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The Application of the Soft Modeling Method to Evaluate Changes in Customer Behavior towards e-Commerce in the Time of the Global COVID-19 Pandemic

Author

Listed:
  • Anna Dewalska-Opitek

    (Department of Organizational Relationship Management, University of Economics in Katowice, 40-287 Katowice, Poland)

  • Katarzyna Bilińska

    (Department of Marketing Management and Tourism, University of Economics in Katowice, 40-287 Katowice, Poland)

  • Marek Cierpiał-Wolan

    (Department of Statistics and Econometrics, University of Rzeszów, al. Rejtana 16c, 35-959 Rzeszów, Poland)

Abstract

As a result of the COVID-19 pandemic, business and consumer behavior towards online consumption and digital payments has changed. This trend, although significant, may be observed, to a varying extent, among customers across the European Union. This study aims to investigate if, and to what extent, the COVID-19 pandemic has had a powerful impact on online consumer behavior in EU (European Union) countries. The empirical research using a soft modeling method supplements theoretical deliberations based on critical literature review. A conceptual model was adopted. Three first-order latent variables were selected for the analysis: “online customer behavior”, “online activity” and “willingness to spend online”, to which all analyzed indicators (14) were classified. The analysis of the loadings of latent variables for 2019 and 2020 allowed the impact of the pandemic on customer behavior to be observed, although this was not the same across all EU countries. Clustering performed with the hit map enabled the identification of four groups of countries. Significant changes in behavior were observed in countries such as Poland, Ireland, Romania, Hungary, Slovenia, Spain, and Finland. The results of the classification based on the values of three latent variables indicate that only the composition of one group (Bulgaria and Romania) remained unchanged during the study period. Research discussion was presented, and further fields of study were identified.

Suggested Citation

  • Anna Dewalska-Opitek & Katarzyna Bilińska & Marek Cierpiał-Wolan, 2022. "The Application of the Soft Modeling Method to Evaluate Changes in Customer Behavior towards e-Commerce in the Time of the Global COVID-19 Pandemic," Risks, MDPI, vol. 10(3), pages 1-13, March.
  • Handle: RePEc:gam:jrisks:v:10:y:2022:i:3:p:62-:d:767987
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    References listed on IDEAS

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    1. Mary Loxton & Robert Truskett & Brigitte Scarf & Laura Sindone & George Baldry & Yinong Zhao, 2020. "Consumer Behaviour during Crises: Preliminary Research on How Coronavirus Has Manifested Consumer Panic Buying, Herd Mentality, Changing Discretionary Spending and the Role of the Media in Influencing," JRFM, MDPI, vol. 13(8), pages 1-21, July.
    2. Luiz Antonio Joia & Manuela Lorenzo, 2021. "Zoom In, Zoom Out: The Impact of the COVID-19 Pandemic in the Classroom," Sustainability, MDPI, vol. 13(5), pages 1-19, February.
    3. John Hulland, 1999. "Use of partial least squares (PLS) in strategic management research: a review of four recent studies," Strategic Management Journal, Wiley Blackwell, vol. 20(2), pages 195-204, February.
    4. Fornell, Claes & Robinson, William T, 1983. "Industrial Organization and Consumer Satisfaction-Dissatisfaction," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 9(4), pages 403-412, March.
    5. Allicia Deana Santosa & Nuryanti Taufik & Faizal Haris Eko Prabowo & Mira Rahmawati, 2021. "Continuance intention of baby boomer and X generation as new users of digital payment during COVID-19 pandemic using UTAUT2," Journal of Financial Services Marketing, Palgrave Macmillan, vol. 26(4), pages 259-273, December.
    6. Eger, Ludvík & Komárková, Lenka & Egerová, Dana & MiÄ Ã­k, Michal, 2021. "The effect of COVID-19 on consumer shopping behaviour: Generational cohort perspective," Journal of Retailing and Consumer Services, Elsevier, vol. 61(C).
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    1. Elena B. Zavyalova & Vera A. Volokhina & Marija A. Troyanskaya & Yulia I. Dubova, 2023. "A humanistic model of corporate social responsibility in e-commerce with high-tech support in the artificial intelligence economy," Palgrave Communications, Palgrave Macmillan, vol. 10(1), pages 1-10, December.

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