{"title":"《超级马里奥遇见AI:自动化和技能对团队表现和协调的实验效应","authors":"Fabrizio Dell'Acqua, B. Kogut, P. Perkowski","doi":"10.1162/rest_a_01328","DOIUrl":null,"url":null,"abstract":"\n This article studies the effects of the introduction of artificial intelligence 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.","PeriodicalId":48456,"journal":{"name":"Review of Economics and Statistics","volume":"1 1","pages":""},"PeriodicalIF":7.6000,"publicationDate":"2023-04-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"Super Mario Meets AI: Experimental Effects of Automation and Skills on Team Performance and Coordination\",\"authors\":\"Fabrizio Dell'Acqua, B. Kogut, P. Perkowski\",\"doi\":\"10.1162/rest_a_01328\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"\\n This article studies the effects of the introduction of artificial intelligence 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.\",\"PeriodicalId\":48456,\"journal\":{\"name\":\"Review of Economics and Statistics\",\"volume\":\"1 1\",\"pages\":\"\"},\"PeriodicalIF\":7.6000,\"publicationDate\":\"2023-04-12\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Review of Economics and Statistics\",\"FirstCategoryId\":\"96\",\"ListUrlMain\":\"https://doi.org/10.1162/rest_a_01328\",\"RegionNum\":1,\"RegionCategory\":\"经济学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"ECONOMICS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Review of Economics and Statistics","FirstCategoryId":"96","ListUrlMain":"https://doi.org/10.1162/rest_a_01328","RegionNum":1,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ECONOMICS","Score":null,"Total":0}
Super Mario Meets AI: Experimental Effects of Automation and Skills on Team Performance and Coordination
This article studies the effects of the introduction of artificial intelligence 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.
期刊介绍:
The Review of Economics and Statistics is a 100-year-old general journal of applied (especially quantitative) economics. Edited at the Harvard Kennedy School, the Review has published some of the most important articles in empirical economics.