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Exploring the Existence of Moderated Mediation of Attitudes Between Privacy Risk and the Intention to Use Drone Delivery Services

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  • Kyung-A Sun

    (Department of Tourism Management, Gachon University, Sungnam-si 13120, Republic of Korea)

  • Joonho Moon

    (Department of Tourism Administration, Kangwon National University, Chuncheon 24341, Republic of Korea)

Abstract

Drone delivery services have attracted increasing interest in the retail business market. Drone delivery services have both positive and negative aspects considering privacy risk and eco-friendliness. Given these points, this work investigates the relationships between privacy risk, attitudes, and the intention to use. This work also explores the moderating effects of gender and the eco-friendliness of drone delivery services using stakeholder theory as a theoretical underpinning. This research thus used a survey as an instrument. This work recruited survey participants through the Clickworker platform service. The number of observations was 409. To test the research hypotheses, this study used Hayes Process Macro Model 7. The results revealed that privacy risk negatively affects attitudes. Additionally, the results revealed that attitude is positively associated with the intention to use. Plus, this research revealed the significant moderating effects of gender and eco-friendliness on the impact of privacy risk on attitude. This research contributes to the literature by documenting market information for drone delivery services. Additionally, the managerial implications of this work are presented.

Suggested Citation

  • Kyung-A Sun & Joonho Moon, 2025. "Exploring the Existence of Moderated Mediation of Attitudes Between Privacy Risk and the Intention to Use Drone Delivery Services," Sustainability, MDPI, vol. 17(6), pages 1-19, March.
    • Handle: RePEc:gam:jsusta:v:17:y:2025:i:6:p:2585-:d:1612819
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    References listed on IDEAS

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    1. Idrees Waris & Rashid Ali & Anand Nayyar & Mohammed Baz & Ran Liu & Irfan Hameed, 2022. "An Empirical Evaluation of Customers’ Adoption of Drone Food Delivery Services: An Extended Technology Acceptance Model," Sustainability, MDPI, vol. 14(5), pages 1-18, March.
    2. Higueras-Castillo, Elena & Liébana-Cabanillas, Francisco J. & Villarejo-Ramos, Ángel F., 2023. "Intention to use e-commerce vs physical shopping. Difference between consumers in the post-COVID era," Journal of Business Research, Elsevier, vol. 157(C).
    3. Chen, Heng & Hu, Zhangchen & Solak, Senay, 2021. "Improved delivery policies for future drone-based delivery systems," European Journal of Operational Research, Elsevier, vol. 294(3), pages 1181-1201.
    4. Said Salloum & Amina Al Marzouqi & Khaled Younis Alderbashi & Fanar Shwedeh & Ahmad Aburayya & Mohammed Rasol Al Saidat & Rana Saeed Al-Maroof, 2023. "Sustainability Model for the Continuous Intention to Use Metaverse Technology in Higher Education: A Case Study from Oman," Sustainability, MDPI, vol. 15(6), pages 1-19, March.
    5. Jinsoo Hwang & Kyuhyeon Joo & Joonho Moon, 2023. "A Study on Behavioral Intentions in the Field of Eco-Friendly Drone Food Delivery Services: Focusing on Demographic Characteristics and Past Experiences," Sustainability, MDPI, vol. 15(7), pages 1-13, April.
    6. Dukkanci, Okan & Campbell, James F. & Kara, Bahar Y., 2024. "Facility location decisions for drone delivery: A literature review," European Journal of Operational Research, Elsevier, vol. 316(2), pages 397-418.
    7. Nishant Kumar & Pratibha Garg & Shailender Singh, 2022. "Pro-environmental purchase intention towards eco-friendly apparel: Augmenting the theory of planned behavior with perceived consumer effectiveness and environmental concern," Journal of Global Fashion Marketing, Taylor & Francis Journals, vol. 13(2), pages 134-150, April.
    8. Shamim Akhtar & José Moleiro Martins & Pedro Neves Mata & Hongyun Tian & Shumaila Naz & Maria Dâmaso & Ricardo Simões Santos, 2021. "Assessing the Relationship between Market Orientation and Green Product Innovation: The Intervening Role of Green Self-Efficacy and Moderating Role of Resource Bricolage," Sustainability, MDPI, vol. 13(20), pages 1-15, October.
    9. Ahmad Aljarah & Blend Ibrahim & Eva Lahuerta-Otero & Maria del Mar García de los Salmones, 2023. "Doing good does not always lead to doing well: the corrective, compensating and cultivating goodwill CSR effects on brand defense," Current Issues in Tourism, Taylor & Francis Journals, vol. 26(20), pages 3397-3410, October.
    10. Shahzad, Muhammad Faisal & Yuan, Jingbo & Shahzad, Khuram, 2024. "Elevating culinary skies: Unveiling hygiene motivations, environmental trust, and market performance in drone food delivery adoption in China," Technological Forecasting and Social Change, Elsevier, vol. 203(C).
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