of Business Research, Elsevier, vol. 150(C), pages 59-72.
    10. Sabka Pashova (ed.), 2021. "Quality And Control Of Goods In Conditions Of Covid Pandemic," Conferences of the Center for Goods Quality and Consumer Protection, Publishing house Science and Economics Varna, number 5.
    11. Nishant Saravanan & Jessica Olivares-Aguila & Alejandro Vital-Soto, 2022. "Bibliometric and Text Analytics Approaches to Review COVID-19 Impacts on Supply Chains," Sustainability, MDPI, vol. 14(23), pages 1-33, November.
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    13. Akhter Shareef, Mahmud & Shakaib Akram, Muhammad & Tegwen Malik, F. & Kumar, Vinod & Dwivedi, Yogesh K. & Giannakis, Mihalis, 2023. "An attitude-behavioral model to understand people’s behavior towards tourism during COVID-19 pandemic," Journal of Business Research, Elsevier, vol. 161(C).
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    15. Kingsley Opoku Appiah & Bismark Addai & Wesley Ekuban & Suzzie Owiredua Aidoo & Joseph Amankwah-Amoah, 2022. "Management research and the impact of COVID-19 on performance: a bibliometric review and suggestions for future research," Future Business Journal, Springer, vol. 8(1), pages 1-20, December.
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