Trust Violations due to Error or Choice: The Differential Effects on Trust Repair in Human–Human and Human–Robot Interaction
Open Access
- 20 August 2025
- journal article
- Published by Association for Computing Machinery (ACM) in ACM Transactions on Human-Robot Interaction
- Vol. 14 (4) , 1-27
Abstract
Many decisions in life involve tradeoffs: To gain something, one often has to lose something in return. As robots become more autonomous, their decisions will extend beyond mere assessments (e.g., detecting a threat) to making choices (e.g., taking the faster or the safer route). The aim of the current research was to study perceived trustworthiness in scenarios involving adverse consequences due to (1) an assessment error versus (2) a choice. Perceived trustworthiness (ability, benevolence, integrity) was measured repeatedly during a computer task simulating a military mission. Participants teamed with either a virtual human or a robotic partner who led the way and warned for potential danger. After encountering a hazard, the partner explained that it (1) failed to detect the threat (error) or (2) prioritized the mission and chose the fastest route despite the risk (choice). Results showed that: (a) the error-explanation repaired all trustworthiness dimensions, (b) the choice-explanation only repaired perceptions of ability, not benevolence or integrity, (c) no differences were found between human and robotic partners. Our findings suggest that trust violations due to choices are harder to repair than those due to errors. Implications and future research directions are discussed.Keywords
Funding Information
- Dutch Ministry of Defence through its research program (V2205)
- Netherlands Organisation for Applied Scientific Research
This publication has 57 references indexed in Scilit:
- How do we assess the trustworthiness of AI? Introducing the trustworthiness assessment model (TrAM)Computers in Human Behavior, 2025
- Affective Responses to Trust Violations in a Human-Autonomy Teaming Context: Humans Versus RobotsInternational Journal of Social Robotics, 2023
- Three Strikes and you are out!: The impacts of multiple human–robot trust violations and repairs on robot trustworthinessComputers in Human Behavior, 2023
- Explanations and trust: What happens to trust when a robot partner does something unexpected?Computers in Human Behavior, 2022
- The Reason for an Apology Matters for Robot Trust Repair2022
- Special issue on “Human-Autonomy Teaming in Military Contexts”Human-Intelligent Systems Integration, 2021
- Exploring the differential effects of trust violations in human-human and human-robot interactionsApplied Ergonomics, 2021
- Super-machines or sub-humans: Mental models and trust in intelligent autonomous systems2021
- The effect of social-cognitive recovery strategies on likability, capability and trust in social robotsComputers in Human Behavior, 2021
- Cambridge Handbook of Culture, Organizations, and Work2009