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Modeling sustainable city trips: integrating $$\text {CO}_{2}\text {e}$$ CO 2 e emissions, popularity, and seasonality into tourism recommender systems

Author

Listed:
  • Ashmi Banerjee

    (Technical University of Munich)

  • Tunar Mahmudov

    (Technical University of Munich)

  • Emil Adler

    (Technical University of Munich)

  • Fitri Nur Aisyah

    (Technical University of Munich)

  • Wolfgang Wörndl

    (Technical University of Munich)

Abstract

Tourism affects not only the tourism industry but also society and stakeholders such as the environment, local businesses, and residents. Tourism recommender systems (TRS) can be pivotal in promoting sustainable tourism by guiding travelers toward destinations with minimal negative impact. Our paper introduces a composite sustainability indicator for a city trip recommender system based on the users’ starting point and month of travel. This indicator integrates CO $$_2$$ 2 e emissions for different transportation modes and analyses destination popularity and seasonal demand. We quantify city popularity based on user reviews, points of interest, and search trends from Tripadvisor and Google Trends data. To calculate a seasonal demand index, we leverage data from TourMIS and Airbnb. We conducted a user study to explore the fundamental trade-offs in travel decision-making and determine the weights for our proposed indicator. Finally, we demonstrate the integration of this indicator into a TRS, illustrating its ability to deliver sustainable city trip recommendations. This work lays the foundation for future research by integrating sustainability measures and contributing to responsible recommendations by TRS.

Suggested Citation

  • Ashmi Banerjee & Tunar Mahmudov & Emil Adler & Fitri Nur Aisyah & Wolfgang Wörndl, 2025. "Modeling sustainable city trips: integrating $$\text {CO}_{2}\text {e}$$ CO 2 e emissions, popularity, and seasonality into tourism recommender systems," Information Technology & Tourism, Springer, vol. 27(1), pages 189-226, March.
  • Handle: RePEc:spr:infott:v:27:y:2025:i:1:d:10.1007_s40558-024-00303-1
    DOI: 10.1007/s40558-024-00303-1
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    References listed on IDEAS

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    1. Cernat, Lucian & Gourdon, Julien, 2012. "Paths to success: Benchmarking cross-country sustainable tourism," Tourism Management, Elsevier, vol. 33(5), pages 1044-1056.
    2. Santos, Anabela & Cincera, Michele, 2018. "Tourism demand, low cost carriers and European institutions: The case of Brussels," Journal of Transport Geography, Elsevier, vol. 73(C), pages 163-171.
    3. Juan Ignacio Pulido Fernández & Marcelino Sánchez Rivero, 2009. "Measuring Tourism Sustainability: Proposal for a Composite Index," Tourism Economics, , vol. 15(2), pages 277-296, June.
    4. Palan, Stefan & Schitter, Christian, 2018. "Prolific.ac—A subject pool for online experiments," Journal of Behavioral and Experimental Finance, Elsevier, vol. 17(C), pages 22-27.
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