A survey of 147 early users found that service quality and privacy protection were linked to intended use mainly through trust in the platform.
A study of an app-coordinated, demand-responsive transit service in Wuxi, China, examined how early users’ views of the service related to their intention to use it. The researchers considered features including personalization, convenience, service quality, price fairness and privacy protection.
Among 147 active early adopters, trust in the platform was the only statistically significant close predictor of behavioral intention in the full model. Personalization was linked to convenience, which was linked to service quality; service quality and perceived privacy protection were both linked to trust.
How trust formed
The researchers found a stepwise pattern in which personalization significantly enhanced convenience, and convenience predicted overall service quality. Service quality and perceived privacy protection each significantly predicted trust in the platform. Trust was the only statistically significant proximal predictor of behavioral intention in the full model.
Further analysis found a significant indirect link from personalization to service quality through convenience, and from perceived privacy protection to behavioral intention through trust. Longer chains linking upstream service features to behavioral intention were positive but did not meet the study’s conservative dual criterion for statistical significance. Price fairness was included in the framework, but the abstract does not report a significant relationship for it.
// Source
Acta Psychologica · 2026 · DOI: 10.1016/j.actpsy.2026.107562
Authors: Qiao Liang, Qianling Jiang
Institutions: Jiangnan University