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Encouraging Residents to Save Energy by Using Smart Transportation: Incorporating the Propensity to Save Energy into the UTAUT Model

Author

Listed:
  • Bożena Gajdzik

    (Department of Industrial Informatics, Silesian University of Technology, 44-100 Gliwice, Poland)

  • Marcin Awdziej

    (Department of Marketing, Kozminski University, 03-301 Warszawa, Poland)

  • Magdalena Jaciow

    (Department of Digital Economy Research, Faculty of Economics, University of Economics in Katowice, 40-287 Katowice, Poland)

  • Ilona Lipowska

    (Department of IT Systems and Logistics, Faculty of Economics, Maria Curie-Sklodowska University, 20-031 Lublin, Poland)

  • Marcin Lipowski

    (Department of Marketing, Faculty of Economics, Maria Curie-Sklodowska University, 20-031 Lublin, Poland)

  • Grzegorz Szojda

    (Department of Digital Economy Research, Faculty of Economics, University of Economics in Katowice, 40-287 Katowice, Poland)

  • Jolanta Tkaczyk

    (Department of Marketing, Kozminski University, 03-301 Warszawa, Poland)

  • Radosław Wolniak

    (Faculty of Organization and Management, Silesian University of Technology, 44-100 Gliwice, Poland)

  • Robert Wolny

    (Department of Digital Economy Research, Faculty of Economics, University of Economics in Katowice, 40-287 Katowice, Poland)

  • Wieslaw Wes Grebski

    (Penn State Hazleton, Pennsylvania State University, 76 University Drive, Hazleton, PA 18202, USA)

Abstract

The rapid urbanization and technological advancements of the recent decades have increased the need for efficient and sustainable transportation solutions. This study examines the acceptance of smart transportation systems (STSs) among residents in Polish cities and explores the impact of these systems on energy-saving behaviors. Using the extended Unified Theory of Acceptance and Use of Technology (UTAUT2) model, which includes the propensity to save energy, this research seeks to understand the determinants of STS adoption. The primary research was conducted using Computer-Assisted Web Interviewing (CAWI). The sample was controlled for gender and place of residence. A sample of 471 individuals meeting the criteria of living in a city with over 200,000 residents and using smart transportation solutions in Poland were selected from the research panel. SmartPLS 4 software was used to analyze the collected data. The findings reveal that the propensity to save energy significantly influences perceived usefulness, ease of use, social influence, and hedonic motivation toward STSs. Perceived usefulness and ease of use were found to be strong predictors of the intention to use STSs, while perceived costs had a negative impact on it. This study also identified the moderating role of personal innovativeness in mitigating cost concerns. These insights underscore the importance of emphasizing energy conservation benefits and user-friendly features in promoting the use of STSs. This study concludes that aligning technological innovations with user motivations for energy conservation can enhance the adoption of sustainable transportation solutions, contributing to smarter and more sustainable urban environments.

Suggested Citation

  • Bożena Gajdzik & Marcin Awdziej & Magdalena Jaciow & Ilona Lipowska & Marcin Lipowski & Grzegorz Szojda & Jolanta Tkaczyk & Radosław Wolniak & Robert Wolny & Wieslaw Wes Grebski, 2024. "Encouraging Residents to Save Energy by Using Smart Transportation: Incorporating the Propensity to Save Energy into the UTAUT Model," Energies, MDPI, vol. 17(21), pages 1-31, October.
  • Handle: RePEc:gam:jeners:v:17:y:2024:i:21:p:5341-:d:1507619
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    References listed on IDEAS

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    1. Georgatzi, Vasiliki V. & Stamboulis, Yeoryios & Vetsikas, Apostolos, 2020. "Examining the determinants of CO2 emissions caused by the transport sector: Empirical evidence from 12 European countries," Economic Analysis and Policy, Elsevier, vol. 65(C), pages 11-20.
    2. Artur Strzelecki & Beata Kolny & Michał Kucia, 2024. "Smart Homes as Catalysts for Sustainable Consumption: A Digital Economy Perspective," Sustainability, MDPI, vol. 16(11), pages 1-26, May.
    3. Han, Myat Su & Cudjoe, Dan, 2020. "Determinants of energy-saving behavior of urban residents: Evidence from Myanmar," Energy Policy, Elsevier, vol. 140(C).
    4. Ritu Agarwal & Jayesh Prasad, 1998. "A Conceptual and Operational Definition of Personal Innovativeness in the Domain of Information Technology," Information Systems Research, INFORMS, vol. 9(2), pages 204-215, June.
    5. Bożena Gajdzik & Rafał Nagaj & Radosław Wolniak & Dominik Bałaga & Brigita Žuromskaitė & Wiesław Wes Grebski, 2024. "Renewable Energy Share in European Industry: Analysis and Extrapolation of Trends in EU Countries," Energies, MDPI, vol. 17(11), pages 1-38, May.
    6. Lee, Changju & Bae, Bumjoon & Lee, Yu Lim & Pak, Tae-Young, 2023. "Societal acceptance of urban air mobility based on the technology adoption framework," Technological Forecasting and Social Change, Elsevier, vol. 196(C).
    7. Bresciani, Stefano & Ferraris, Alberto & Del Giudice, Manlio, 2018. "The management of organizational ambidexterity through alliances in a new context of analysis: Internet of Things (IoT) smart city projects," Technological Forecasting and Social Change, Elsevier, vol. 136(C), pages 331-338.
    8. Violeta Mihaela Dincă & Mihail Busu & Zoltan Nagy-Bege, 2022. "Determinants with Impact on Romanian Consumers’ Energy-Saving Habits," Energies, MDPI, vol. 15(11), pages 1-18, June.
    9. Tsemekidi Tzeiranaki, Sofia & Economidou, Marina & Bertoldi, Paolo & Thiel, Christian & Fontaras, Georgios & Clementi, Enrico Luca & Franco De Los Rios, Camilo, 2023. "“The impact of energy efficiency and decarbonisation policies on the European road transport sector”," Transportation Research Part A: Policy and Practice, Elsevier, vol. 170(C).
    10. Seulki Lee, 2023. "The Acceptance Model of Smart City Service: Focused on Seoul," Sustainability, MDPI, vol. 15(3), pages 1-17, February.
    11. Bożena Gajdzik & Magdalena Jaciow & Radosław Wolniak & Robert Wolny & Wieslaw Wes Grebski, 2023. "Assessment of Energy and Heat Consumption Trends and Forecasting in the Small Consumer Sector in Poland Based on Historical Data," Resources, MDPI, vol. 12(9), pages 1-33, September.
    12. Shujie Zhao & Qingbin Song & Chao Wang, 2019. "Characterizing the Energy-Saving Behaviors, Attitudes and Awareness of University Students in Macau," Sustainability, MDPI, vol. 11(22), pages 1-11, November.
    13. Tayseer Alkdour & Mohammed Amin Almaiah & Rima Shishakly & Abdalwali Lutfi & Mahmoud Alrawad, 2023. "Exploring the Success Factors of Smart City Adoption via Structural Equation Modeling," Sustainability, MDPI, vol. 15(22), pages 1-19, November.
    14. Ali Gohar & Gianfranco Nencioni, 2021. "The Role of 5G Technologies in a Smart City: The Case for Intelligent Transportation System," Sustainability, MDPI, vol. 13(9), pages 1-24, May.
    15. Amin Barnawi & Mohamed A. Zohdy & Tarik Hawsawi, 2023. "Determining the Factors Affecting Solar Energy Utilization in Saudi Housing: A Case Study in Makkah," Energies, MDPI, vol. 16(20), pages 1-15, October.
    16. Adnan, Nadia & Md Nordin, Shahrina & bin Bahruddin, Mohamad Ariff & Ali, Murad, 2018. "How trust can drive forward the user acceptance to the technology? In-vehicle technology for autonomous vehicle," Transportation Research Part A: Policy and Practice, Elsevier, vol. 118(C), pages 819-836.
    17. Kinga Hoffmann-Burdzińska & Agata Stolecka-Makowska & Olaf Flak & Marcin Lipowski & Mariusz Łapczyński, 2022. "Consumers’ Social Responsibility in the Process of Energy Consumption—The Case of Poland," Energies, MDPI, vol. 15(14), pages 1-17, July.
    18. Pothitou, Mary & Hanna, Richard F. & Chalvatzis, Konstantinos J., 2016. "Environmental knowledge, pro-environmental behaviour and energy savings in households: An empirical study," Applied Energy, Elsevier, vol. 184(C), pages 1217-1229.
    19. Bożena Gajdzik & Magdalena Jaciow & Radosław Wolniak & Robert Wolny & Wieslaw Wes Grebski, 2024. "Diagnosis of the Development of Energy Cooperatives in Poland—A Case Study of a Renewable Energy Cooperative in the Upper Silesian Region," Energies, MDPI, vol. 17(3), pages 1-27, January.
    20. Bożena Gajdzik & Radosław Wolniak & Rafał Nagaj & Wieslaw Wes Grebski & Taras Romanyshyn, 2023. "Barriers to Renewable Energy Source (RES) Installations as Determinants of Energy Consumption in EU Countries," Energies, MDPI, vol. 16(21), pages 1-32, October.
    21. Charli Sitinjak & Zurinah Tahir & Mohd Ekhwan Toriman & Novel Lyndon & Vladimir Simic & Charles Musselwhite & Wiyanti Fransisca Simanullang & Firdaus Mohamad Hamzah, 2023. "Assessing Public Acceptance of Autonomous Vehicles for Smart and Sustainable Public Transportation in Urban Areas: A Case Study of Jakarta, Indonesia," Sustainability, MDPI, vol. 15(9), pages 1-20, April.
    22. Tanvi Bhatia & Gnana Bharathy & Mukesh Prasad, 2024. "A Targeted Review on Revisiting and Augmenting the Framework for Technology Acceptance in the Renewable Energy Context," Energies, MDPI, vol. 17(8), pages 1-27, April.
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    Keywords

    smart city; smart transportation solutions; ITS; Poland; UTAUT2;
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