Understanding algorithm aversion: When is advice from automation discounted?

Cited by (255)

Items 101–200 of 255

1. "When Two Wrongs Don't Make a Right" - Examining Confirmation Bias and the Role of Time Pressure During Human-AI Collaboration in Computational Pathology
   Rosbach, Emely, Ammeling, Jonas, Krügel, Sebastian, Kießig, Angelika, Fritz, Alexis, Ganz, Jonathan, Puget, Chloé, Donovan, Taryn, Klang, Andrea, Köller, Maximilian C. et al. · 2025 · Proceedings of the 2025 CHI Conference on Human Factors in Computing Systems
2. Incentives, Framing, and Reliance on Algorithmic Advice: An Experimental Study
   Ben Greiner, Philipp Grünwald, Thomas Lindner, Georg Lintner, Martin Wiernsperger · 2025 · Management Science
3. Good Performance Isn't Enough to Trust AI: Lessons from Logistics Experts on their Long-Term Collaboration with an AI Planning System
   Patricia K. Kahr, G. Rooks, Chris C. P. Snijders, M. Willemsen · 2025 · International Conference on Human Factors in Computing Systems
4. "It's Not the AI's Fault Because It Relies Purely on Data": How Causal Attributions of AI Decisions Shape Trust in AI Systems
   Saumya Pareek, Sarah Schömbs, Eduardo Velloso, Jorge Gonçalves · 2025 · CHI Conference on Human Factors in Computing Systems
5. Counselor type (Human/AI) and consultation intention: a moderated mediation model of trust and psychological counseling scenarios
   Wei-zhong Zhang, Rong Lian · 2025 · BMC Psychology
6. Preventing algorithm aversion: People are willing to use algorithms with a learning label
   Alvaro Chacon, Edgar E. Kausel, Tomás H. Reyes, Stefan T. Trautmann · 2024 · Journal of Business Research
7. We and It: An Interdisciplinary Review of the Experimental Evidence on Human-Machine Interaction
   Marina Chugunova, Daniela Sele · 2020 · SSRN Electronic Journal
8. Acceptance and motivational effect of AI-driven feedback in the workplace: an experimental study with direct replication
   Ilka Hein, Julia Cecil, Eva Lermer · 2024 · Frontiers in Organizational Psychology
9. Decoding decision delegation to artificial intelligence: A mixed-methods study on the preferences of decision-makers and decision-affected in surrogate decision contexts
   Elena Freisinger, Sabrina Schneider · 2024 · European Management Journal
10. Adapting to the algorithm: how accuracy comparisons promote the use of a decision aid
    Garston Liang, Jennifer Sloane, Chris Donkin, Ben Rhodri Newell · 2022 · Cognitive Research Principles and Implications
11. Who errs? Algorithm aversion, the source of judicial error, and public support for self-help behaviors
    Leanna Ireland · 2019 · Journal of Crime and Justice
12. Trusting forecasts
    Dilek Önkal, M. S. Gönül, Shari De Baets · 2019 · Futures & Foresight Science
13. Gendered Artificial Intelligence in Marketing: Behavioral and Neural Insights Into Product Recommendations
    Jiayue Huang, Ruolei Gu, Yi Feng, Wenbo Luo · 2025 · Psychology and Marketing
14. On the Motivations to Seek Information From Artificial Intelligence Agents Versus Humans: A Risk Information Seeking and Processing Perspective
    Wang Liao, William Weisman, Arti Thakur · 2024 · Science Communication
15. Commentary on the M5 forecasting competition
    Stephan Kolassa · 2021 · International Journal of Forecasting
16. Expl(Ai)Ned: The Impact of Explainable Artificial Intelligence on Cognitive Processes
    Kevin Bauer, Moritz von Zahn, Oliver Fast Hinz · 2021 · SSRN Electronic Journal
17. Unraveling trust in collaborative human-machine intelligence from neurophysiological perspective: a review of EEG and fNIRS features
    Hao Chen, Isabelle Yee Shan Chan, Zhao Dong, Twum-Ampofo Samuel · 2025 · Advanced Engineering Informatics
18. Unveiling users’ algorithm trust: The role of task objectivity, time pressure, and cognitive load
    Ruoxin Yang, Sisheng Li, Yawei Qi, Jiali Liu, Qinghua He, Haichao Zhao · 2025 · Computers in Human Behavior Reports
19. Trade-offs in AI assistant choice: Do consumers prioritize transparency and sustainability over AI assistant performance?
    Tomohiro Ioku, Jaehyun Song, Eiichiro Watamura · 2024 · Big Data & Society
20. Why Do Swiss HR Departments Dislike Algorithms in Their Recruitment Process? An Empirical Analysis
    Guillaume Revillod · 2024 · Administrative Sciences
21. Recruitment and Selection Process Using Artificial Intelligence: How Do Candidates React?
    Nuno Ligeiro, Ivo Dias, Ana Moreira · 2024 · Administrative Sciences
22. Trust, Automation Bias and Aversion: Algorithmic Decision-Making in the Context of Credit Scoring
    Rita Gsenger, Toma Strle · 2021 · Interdisciplinary Description of Complex Systems
23. Do Robo-Advisors Make Us Better Investors?
    Camila Back, Stefan Morana, Martin Spann · 2021 · Social Science Research Network
24. Algorithm‐Generated Identity Labeling Promotes Identity‐Consistent Product Preferences
    Zhengyu Shen, Yunxuan Hu, Yunlu Yin · 2025 · Psychology and Marketing
25. Identifying Group-Specific Mental Models of Recommender Systems: A Novel Quantitative Approach
    Johannes Kunkel, Thao Ngo, Jürgen Ziegler, Nicole Krämer · 2021 · Lecture notes in computer science
26. Do Humans Trust Advice More if it Comes from AI? An Analysis of Human-AI Interactions
    Vodrahalli, Kailas, Daneshjou, Roxana, Gerstenberg, Tobias, Zou, James · 2021 · arXiv
27. Who guards the guards with AI-driven robots? The ethicalness and cognitive neutralization of police violence following AI-robot advice
    Hohensinn, Lisa, Willems, Jurgen, Soliman, Meikel, Vanderelst, Dieter, Stoll, Jonathan · 2024 · Public Management Review
28. Managerial advice‐taking—Sharing responsibility with (non)human advisors trumps decision accuracy
    F. Aschauer, Matthias Sohn, Bernhard Hirsch · 2023 · European Management Review
29. Gain-loss separability in human- but not computer-based changes of mind
    Yongling Lin, Pengfei Xu, Jiayu Fan, Ruolei Gu, Yuejia Luo · 2023 · Computers in Human Behavior
30. Does it pay to be honest? The effect of retailer-provided negative feedback on consumers’ product choice and shopping experience
    Aurélie Merle, Anik St-Onge, S. Sénécal · 2022 · Journal of business research
31. Knowledge workers’ trust and reception of generative AI’s advice in complex tasks
    Alireza Amrollahi, Jiaqi Yang, Syed Muhammad Fazal‐e‐Hasan, Basma Badreddine · 2026 · International Journal of Information Management
32. Explicating the trust process for effective human interaction with artificial intelligence and machine learning systems
    Gene Michael Alarcon, August Capiola · 2025 · Frontiers in Computer Science
33. Measuring the effect of mental workload and explanations on appropriate AI reliance using EEG
    Zelun Tony Zhang, Seniha Ketenci Argın, Mustafa Baha Bilen, Doğan Urgun, Sencer Melih Deniz, Yuanting Liu, Mariam E. Hassib · 2024 · Behaviour and Information Technology
34. Trust in self-driving vehicles is lower than in human drivers when both drive almost perfectly
    Ryosuke Yokoi · 2024 · Transportation Research Part F: Traffic Psychology and Behaviour
35. Up, Up and Away - Investigating Information Needs for Helicopter Pilots in future Urban Air Mobility
    Luca-Maxim Meinhardt, Mark Colley, Alexander Faßbender, Michael Rietzler, Enrico Rukzio · 2023 · CHI Conference Extended Abstracts on Human Factors in Computing Systems (CHI EA)
36. Imposing Advice on Powerful People
    Lyn M. Van Swol, Andrew Prahl, Erina Lynne MacGeorge, Sara E. Branch · 2019 · Communication Reports
37. Visualizing Uncertainty in Time Series Forecasts: The Impact of Uncertainty Visualization on Users' Confidence, Algorithmic Advice Utilization, and Forecasting Performance
    Dirk Leffrang, Oliver Müller · 2024 · Journal of Forecasting
38. Psychological Distance and Algorithm Aversion: Congruency and Advisor Confidence
    Samuel Nathan Kirshner · 2024 · Service Science
39. Hierarchical Neural Additive Models for Interpretable Demand Forecasts
    Leif Feddersen, Catherine Cleophas · 2024 · International Journal of Forecasting
40. Can You Read Between the Lines?: A Comparison of Human and ChatGPT As Support Providers
    Lisa Jihyun Hwang, Rachel McKenzie, Bo Feng, Wenjing Pan · 2025 · International Journal of Human-Computer Interaction
41. When ChatGPT Speaks About Health: Examining Perceptions of Warmth and Competence Toward AI as a Health Information Source
    Buduo Wang, Bruce Wang Shibo, Jiwan Kafle · 2025 · Journal of Health Communication
42. Trust in the machine: How contextual factors and personality traits shape algorithm aversion and collaboration
    V. Ferraz, Leon Houf, T. Pitz, C. Schwieren, Jörn Sickmann · 2024 · Computers in Human Behavior Reports
43. Algorithms in selection decisions: Effective, but unappreciated
    Hagai Rabinovitch, David V. Budescu, Yoella Bereby‐Meyer · 2024 · Journal of Behavioral Decision Making
44. Explainable subgradient tree boosting for prescriptive analytics in operations management
    Pascal M. Notz, Richard Pibernik · 2023 · European Journal of Operational Research
45. Decline, adopt or compromise? A dual hurdle model for advice utilization
    Mark Himmelstein · 2022 · Journal of Mathematical Psychology
46. Effects of the source of advice and decision task on decisions to request expert advice
    Robin M. Richter, Maria Jose Valladares, Steven C. Sutherland · 2019 · International Conference on Intelligent User Interfaces
47. Guided Reflection in AI-Assisted Decision-Making: Effects on AI Overreliance and Decision Accuracy
    Shanshan Li, Jingwei Li, Huiran Li, Hongwei Zhu, Xitong Li · 2026 · CHI Conference on Human Factors in Computing Systems
48. Why Users Reject AI Counselors? The Mediating Role of Trust and Perceived Self-Correction Ability in Imperfect Experiences
    Weizhong Zhang, Rong Lian · 2025 · International Journal of Human-Computer Interaction
49. Till Tech Do Us Part: Betrayal Aversion and Its Role in Algorithm Use
    Cameron Kormylo, Idris Adjerid, Sheryl B. Ball, Can Dogan · 2025 · Management Science
50. The Human Superiority Effect in Advice Taking: A Multimethod Exploration and Implications for Policy Makers and Governmental Organizations
    Manhui Jin, Zhiyong Yang, Traci H. Freling, Narayanan Janakiraman · 2025 · Journal of Public Policy & Marketing
51. Reflection of Its Creators: Qualitative Analysis of General Public and Expert Perceptions of Artificial Intelligence
    Theodore Jensen, Mary Frances Theofanos, Kristen K. Greene, Olivia Williams, Kurtis Goad, Janet Shufor Bih epse Fofang · 2024 · Proceedings of the AAAI/ACM Conference on AI Ethics and Society
52. Are engineers more likely to avoid algorithms after they see them err? A longitudinal study
    Alvaro Chacon, Tomás H. Reyes, Edgar E. Kausel · 2024 · Behaviour and Information Technology
53. When customer meets AI failure: expectation discrepancy perspective
    Chanil Boo · 2024 · Applied Economics Letters
54. You’re Not the Boss of me, Algorithm: Increased User Control and Positive Implicit Attitudes Are Related to Greater Adherence to an Algorithmic Aid
    Ben William Morrison, Joshua N. Kelson, Natalie M. V. Morrison, John Michael Innes, Grégory Zelic, Yeslam Al‐Saggaf, Manoranjan Paul · 2023 · Interacting with Computers
55. When do you want more control over AI? The paradox of autonomy, task stakes, and distrust in AI aversion
    Md Jabir Rahman, Huigang Liang · 2026 · International Journal of Information Management
56. ObjectivAIze: Measuring Performance and Biases in Augmented Business Decision Systems
    Thomas Baudel, Manon Verbockhaven, Victoire Cousergue, Guillaume Roy, Rida Laarach · 2021 · Lecture notes in computer science
57. When AI Gives Advice: Evaluating AI and Human Responses to Online Advice-Seeking for Well-Being
    H. Kumar, J. Chahal, Yinuo Zhao, Zeling Zhang, Annika Z Wei, L. Tay, Ashton Anderson · 2025 · International Conference on Human Factors in Computing Systems
58. Beyond algorithm aversion: The impact of psychological readiness on algorithmic advice
    Hyoseok Kim · 2025 · Computers in Human Behavior
59. Intuitive judgements towards artificial intelligence verdicts of moral transgressions
    Yuxin Liu, Adam Moore · 2025 · British Journal of Social Psychology
60. Unraveling the mechanisms of AI system aversion among customer-contact employees: a perspective from advice response theory
    Yang Yong, Yue Li, Xinyuan Zhao, Rob Law, Hongjin Song · 2025 · International Journal of Contemporary Hospitality Management
61. Dynamics of Reliance on Algorithmic Advice
    Andrej Gill, Robert M. Gillenkirch, Julia Ortner, Louis John Velthuis · 2024 · Journal of Behavioral Decision Making
62. Why do citizens support algorithmic government?
    Dario Sidhu, Beatrice Magistro, Benjamin Allen Stevens, Peter John Loewen · 2024 · Journal of Public Policy
63. Mixed‐effects regression weights for advice taking and related phenomena of information sampling and utilization
    Tobias R. Rebholz, Marco Biella, Mandy Hütter · 2024 · Journal of Behavioral Decision Making
64. Willingness to Use Algorithms Varies with Social Information on Weak vs. Strong Adoption: An Experimental Study on Algorithm Aversion
    Jan René Judek · 2024 · FinTech
65. Addressing Cognitive Biases in Augmented Business Decision Systems
    Thomas Baudel, Manon Verbockhaven, Guillaume Roy, Victoire Cousergue, Rida Laarach · 2020 · arXiv (Cornell University)
66. AI term aversion in career decision-making: contextual reactions to algorithmic labels
    Alvaro Chacon, Macarena Larraín · 2025 · Journal of Decision System
67. A Conceptual Framework for User Trust in AI Biosensors: Integrating Cognition, Context, and Contrast
    Andrew Prahl · 2025 · Sensors
68. An overview of the effects of algorithm use on judgmental biases affecting forecasting
    Alvaro Chacon, Esther Kaufmann · 2024 · International Journal of Forecasting
69. How Terminology Affects Users’ Responses to System Failures
    Cindy Candrian, Anne Scherer · 2023 · Human Factors The Journal of the Human Factors and Ergonomics Society
70. A three-dimensional motivation model of algorithm aversion
    Yuyan ZAHNG, Liying Xu, Feng Yu, Xiaojun DING, Jiahua Wu, Liang Zhao, 家骅 邬, 靓 赵 · 2022 · Advances in Psychological Science
71. Knowing How Personnel Selection Algorithms Compare With Human Recruiters Influences Their Perceived Trustworthiness
    Mads Nordmo Arnestad, Yochanan Bigman, Elizabeth A. Solberg, Kurt J. Gray · 2025 · International Journal of Selection and Assessment
72. Deploying Chatbots in Customer Service: Adoption Hurdles and Simple Remedies
    E. Kagan, B. Hathaway, M. Dada · 2025 · arXiv.org
73. A dimensional exploration and scale development study of algorithm aversion
    Lin Wang, Xia Li, Huiyu Zhu, Yang Zhao · 2024 · Journal of the Operational Research Society
74. Beware the performance of an algorithm before relying on it: Evidence from a stock price forecasting experiment
    Tiffany Tsz Kwan Tse, Nobuyuki Hanaki, Bolin Mao · 2024 · Journal of Economic Psychology
75. Acceptance of AI for delegating emotional intelligence: Results from an experiment
    Banu Aysolmaz, Michael Leyer, Deniz İren · 2021 · Hawaii International Conference on System Sciences (HICSS)
76. 'Alexa, Do You Know Anything?' The Impact of an Intelligent Assistant on Team Interactions and Creative Performance Under Time Scarcity
    Sonia Jawaid Shaikh, Ignacio Cruz · 2019 · arXiv (Cornell University)
77. A critical overview of theories in research on judgment and decision-making using algorithmic advice: The potential of cognitive continuum theory
    Esther Kaufmann, Alvaro Chacon · 2026 · Cognitive Systems Research
78. Apologizing artificial intelligence: designing and evaluating effective AI apologies after errors
    Ofir Turel, Tingru Cui · 2026 · AI & Society
79. GPT-4 feedback increases student activation and learning outcomes in higher education
    Stephan Geschwind, Johann Graf Lambsdorff, Deborah Voss, Veronika Hackl · 2026 · International Journal of Artificial Intelligence in Education
80. Educator use of algorithmic advice in decision making: Results from a virtual course recommendation simulation
    Jessa Henderson, Natalie B. Milman, Brandi A. Weiss · 2026 · Computers & Education
81. Beyond algorithm aversion: How users trade off decisional agency and optimal outcomes when choosing between algorithms and human decision-makers
    Gabi Schaap, Tibor Bosse, Paul Hendriks Vettehen · 2025 · Cyberpsychology Journal of Psychosocial Research on Cyberspace
82. Bureaucratic accountability: enabler or barrier for algorithm use?
    Brecht Weerheijm, Manuel Galdames, Sarah N. Giest · 2025 · Policy Design and Practice
83. Beyond Performance: Exploring trade-offs in the design of financial algorithms
    Alexia Gaudeul, Caterina Giannetti · 2025 · Journal of Behavioral and Experimental Finance
84. Algorithm aversion during disruptions: The case of safety stock
    Xun Wang, Vasco Sanchez Rodrigues, Emrah Demir, Joseph Sarkis · 2024 · International Journal of Production Economics
85. Prioritizing Trust in Podiatrists’ Preference for AI in Supportive Roles Over Diagnostic Roles in Health Care: Qualitative Interview and Focus Group Study
    Mohammed Ali Tahtali, Chris C. P. Snijders, Corné Dirne, Pascale Marie Le Blanc · 2024 · JMIR Human Factors
86. Who should decide how limited healthcare resources are prioritized? Autonomous technology as a compelling alternative to humans
    Jonathan J. Rolison, Peter Gooding, Riccardo Russo, Kathryn E. Buchanan · 2024 · PLoS ONE
87. Gender, knowledge, and trust in artificial intelligence: A classroom-based randomized experiment.
    Dávila, Antonio, El Fassi, Ismail, Oyon, Daniel, Rudolf, Nicolas · 2025 · Scientific Reports
88. The Dependency Dilemma: How Machine Learning Decision Aids can Undermine Skill Growth
    Kevin Bauer, Michael Nofer, Benjamin Henrich, Hendrik Drachsler, Oliver Hinz · 2026 · Business & Information Systems Engineering
89. AI-Based Recruitment: An Integrative Framework for Human Resources Professionals’ Adoption
    Beril Gül, Ayberk Soyer · 2026 · Systems
90. Beneficial Mistrust in Generative AI? The Role of AI Literacy in Programmers’ Handling of Bad Coding Advice
    Dirk Leffrang, Nina Passlack, Oliver Müller, Oliver Posegga · 2026 · Business & Information Systems Engineering
91. Why Are Customers Averse to Service Chatbots?
    Evgeny Kagan, Maqbool Dada, Brett Hathaway · 2026 · Manufacturing & Service Operations Management
92. From Human Hands to Machine Minds: Financing AI ‐Driven Entrepreneurship in Reward‐Based Crowdfunding
    Zirui Song, Yihui Lan, Yuan George Shan · 2026 · Accounting and Finance
93. Beauty Lost in AI: Diminished Aesthetic Judgments of AI Paintings Among Chinese Viewers
    Hongyi Lin, Xiaoxue Leng, Yisheng Li, Yan Wang · 2026 · International Journal of Human-Computer Interaction
94. Similarity and Consistency in Algorithm‐Guided Exploration
    Ludwig Danwitz, Lars Hornuf, Sebastian Fehrler, Hsuan-Yu Lin, Yongping Bao, Fabian Dvorak, B. von Helversen · 2025 · Journal of Behavioral Decision Making
95. Exploring Artificial Intelligence and Culture: Methodology for a comparative study of AI's impact on norms, trust, and problem-solving across academic and business environments
    Matthias Huemmer, Theophile Shyiramunda, Michelle J. Cummings-Koether · 2025 · arXiv.org
96. Eastern Ease and Western Worries? How Collectivism and Belief in Magic Increase user Acceptance of Operationally Autonomous Blackbox Technologies
    Andreas Strebinger, Horst Treiblmaier · 2025 · International Journal of Information Management
97. Maximizing Engagement, Trust, and Clinical Benefit of AI-Generated Recovery Support Messages for Alcohol Use Disorder: Protocol for an Optimization Study
    Kendra Wyant, Sarah June Kittleson Sant'Ana, Claire Punturieri, Jiachen Yu, Gaylen E. Fronk, C Michael Maggard, C. Janssen, Susan E. Wanta, Rachel Kornfield, Lyn M. Van Swol et al. · 2025 · JMIR Research Protocols
98. With a Little Help from AI: Moral Orientation, Trust in AI, and Acceptance of AI-Based Advice Utilization in Moral Dilemmas Involving Partially Automated Car
    Reina Takamatsu · 2025 · International Journal of Human-Computer Interaction
99. Trust in Autonomous Cars Does Not Largely Differ from Trust in Human Drivers when They Make Minor Errors
    Ryosuke Yokoi · 2024 · Transportation Research Record Journal of the Transportation Research Board
100. On the (Non-)Reliance on Algorithms - A Decision-Theoretic Account
     Bernard Sinclair‐Désgagné · 2021 · Journal of Mathematical Psychology