Dalhousie University, Canada.
Hum Factors. 2024 Dec;66(12):2569-2589. doi: 10.1177/00187208241228636. Epub 2024 Mar 6.
The primary purpose was to determine how trust changes over time when automation reliability increases or decreases. A secondary purpose was to determine how task-specific self-confidence is associated with trust and reliability level.
Both overtrust and undertrust can be detrimental to system performance; therefore, the temporal dynamics of trust with changing reliability level need to be explored.
Two experiments used a dominant-color identification task, where automation provided a recommendation to users, with the reliability of the recommendation changing over 300 trials. In Experiment 1, two groups of participants interacted with the system: one group started with a 50% reliable system which increased to 100%, while the other used a system that decreased from 100% to 50%. Experiment 2 included a group where automation reliability increased from 70% to 100%.
Trust was initially high in the decreasing group and then declined as reliability level decreased; however, trust also declined in the 50% increasing reliability group. Furthermore, when user self-confidence increased, automation reliability had a greater influence on trust. In Experiment 2, the 70% increasing reliability group showed increased trust in the system.
Trust does not always track the reliability of automated systems; in particular, it is difficult for trust to recover once the user has interacted with a low reliability system.
This study provides initial evidence into the dynamics of trust for automation that gets better over time suggesting that users should only start interacting with automation when it is sufficiently reliable.
主要目的是确定当自动化可靠性增加或降低时,信任如何随时间变化。次要目的是确定特定于任务的自信如何与信任和可靠性水平相关联。
过度信任和信任不足都会对系统性能造成损害;因此,需要探索可靠性水平变化时信任的时间动态。
两个实验使用主色识别任务,自动化向用户提供建议,建议的可靠性在 300 次试验中变化。在实验 1 中,两组参与者与系统交互:一组从 50%可靠的系统开始,增加到 100%,而另一组则使用从 100%降低到 50%的系统。实验 2 包括一个自动化可靠性从 70%增加到 100%的组。
在可靠性降低的组中,信任最初很高,然后随着可靠性水平的降低而下降;然而,在可靠性从 50%增加的组中,信任也下降了。此外,当用户自信增加时,自动化可靠性对信任的影响更大。在实验 2 中,可靠性从 70%增加的组对系统的信任度增加。
信任并不总是跟踪自动化系统的可靠性;特别是,一旦用户与低可靠性系统交互,信任就很难恢复。
本研究为自动化信任的动态提供了初步证据,表明随着时间的推移,信任会越来越好,这表明用户只有在自动化系统足够可靠时才应开始与之交互。