Design and Validation of a Model of Trust Formation Mechanisms in Digital Purchase Decision-Making: A Mixed-Methods Approach
Keywords:
Digital Trust, Purchase Decision, Making, Online Shopping, Service Reliability, Perceived Risk, Platform Quality, Mixed, Methods ResearchAbstract
The present study aimed to design and validate a comprehensive model of the mechanisms underlying trust formation in digital purchase decision-making. This applied study employed an exploratory sequential mixed-methods design. In the qualitative phase, 15 experts in digital marketing, e-commerce, online sales platforms, and business management were selected through purposive and snowball sampling, and semi-structured interviews were conducted until theoretical saturation was achieved. The qualitative data were analyzed through six-phase thematic analysis using MAXQDA, and the extracted components were assessed using the Content Validity Ratio. In the quantitative phase, 384 customers of online shopping platforms participated. A researcher-developed 23-item questionnaire based on the qualitative findings was administered using a five-point Likert scale. The overall Cronbach’s alpha was 0.956, indicating excellent reliability. Descriptive statistics were analyzed in SPSS, while Confirmatory Factor Analysis and Structural Equation Modeling were conducted in AMOS. The measurement model demonstrated satisfactory fit, with CMIN/df = 3.069, GFI = 0.935, IFI = 0.943, TLI = 0.923, CFI = 0.955, NFI = 0.908, and RMSEA = 0.007. All five structural paths to trust formation were positive and statistically significant. Service reliability and customer interaction had the strongest effect (β = 0.908, t = 4.692, p < 0.001), followed by security, privacy, and perceived risk reduction (β = 0.704, t = 6.148, p < 0.001), transparency, honesty, and economic value of the transaction (β = 0.491, t = 5.457, p < 0.001), seller credibility, legitimacy, and social capital (β = 0.312, t = 5.345, p < 0.001), and platform quality and user experience (β = 0.262, t = 5.232, p < 0.001). Trust formation in digital purchase decision-making is a multidimensional process primarily driven by reliable service performance, perceived security and risk reduction, transparent and fair transactions, seller credibility, and platform quality, indicating that sustainable digital trust requires coordinated managerial attention to relational, technological, informational, and service-based mechanisms.
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References
Anggraini, W. P. (2025). The Influence of Online Customer Reviews, Brand Reputation, and Brand Trust on the Purchase Intention of Somethinc Skincare Products on Shopee. Jurnal Economic Resource, 8(1), 240-253. https://doi.org/10.57178/jer.v8i1.1321
Bian, X., Ratchatakulpat, T., & Maisak, R. (2025). The Influence of Perceived Value on Customer Loyalty in Online Shopping Environment: Mediating Role of Customer Satisfaction and Customer Trust. International Journal of eBusiness and eGovernment Studies, 17(1), 337-366.
Daher, M. M. (2026). How Generative AI Shapes Sustainable Wine Consumption and the Role of Anthropomorphism and Trust in the Lebanese Market. International Journal of Customer Relationship Marketing and Management, 16(1), 1-32. https://doi.org/10.4018/ijcrmm.396868
Firlyani, R., & Millanyani, H. (2025). The impact of utilitarian, hedonic, and social value on purchase intention through customer trust in live streaming: A study of Wardah beauty products on TikTok. International Journal of Science, Technology & Management, 6(4), 636-643. https://doi.org/10.46729/ijstm.v6i4.1319
Ghandour, P., & Setareh, F. (2025). Investigating the effect of perceived social responsibility and satisfaction with organizational performance improvement on customer trust and loyalty. Conference on Modern Business Management, Business, and Marketing with an Approach to National Production Prosperity, Qazvin.
Gowrie, N. (2026). Examining the Impact of Omnichannel Integration on Satisfaction, Trust and Customer Loyalty: The Moderating Role of Prior Online Experience. International Review of Management and Marketing, 16(2), 175-184. https://doi.org/10.32479/irmm.22035
Hanaysha, J. R. (2025). Exploring the impact of customer reviews, website quality, perceived service quality, and product assortment on online purchase intention: Mediating role of trust. Journal of Retailing and Consumer Services, 58, 102-110. https://doi.org/10.1016/j.jretconser.2025.102110
Hennighausen, C., Yarza Navarro Schar, V. G., & Eller, E. (2025). AI mediated communication in e commerce: Implications for customer trust. International Journal of Consumer Studies. https://doi.org/10.1111/ijcs.70111
Hosseini Fard, S. E. (2025). The Effect of Influencer Marketing on Brand Trust and Purchase Intention among Generation Z with the Mediating Role of Customer Engagement. Third International Conference on Law, Management, Educational Sciences, Psychology, and Educational Planning Management, Tehran. https://civilica.com/doc/2571823
Javidi, T., Nakhaei, K., Nakhaei, H., & Gholamzadeh, M. (2025). Presentation of an Artificial Intelligence-Based Auditing Services Model with an Emphasis on Customer Trust: Theme Analysis and Single-Layer Perceptron Neural Network. Business, Marketing, and Finance Open, 1-13.
Kasidi, D., Puspitasari, A., Salsabilah, N., Metriani, V., & Wirawan, A. (2026). Building Customer Satisfaction through Trust: Service Quality, Perceived Value, and Experience at SPKLU UB Disyan PLN Batam. JBMP (Jurnal Bisnis, Manajemen dan Perbankan), 12(1), 190-204. https://doi.org/10.21070/jbmp.v12i1.2318
Masoudipour, S., & Sadeghi, M. (2025). Investigating the Effect of Perception of Islamic Banking and Brand Honesty on Trust in an Islamic Bank Considering the Mediating Role of Perceived Value and Customer Satisfaction: Case Study of Bank Qarzolhasaneh Mehr Iran. Islamic Economics and Banking, 14(51), 89-114.
Permatasari, H. I., Rany, T. A. P., Firizqi, H., & Firdaus, H. Y. (2025). Online Customer Reviews vs Influencer Endorsements: Which Drives Purchase Intention Through Trust? Sebelas Maret Business Review, 9(2), 119. https://doi.org/10.20961/smbr.v9i2.98544
Rasyid, A., & Djakasaputra, A. (2025). The Relationship Between Seller Ethical Habits, Customer Satisfaction, and Customer Trust and Loyalty. International Journal of Management Science and Application, 4(2), 1-13. https://doi.org/10.58291/ijmsa.v4i2.365
Soumya, M., & Radha, P. (2026). Impact of conversational AI on customer trust and adoption of FinTech services. International Journal of Advanced Research in Science Communication and Technology. https://doi.org/10.48175/ijarsct-31370
Tammubua, M. H., Ardiansah, I., Riyadi, S., & Nazar, R. F. (2026). The Influence of Service Quality, Customer Experience, Perceived Value, and Brand Trust on Customer Loyalty in Digital Service Platform. Journal Management & Economics Review (JUMPER), 3(12), 765-774.
Tetrevova, L., Kotkova Striteska, M., Kuba, O., Prakash, V., & Prokop, V. (2025). When Trust and Distrust Come into Play: How Green Concern, Scepticism and Communication Affect Customers' Behaviour? Business Strategy and the Environment. https://doi.org/10.1002/bse.4144
Zaheer, A., Sadiq, A., & Safi, N. (2025). AI in service industries: Effects on customer satisfaction, mediated by service quality, and moderated by customer trust. Journal of Social Sciences and Humanities. https://doi.org/10.62810/jssh.v2i3.82
Zhou, S., & Hudin, N. S. (2025). How Does in-Store and Online Shopping Experiences Influence Repurchase Intentions in Shandong, China? Roles of Perceived Value, Brand Trust, and Customer Satisfaction. PLoS One, 20(8), e0321485. https://doi.org/10.1371/journal.pone.0321485
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Copyright (c) 2025 Esmaeil Mohebbi Kandsari (Author); Mousa Rezvani Chaman Zamin (Corresponding author); Saber Ghorbani, Houshang Taghizadeh (Author)

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