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The environmental impact of buying groceries online/offline pre and during COVID-19. Any changes?

Author

Listed:
  • Marcucci, Edoardo
  • Gatta, Valerio
  • de Oliveira Leite Nascimento, Carla
  • Aziz, Soukaina
  • Ayagah, Prince
  • Montero, Tania

Abstract

COVID-19 has represented a watershed in people's lifestyle. One important consequence has been the change in how people buy groceries online/offline that represent the most frequent shopping-related trip any household performs. Since this has substantially different transport and environmental implications, it is crucial to investigate what are the COVID-19-induced variations. This paper estimates both travel and environmental impacts grocery channel choice implies by comparing, in a diachronic fashion, the pre and during COVID-19 situation in Norway, considering alternative scenarios describing different service configurations for each channel considered. Stated preferences are used to estimate market shares for grocery purchase distinguishing between different channels: in-store, home delivery and click&pick. The robust comparative analysis between the two time periods is guaranteed by the use of the same methodological approach in the same geographical context. Results show that total emissions are lower during the pandemic and adopting a free delivery strategy not only increases home delivery market shares but also produces the lowest level of CO2 emissions regardless of COVID-19. The results obtained are particularly relevant in the "new normal" the world is experiencing both from a public policymaking perspective, when promoting transport-related interventions to curb emissions, and from a private standpoint, when customising market strategies to increase sales and profits.

Suggested Citation

  • Marcucci, Edoardo & Gatta, Valerio & de Oliveira Leite Nascimento, Carla & Aziz, Soukaina & Ayagah, Prince & Montero, Tania, 2024. "The environmental impact of buying groceries online/offline pre and during COVID-19. Any changes?," Transport Policy, Elsevier, vol. 149(C), pages 222-233.
    • Handle: RePEc:eee:trapol:v:149:y:2024:i:c:p:222-233
    DOI: 10.1016/j.tranpol.2024.01.028
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    as
    1. Kvalsvik, Fifi, 2022. "Understanding the role of situational factors on online grocery shopping among older adults," Journal of Retailing and Consumer Services, Elsevier, vol. 68(C).
    2. Amit Kumar & Vishrut S. Landge & Sumeet Jaiswal, 2023. "Changes in online and in-store shopping behaviour pre- and post-COVID-19: a case study from Indian city Nagpur," Transportation Planning and Technology, Taylor & Francis Journals, vol. 46(6), pages 710-728, August.
    3. Le Pira, Michela & Marcucci, Edoardo & Gatta, Valerio & Inturri, Giuseppe & Ignaccolo, Matteo & Pluchino, Alessandro, 2017. "Integrating discrete choice models and agent-based models for ex-ante evaluation of stakeholder policy acceptability in urban freight transport," Research in Transportation Economics, Elsevier, vol. 64(C), pages 13-25.
    4. Juan Carlos Martín & Francesca Pagliara & Concepción Román, 2019. "The Research Topics on E-Grocery: Trends and Existing Gaps," Sustainability, MDPI, vol. 11(2), pages 1-15, January.
    5. Johannes Voester & Bjoern Ivens & Alexander Leischnig, 2017. "Partitioned pricing: review of the literature and directions for further research," Review of Managerial Science, Springer, vol. 11(4), pages 879-931, October.
    6. Jindal, Rupinder P. & Gauri, Dinesh K. & Li, Wanyu & Ma, Yu, 2021. "Omnichannel battle between Amazon and Walmart: Is the focus on delivery the best strategy?," Journal of Business Research, Elsevier, vol. 122(C), pages 270-280.
    7. Alina Butu & Ioan Sebastian Brumă & Lucian Tanasă & Steliana Rodino & Codrin Dinu Vasiliu & Sebastian Doboș & Marian Butu, 2020. "The Impact of COVID-19 Crisis upon the Consumer Buying Behavior of Fresh Vegetables Directly from Local Producers. Case Study: The Quarantined Area of Suceava County, Romania," IJERPH, MDPI, vol. 17(15), pages 1-25, July.
    8. Budziński, Wiktor & Daziano, Ricardo, 2023. "Preferences for online grocery shopping during the COVID-19 pandemic — the role of fear-related attitudes," Journal of choice modelling, Elsevier, vol. 47(C).
    9. Lucia Rotaris & Romeo Danielis & Igor Sarman & Edoardo Marcucci, 2012. "Testing for nonlinearity in the choice of a freight transport service," European Transport \ Trasporti Europei, ISTIEE, Institute for the Study of Transport within the European Economic Integration, issue 50, pages 1-4.
    10. Wagner, Laura & Pinto, Catarina & Amorim, Pedro, 2021. "On the Value of Subscription Models for Online Grocery Retail," European Journal of Operational Research, Elsevier, vol. 294(3), pages 874-894.
    11. Edoardo Marcucci & Amanda Stathopoulos & Valerio Gatta & Eva Valeri, 2012. "A Stated Ranking Experiment to Study Policy Acceptance: The Case of Freight Operators in Rome?s LTZ," SCIENZE REGIONALI, FrancoAngeli Editore, vol. 2012(3), pages 11-30.
    12. Pernot, Delphine, 2021. "Internet shopping for Everyday Consumer Goods: An examination of the purchasing and travel practices of click and pickup outlet customers," Research in Transportation Economics, Elsevier, vol. 87(C).
    13. Valerio Gatta & Edoardo Marcucci, 2016. "Stakeholder-specific data acquisition and urban freight policy evaluation: evidence, implications and new suggestions," Transport Reviews, Taylor & Francis Journals, vol. 36(5), pages 585-609, September.
    14. Train,Kenneth E., 2009. "Discrete Choice Methods with Simulation," Cambridge Books, Cambridge University Press, number 9780521747387, January.
    15. Jasper Grashuis & Theodoros Skevas & Michelle S. Segovia, 2020. "Grocery Shopping Preferences during the COVID-19 Pandemic," Sustainability, MDPI, vol. 12(13), pages 1-10, July.
    16. Peter Boxall & Wiktor Adamowicz, 2002. "Understanding Heterogeneous Preferences in Random Utility Models: A Latent Class Approach," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 23(4), pages 421-446, December.
    17. Cervellon, Marie-Cécile & Sylvie, Jean & Ngobo, Paul-Valentin, 2015. "Shopping orientations as antecedents to channel choice in the French grocery multichannel landscape," Journal of Retailing and Consumer Services, Elsevier, vol. 27(C), pages 31-51.
    18. Soukaina Aziz & Ila Maltese & Edoardo Marcucci & Valerio Gatta & Rachid Benmoussa & El Hassan Irhirane, 2022. "Energy Consumption and Environmental Impact of E-Grocery: A Systematic Literature Review," Energies, MDPI, vol. 15(19), pages 1-16, October.
    19. Sufyan Habib & Nawaf N. Hamadneh, 2021. "Impact of Perceived Risk on Consumers Technology Acceptance in Online Grocery Adoption amid COVID-19 Pandemic," Sustainability, MDPI, vol. 13(18), pages 1-16, September.
    20. Fikar, Christian & Mild, Andreas & Waitz, Martin, 2021. "Facilitating consumer preferences and product shelf life data in the design of e-grocery deliveries," European Journal of Operational Research, Elsevier, vol. 294(3), pages 976-986.
    21. Jing Chen & Yong Zhang & Shiyao Zhu & Lei Liu, 2021. "Does COVID-19 Affect the Behavior of Buying Fresh Food? Evidence from Wuhan, China," IJERPH, MDPI, vol. 18(9), pages 1-15, April.
    22. Evangelinos, Christos & Tscharaktschiew, Stefan & Marcucci, Edoardo & Gatta, Valerio, 2018. "Pricing workplace parking via cash-out: Effects on modal choice and implications for transport policy," Transportation Research Part A: Policy and Practice, Elsevier, vol. 113(C), pages 369-380.
    23. Valerio Gatta & Edoardo Marcucci & Ila Maltese & Gabriele Iannaccone & Jiarui Fan, 2021. "E-Groceries: A Channel Choice Analysis in Shanghai," Sustainability, MDPI, vol. 13(7), pages 1-18, March.
    24. Saphores, Jean-Daniel & Xu, Lu, 2021. "E-shopping changes and the state of E-grocery shopping in the US - Evidence from national travel and time use surveys," Research in Transportation Economics, Elsevier, vol. 87(C).
    25. Mkansi, Marcia & Nsakanda, Aaron Luntala, 2021. "Leveraging the physical network of stores in e-grocery order fulfilment for sustainable competitive advantage," Research in Transportation Economics, Elsevier, vol. 87(C).
    26. Maltese, Ila & Le Pira, Michela & Marcucci, Edoardo & Gatta, Valerio & Evangelinos, Christos, 2021. "Grocery or @grocery: A stated preference investigation in Rome and Milan," Research in Transportation Economics, Elsevier, vol. 87(C).
    27. Valerio Gatta & Edoardo Marcucci & Michela Le Pira, 2023. "E-commerce and urban logistics: trends, challenges, and opportunities," Chapters, in: Edoardo Marcucci & Valerio Gatta & Michela Le Pira (ed.), Handbook on City Logistics and Urban Freight, chapter 21, pages 422-443, Edward Elgar Publishing.
    28. Marie-Cécile Cervellon & Jean Sylvie & Paul Valentin Ngobo, 2015. "Shopping orientations as antecedents to channel choice in the French grocery multichannel landscape," Post-Print hal-01619879, HAL.
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