Influences of simulated XAI explanations on players of economic games : A pilot study

Sammanfattning: This pilot study has the twofold purpose of analyzing the effect of XAI explanations on the mental models of economic games participants, and testing the feasibility of the methodology devised for it. To achieve this, we compared the contribution behavior and mental models of 30 participants playing a public good game. Playing in pairs, a total of 10 participants played in each of three different conditions: i) a condition with a decision support system providing suggestions for contributions; ii) a condition with the decision support system and explanations for its suggestions; iii) a control condition. Upon finishing the game, all participants completed a Retrospection Task questionnaire to elicit their mental models about the game’s goals and partner’s behavior. Our results showed differences in the contribution behavior and mental models of the participants between the three conditions, with the condition with explanations presenting consistently higher contributions and participants reporting prosocial attitudes. Through these findings, this pilot study demonstrates the feasibility of the methodology and argues for the need of a larger-scale study to further investigate the effect of XAI explanations on the users’ mental models.