A matter of perspective: differential evaluations of artificial intelligence between managers and staff in an experimental simulation

IF 1.6 Q3 PUBLIC ADMINISTRATION
Hsini Huang, Kyoung-Cheol Kim, Matthew M. Young, Justin B. Bullock
{"title":"A matter of perspective: differential evaluations of artificial intelligence between managers and staff in an experimental simulation","authors":"Hsini Huang, Kyoung-Cheol Kim, Matthew M. Young, Justin B. Bullock","doi":"10.1080/23276665.2021.1945468","DOIUrl":null,"url":null,"abstract":"ABSTRACT This article tests whether managers and staff evaluate artificial intelligence (AI)-based process innovations differently. Scholars have argued perceptions of innovation vary systematically as a function of an individual’s position within organisations. We test for attitudinal differences between managers and staff via an online experimental simulation fielded among working-age Taiwanese citizens employed in public sector employment (n = 600). Respondents engage in a 12-round simulation. We experimentally vary whether the respondent receives support from an AI decision support tool. We assess pre-intervention and post-intervention attitudes towards the use of AI for a suite of organisational tasks, using a difference-in-difference estimation approach to identify the causal effect of organisational position on innovation evaluation. Our findings suggest managers are more supportive of AI as a decision support tool than staff, and remain so after the simulation. Managers also increased their support of AI tools to a larger degree than staff.","PeriodicalId":43945,"journal":{"name":"Asia Pacific Journal of Public Administration","volume":null,"pages":null},"PeriodicalIF":1.6000,"publicationDate":"2021-09-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"5","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Asia Pacific Journal of Public Administration","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1080/23276665.2021.1945468","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"PUBLIC ADMINISTRATION","Score":null,"Total":0}
引用次数: 5

Abstract

ABSTRACT This article tests whether managers and staff evaluate artificial intelligence (AI)-based process innovations differently. Scholars have argued perceptions of innovation vary systematically as a function of an individual’s position within organisations. We test for attitudinal differences between managers and staff via an online experimental simulation fielded among working-age Taiwanese citizens employed in public sector employment (n = 600). Respondents engage in a 12-round simulation. We experimentally vary whether the respondent receives support from an AI decision support tool. We assess pre-intervention and post-intervention attitudes towards the use of AI for a suite of organisational tasks, using a difference-in-difference estimation approach to identify the causal effect of organisational position on innovation evaluation. Our findings suggest managers are more supportive of AI as a decision support tool than staff, and remain so after the simulation. Managers also increased their support of AI tools to a larger degree than staff.
一个观点问题:在实验模拟中,管理者和员工对人工智能的不同评估
本文测试了管理者和员工对基于人工智能(AI)的流程创新是否有不同的评价。学者们认为,对创新的看法随着个人在组织中的地位而系统性地变化。我们通过在线实验模拟,在公共部门工作的适龄台湾公民(n = 600)中测试管理者和员工之间的态度差异。受访者要进行12轮模拟。我们通过实验改变受访者是否从人工智能决策支持工具获得支持。我们评估了干预前和干预后对将人工智能用于一系列组织任务的态度,使用差中差估计方法来确定组织位置对创新评估的因果影响。我们的研究结果表明,管理者比员工更支持人工智能作为决策支持工具,并且在模拟之后仍然如此。管理人员对人工智能工具的支持程度也高于员工。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
CiteScore
4.50
自引率
20.70%
发文量
25
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信