← ireadpaper · 顶刊中的公共政策研究

超级马里奥遇见AI:自动化与技能对团队绩效和协调的实验效应

Super Mario Meets AI: Experimental Effects of Automation and Skills on Team Performance and Coordination
Review of Economics and Statistics · 2024 · Fabrizio Dell’Acqua、Bruce Kogut、Patryk Perkowski

中文摘要

本文在实验室实验中研究了将人工智能(AI)引入团队的效应。我们将自动化共事者随机分配到正在任天堂Switch主机上进行团队博弈的“实验室企业”中。我们证明,即使在一项AI表现优于人类的任务中,自动化也会降低团队整体绩效并增加协调失败。这些效应在短期内以及在中低技能团队中尤为显著。此外,自动化降低了团队信任与个人努力投入。我们的结果支持了如下推论:改善人机协作团队是AI可能为组织带来积极变革的关键。

Abstract

Abstract This article studies the effects of the introduction of artificial intelligence (AI) into teams in a laboratory experiment. We randomly assign automated co-workers into “laboratory firms” who are playing a team-based game on the Nintendo Switch console. We demonstrate that even in a task where AI outperforms humans, automation decreases overall team performance and increases coordination failures. These effects are especially large in the short-term and in low- and medium-skilled teams. Moreover, automation reduces team trust and individual effort provision. Our results support the implication that improving collaborative human-machine teams is key to the positive transformation that AI may bring to organizations.
在 ireadpaper 查看全部 →