A Cautionary Tale About AI-Generated Goal Suggestions

Falk Lieder, Pin Zhen Chen, Jugoslav Stojcheski, Saksham Consul, Viktoria Pammer-Schindler

Publikation: Beitrag in Buch/Bericht/KonferenzbandBeitrag in einem KonferenzbandBegutachtung

Abstract

Setting the right goals and prioritizing them might be the most crucial and the most challenging type of decisions people make for themselves, their teams, and their organizations. In this article, we explore whether it might be possible to leverage artificial intelligence (AI) to help people set better goals and which potential problems might arise from such applications. We devised the first prototype of an AI-powered digital goal-setting assistant and a rigorous empirical paradigm for assessing the quality of AI-generated goal suggestions. Our empirical paradigm compares the AI-generated goal suggestions against randomly-generated goal suggestions and unassisted goal-setting on a battery of self-report measures of important goal characteristics, motivation, and usability in a large-scale repeated-measures online experiment. The results of an online experiment with 259 participants revealed that our intuitively compelling goal suggestion algorithm was actively harmful to the quality of the people's goals and their motivation to pursue them. These surprising findings highlight three crucial problems to be tackled by future work on leveraging AI to help people set better goals: i) aligning the objective function of the AI algorithms with the design goals, ii) helping people quantify how valuable different goals are to them, and iii) preserving the user's sense of autonomy.

Originalspracheenglisch
TitelMensch und Computer 2022
UntertitelFacing Realities, MuC 2022 - Proceedings
Redakteure/-innenMax Muhlhauser, Christian Reuter, Bastian Pfleging, Thomas Kosch, Andrii Matviienko, Kathrin Gerling, Sven Mayer, Wilko Heuten, Tanja Doring
Herausgeber (Verlag)Association of Computing Machinery
Seiten354-359
Seitenumfang6
ISBN (elektronisch)9781450396905
DOIs
PublikationsstatusVeröffentlicht - 4 Sept. 2022
Veranstaltung2022 Mensch und Computer Conference: Facing Realities - Darmstadt, Deutschland
Dauer: 4 Sept. 20227 Sept. 2022

Publikationsreihe

NameACM International Conference Proceeding Series

Konferenz

Konferenz2022 Mensch und Computer Conference
KurztitelMuC 2022
Land/GebietDeutschland
OrtDarmstadt
Zeitraum4/09/227/09/22

ASJC Scopus subject areas

  • Human-computer interaction
  • Computernetzwerke und -kommunikation
  • Maschinelles Sehen und Mustererkennung
  • Software

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