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Investigating Antecedents of Intention to Use Green Agri-Food Delivery Apps: Merging TPB with Trust and Electronic Word of Mouth

Author

Listed:
  • Kamel Mouloudj

    (College of Economic, University Yahia Fares of Medea, Medea 26000, Algeria)

  • Maria Carmela Aprile

    (Department of Economic and Legal Studies, University of Naples Parthenope, Via Generale Parisi 13, 80132 Napoli, Italy)

  • Ahmed Chemseddine Bouarar

    (College of Economic, University Yahia Fares of Medea, Medea 26000, Algeria)

  • Anuli Njoku

    (Department of Public Health, College of Health and Human Services, Southern Connecticut State University, New Haven, CT 06515, USA)

  • Marian A. Evans

    (Department of Public Health, College of Health and Human Services, Southern Connecticut State University, New Haven, CT 06515, USA)

  • Le Vu Lan Oanh

    (Marketing Department, Faculty of Commerce, Van Lang University, Ho Chi Minh City 70000, Vietnam)

  • Dachel Martínez Asanza

    (Department of Scientific-Technical Results Management, National School of Public Health (ENSAP), Havana Medical Sciences University, Havana 10800, Cuba)

  • Smail Mouloudj

    (College of Economic, University Yahia Fares of Medea, Medea 26000, Algeria)

Abstract

The rapid expansion of digital platforms has significantly influenced consumer purchasing behaviors, particularly in the agri-food sector. Therefore, this paper investigates the key factors driving customers’ intention to use green agri-food delivery apps (GAFDAs) by integrating trust and electronic word of mouth (eWOM) into the Theory of Planned Behavior (TPB) framework. Additionally, this study examines gender as a moderating variable, assessing whether its influence alters the relationships between key determinants and behavioral intention. Data were collected from 252 Algerian consumers, and the proposed model was tested using SmartPLS 4 and SPSS 26.0. The results confirm that attitude, subjective norms, perceived behavioral control (PBC), trust, and eWOM positively and significantly influence the intention to use GAFDAs, with PBC emerging as the strongest predictor. Moreover, gender moderates the effect of trust on behavioral intention, with trust significantly influencing men’s adoption decisions but not those of females. In contrast, subjective norms and PBC are stronger predictors for female consumers. These findings highlight the importance of gender-specific marketing strategies to enhance GAFDA adoption. This study contributes to the literature by extending TPB with trust, eWOM, and gender moderation, offering valuable insights for marketers, policymakers, and app developers promoting sustainable food consumption.

Suggested Citation

  • Kamel Mouloudj & Maria Carmela Aprile & Ahmed Chemseddine Bouarar & Anuli Njoku & Marian A. Evans & Le Vu Lan Oanh & Dachel Martínez Asanza & Smail Mouloudj, 2025. "Investigating Antecedents of Intention to Use Green Agri-Food Delivery Apps: Merging TPB with Trust and Electronic Word of Mouth," Sustainability, MDPI, vol. 17(8), pages 1-23, April.
    • Handle: RePEc:gam:jsusta:v:17:y:2025:i:8:p:3717-:d:1638421
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    References listed on IDEAS

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    1. Razia Sultana Sumi & Imranul Hoque & Mahjabeen Ahmed, 2025. "User acceptance intention of mobile financial services: an application of gender moderating effect," Journal of Financial Services Marketing, Palgrave Macmillan, vol. 30(1), pages 1-17, March.
    2. Vasilii Erokhin & Kamel Mouloudj & Ahmed Chemseddine Bouarar & Smail Mouloudj & Tianming Gao, 2024. "Investigating Farmers’ Intentions to Reduce Water Waste through Water-Smart Farming Technologies," Sustainability, MDPI, vol. 16(11), pages 1-19, May.
    3. Ajzen, Icek, 1991. "The theory of planned behavior," Organizational Behavior and Human Decision Processes, Elsevier, vol. 50(2), pages 179-211, December.
    4. Mengmeng Wang & Xue Fan, 2021. "An Empirical Study on How Livestreaming Can Contribute to the Sustainability of Green Agri-Food Entrepreneurial Firms," Sustainability, MDPI, vol. 13(22), pages 1-19, November.
    5. Maria Carmela Aprile & Gennaro Punzo, 2023. "Young People and Nature: What Drives Underlying Behavioural Intentions towards Protected Areas Conservation?," Sustainability, MDPI, vol. 15(15), pages 1-27, August.
    6. Liu Ting & Jiseon Ahn, 2025. "How the environmental friendliness of food delivery packages shapes sustainable customer behavior," Social Responsibility Journal, Emerald Group Publishing Limited, vol. 21(4), pages 809-825, January.
    7. Daniel Belanche & Marta Flavián & Alfredo Pérez-Rueda, 2020. "Mobile Apps Use and WOM in the Food Delivery Sector: The Role of Planned Behavior, Perceived Security and Customer Lifestyle Compatibility," Sustainability, MDPI, vol. 12(10), pages 1-21, May.
    8. Peter Kwasi Oppong & Nicholas Oppong Mensah & Daniel Berko, 2025. "Word-Of-Mouth and Willingness to Pay (WTP) Price Premium: Mediating Role of Herbal Brand Credibility and Brand Trust in Ghana," Journal of African Business, Taylor & Francis Journals, vol. 26(1), pages 47-64, January.
    9. Cabiddu, Francesca & Moi, Ludovica & Patriotta, Gerardo & Allen, David G., 2022. "Why do users trust algorithms? A review and conceptualization of initial trust and trust over time," European Management Journal, Elsevier, vol. 40(5), pages 685-706.
    10. Soyoung An & Thomas Eck & Huirang Yim, 2023. "Understanding Consumers’ Acceptance Intention to Use Mobile Food Delivery Applications through an Extended Technology Acceptance Model," Sustainability, MDPI, vol. 15(1), pages 1-14, January.
    11. Kamel Mouloudj & Anuli Njoku & Dachel Martínez Asanza & Ahmed Chemseddine Bouarar & Marian A. Evans & Smail Mouloudj & Achouak Bouarar, 2023. "Modeling Predictors of Medication Waste Reduction Intention in Algeria: Extending the Theory of Planned Behavior," IJERPH, MDPI, vol. 20(16), pages 1-18, August.
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