Preventing promotion-focused goals: The impact of regulatory focus on responsible AI

Implementing black-box artificial intelligence (AI) often requires evaluating trade-offs related to responsible AI (RAI) (e.g., the trade-off between performance and features regarding AI's fairness or explainability). Synthesizing theories on regulatory focus and cognitive dissonance, we devel...

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Main Authors: Samuel N. Kirshner, Jessica Lawson
Format: Article
Language:English
Published: Elsevier 2025-03-01
Series:Computers in Human Behavior: Artificial Humans
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Online Access:http://www.sciencedirect.com/science/article/pii/S2949882124000720
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author Samuel N. Kirshner
Jessica Lawson
author_facet Samuel N. Kirshner
Jessica Lawson
author_sort Samuel N. Kirshner
collection DOAJ
description Implementing black-box artificial intelligence (AI) often requires evaluating trade-offs related to responsible AI (RAI) (e.g., the trade-off between performance and features regarding AI's fairness or explainability). Synthesizing theories on regulatory focus and cognitive dissonance, we develop and test a model describing how organizational goals impact the dynamics of AI-based unethical pro-organizational behavior (UPB). First, we show that promotion-focused goals increase AI-based UPB and that RAI values act as a novel mediator. Promotion-focus goals significantly lower fairness in Study 1A and explainability in Study 1B, mediating the relationship between regulatory focus and AI-based UPB. Study 2A further supports RAI values as the driving mechanism of AI-based UPB using a moderation-by-processes design experiment. Study 2B provides evidence that AI-based UPB decisions can, in turn, lead to more unethical RAI values for promotion-focused firms, creating a negative RAI feedback loop within organizations. Our research provides theoretical implications and actionable insights for researchers, organizations, and policymakers seeking to improve the responsible use of AI.
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spelling doaj-art-b4ecec71feca43669153573967b0e0cb2025-08-20T02:00:59ZengElsevierComputers in Human Behavior: Artificial Humans2949-88212025-03-01310011210.1016/j.chbah.2024.100112Preventing promotion-focused goals: The impact of regulatory focus on responsible AISamuel N. Kirshner0Jessica Lawson1Corresponding author. 2101A Quadrangle Building, UNSW Kensington Campus, Sydney, NSW, 2052, Australia.; UNSW Business School, University of New South Wales, AustraliaUNSW Business School, University of New South Wales, AustraliaImplementing black-box artificial intelligence (AI) often requires evaluating trade-offs related to responsible AI (RAI) (e.g., the trade-off between performance and features regarding AI's fairness or explainability). Synthesizing theories on regulatory focus and cognitive dissonance, we develop and test a model describing how organizational goals impact the dynamics of AI-based unethical pro-organizational behavior (UPB). First, we show that promotion-focused goals increase AI-based UPB and that RAI values act as a novel mediator. Promotion-focus goals significantly lower fairness in Study 1A and explainability in Study 1B, mediating the relationship between regulatory focus and AI-based UPB. Study 2A further supports RAI values as the driving mechanism of AI-based UPB using a moderation-by-processes design experiment. Study 2B provides evidence that AI-based UPB decisions can, in turn, lead to more unethical RAI values for promotion-focused firms, creating a negative RAI feedback loop within organizations. Our research provides theoretical implications and actionable insights for researchers, organizations, and policymakers seeking to improve the responsible use of AI.http://www.sciencedirect.com/science/article/pii/S2949882124000720Responsible AIRegulatory focusUnethical pro-organizational behavior
spellingShingle Samuel N. Kirshner
Jessica Lawson
Preventing promotion-focused goals: The impact of regulatory focus on responsible AI
Computers in Human Behavior: Artificial Humans
Responsible AI
Regulatory focus
Unethical pro-organizational behavior
title Preventing promotion-focused goals: The impact of regulatory focus on responsible AI
title_full Preventing promotion-focused goals: The impact of regulatory focus on responsible AI
title_fullStr Preventing promotion-focused goals: The impact of regulatory focus on responsible AI
title_full_unstemmed Preventing promotion-focused goals: The impact of regulatory focus on responsible AI
title_short Preventing promotion-focused goals: The impact of regulatory focus on responsible AI
title_sort preventing promotion focused goals the impact of regulatory focus on responsible ai
topic Responsible AI
Regulatory focus
Unethical pro-organizational behavior
url http://www.sciencedirect.com/science/article/pii/S2949882124000720
work_keys_str_mv AT samuelnkirshner preventingpromotionfocusedgoalstheimpactofregulatoryfocusonresponsibleai
AT jessicalawson preventingpromotionfocusedgoalstheimpactofregulatoryfocusonresponsibleai