Understanding trust in digital platforms from relational to functional cues

Abstract This paper proposes and empirically demonstrates the concept of Trust-as-a-Service (TaaS)—a co-constructed, market-driven construct that describes the process of trust formation and emergence in platform-mediated service partnerships. This study investigates and explains the way in which relational cues and functional cues affect trust, as well as the moderating role of customer relationship duration. A cross-sectional, quantitative survey was carried out on a sample of 677 respondents who had used platform-based providers of services in India. Eight trusts constructs were measured: similarity, empathy, politeness, competence, customization, reliability, promptness, and length of relationship. Main effects and moderation hypotheses testing were done by modeling the variables in a hierarchical regression with an interaction structure. Findings show that relational cues (Similarity, Empathy, Politeness) play a significant role in determining trust during the early relationships but fade away with time. By contrast, functional cues (Competence, Customization, Reliability, Promptness) are predictive of long-term relationships. Length of relationship was not directly related to trust nor moderated the impact of any of them, although overall relationships were significant and confirmed the presence of a time pattern in the mechanisms of trust formation. The paper will help develop a more experience-based model of interpreting trust in digital service platforms. It connects to an affective and cognitive view of trust and points out that trust is co-produced and dynamic rather than a fixed act of believing. The TaaS model offers theoretical and empirical lessons for building trust in digitally mediated service spaces.

Authors

Institutions

Publication Details

Journal
Discover Psychology
Published
2026-06-25
DOI
https://doi.org/10.1007/s44202-026-00784-7
Primary Topic
Service and Product Innovation
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Understanding trust in digital platforms from relational to functional cues

Furquan Uddin, Md Billal Hossain, Manabhanjan Sahu
Discover Psychology
Service and Product Innovation
article

Understanding trust in digital platforms from relational to functional cues

Furquan Uddin, Md Billal Hossain, Manabhanjan Sahu
article en

Abstract

Abstract This paper proposes and empirically demonstrates the concept of Trust-as-a-Service (TaaS)—a co-constructed, market-driven construct that describes the process of trust formation and emergence in platform-mediated service partnerships. This study investigates and explains the way in which relational cues and functional cues affect trust, as well as the moderating role of customer relationship duration. A cross-sectional, quantitative survey was carried out on a sample of 677 respondents who had used platform-based providers of services in India. Eight trusts constructs were measured: similarity, empathy, politeness, competence, customization, reliability, promptness, and length of relationship. Main effects and moderation hypotheses testing were done by modeling the variables in a hierarchical regression with an interaction structure. Findings show that relational cues (Similarity, Empathy, Politeness) play a significant role in determining trust during the early relationships but fade away with time. By contrast, functional cues (Competence, Customization, Reliability, Promptness) are predictive of long-term relationships. Length of relationship was not directly related to trust nor moderated the impact of any of them, although overall relationships were significant and confirmed the presence of a time pattern in the mechanisms of trust formation. The paper will help develop a more experience-based model of interpreting trust in digital service platforms. It connects to an affective and cognitive view of trust and points out that trust is co-produced and dynamic rather than a fixed act of believing. The TaaS model offers theoretical and empirical lessons for building trust in digitally mediated service spaces.

Discover Psychology
Aliah University (IN), Narsee Monjee Institute of Management Studies (IN), Széchenyi István University (HU)
Széchenyi István Egyetem
Partnerships for the goals
Openalex Percentile: Top 5%
Service and Product Innovation
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.