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Cycling in Urban and Tourism Areas in the COVID-19 Era: Weather Sensitivity and Sustainable Management Response

Author

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  • Gorazd Laznik

    (Faculty of Health Sciences, University of Novo Mesto, Na Loko 2, 8000 Novo Mesto, Slovenia)

  • Sergej Gričar

    (Faculty of Business and Management Sciences, University of Novo Mesto, Na Loko 2, 8000 Novo Mesto, Slovenia
    Faculty of Tourism and Hospitality Management, University of Rijeka, Primorska 46, p.o. 97, 51410 Opatija, Croatia)

Abstract

This study investigates how cycling behaviour in urban and tourism areas of Slovenia responded to the COVID-19 pandemic and its aftermath, with implications for forecasting and sustainable mobility planning. Using high-frequency daily data from January 2020 to August 2024 across Ljubljana (urban) and Rateče (tourism), we model the interdependence between weather conditions, cycling volume, and reported COVID-19 cases. The results reveal contrasting dynamics: in Ljubljana, higher cycling activity correlates with fewer infections, supporting cycling as a low-risk commuting mode, whereas in Rateče, tourism-driven cycling coincides with higher variability in infections. Regression and vector autoregressive (VAR(2)) models highlight the significant roles of precipitation and sunlight in shaping these patterns and enable short-term forecasts of COVID-19 cases up to January 2025. Machine learning methods complemented the VAR model, improving forecasting accuracy and revealing nonlinear interactions. These findings demonstrate the value of integrating behavioural and environmental indicators into public health forecasting and support region-specific strategies for resilient, sustainable mobility during future health or climate disruptions.

Suggested Citation

  • Gorazd Laznik & Sergej Gričar, 2025. "Cycling in Urban and Tourism Areas in the COVID-19 Era: Weather Sensitivity and Sustainable Management Response," Sustainability, MDPI, vol. 17(21), pages 1-29, October.
    • Handle: RePEc:gam:jsusta:v:17:y:2025:i:21:p:9509-:d:1779717
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    References listed on IDEAS

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    1. Hannah McClymont & Wenbiao Hu, 2021. "Weather Variability and COVID-19 Transmission: A Review of Recent Research," IJERPH, MDPI, vol. 18(2), pages 1-19, January.
    2. Juan D. Borrero & Jesús Mariscal & Alfonso Vargas-Sánchez, 2022. "A New Predictive Algorithm for Time Series Forecasting Based on Machine Learning Techniques: Evidence for Decision Making in Agriculture and Tourism Sectors," Stats, MDPI, vol. 5(4), pages 1-14, November.
    3. Urška Longar & Sergej Gričar & Tea Baldigara & Štefan Bojnec, 2024. "Cycling, Economic Growth, and Sustainability: A Comparative Analysis of Slovenia and Belgium," JRFM, MDPI, vol. 17(11), pages 1-18, November.
    4. Musara Chipumuro & Delson Chikobvu & Tendai Makoni, 2024. "Statistical Analysis of Overseas Tourist Arrivals to South Africa in Assessing the Impact of COVID-19 on Sustainable Development," Sustainability, MDPI, vol. 16(13), pages 1-17, July.
    5. Sergej Gričar & Violeta Šugar & Tea Baldigara, 2022. "Some considerations about tourist arrivals and the COVID-19 pandemic – evidence from Slovenia and Croatia," Economic Research-Ekonomska Istraživanja, Taylor & Francis Journals, vol. 35(1), pages 6801-6819, December.
    6. Sergej Gričar & Urška Longar & Tanja Longar & Violeta Šugar, 2024. "Cycling into Sustainability: Lessons from the Netherlands for Slovenia’s E-Bike Adoption," Sustainability, MDPI, vol. 16(22), pages 1-19, November.
    7. Sergej Gricar & Stefan Bojnec & Tea Baldigara, 2022. "Insight into Predicted Shocks in Tourism: Review of an Ex-Ante Forecasting," JRFM, MDPI, vol. 15(10), pages 1-17, September.
    8. Sergej Gričar & Štefan Bojnec & Violeta Šugar, 2025. "Domestic Cycling Tourism: Double Pollution, Greenhushing, and Slovenian Sustainable Travel," Sustainability, MDPI, vol. 17(1), pages 1-24, January.
    9. Sergej Gričar & Štefan Bojnec, 2022. "Did Human Microbes Affect Tourist Arrivals before the COVID-19 Shock? Pre-Effect Forecasting Model for Slovenia," IJERPH, MDPI, vol. 19(20), pages 1-15, October.
    10. Felix Creutzig & Leila Niamir & Xuemei Bai & Max Callaghan & Jonathan Cullen & Julio Díaz-José & Maria Figueroa & Arnulf Grubler & William F. Lamb & Adrian Leip & Eric Masanet & Érika Mata & Linus Mat, 2022. "Demand-side solutions to climate change mitigation consistent with high levels of well-being," Nature Climate Change, Nature, vol. 12(1), pages 36-46, January.
    11. Deepti Muley & Md. Shahin & Charitha Dias & Muhammad Abdullah, 2020. "Role of Transport during Outbreak of Infectious Diseases: Evidence from the Past," Sustainability, MDPI, vol. 12(18), pages 1-22, September.
    12. Kangwei Tu & Andras Reith, 2023. "Changes in Urban Planning in Response to Pandemics: A Comparative Review from H1N1 to COVID-19 (2009–2022)," Sustainability, MDPI, vol. 15(12), pages 1-20, June.
    13. Aleksandar Šobot & Sergej Gričar, 2025. "An Example of the Transition to Sustainable Mobility in the Austrian City of Graz," Sustainability, MDPI, vol. 17(10), pages 1-19, May.
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