Which Artificial Intelligences Do People Care About Most? A Conjoint Experiment on Moral Consideration
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Abstract (arXiv)
Many studies have identified particular features of artificial intelligences (AI), such as their autonomy and emotion expression, that affect the extent to which they are treated as subjects of moral consideration. However, there has not yet been a comparison of the relative importance of features as is necessary to design and understand increasingly capable, multi-faceted AI systems. We conducted an online conjoint experiment in which 1,163 participants evaluated descriptions of AIs that varied on these features. All 11 features increased how morally wrong participants considered it to harm the AIs. The largest effects were from human-like physical bodies and prosociality (i.e., emotion expression, emotion recognition, cooperation, and moral judgment). For human-computer interaction designers, the importance of prosociality suggests that, because AIs are often seen as threatening, the highest levels of moral consideration may only be granted if the AI has positive intentions.
Key facts. Cited by 6 papers in the map (data through 7 Oct 2026). First posted on arXiv 14 Mar 2024.
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Citing papers per year: 2024: 2; 2025: 2; 2026: 2.
6 papers.
- 2024FineCLIPER: Multi-modal Fine-grained CLIP for Dynamic Facial Expression Recognition with AdaptERscited by 30
- 2024Perceptions of Sentient AI and Other Digital Minds: Evidence from the AI, Morality, and Sentience (AIMS) Surveycited by 15
- 2025Digital Companionship: Overlapping Uses of AI Companions and AI Assistantscited by 7
- 2025Mental Models of Autonomy and Sentience Shape Reactions to AIcited by 3
- 2026Alignment Is Not Enough: A Relational Framework for Moral Standing in Human-AI Interactioncited by 1
- 2026Method, Mind, and Morality: How People Make Sense of Artificial Intelligencecited by 0
- 2026Method, Mind, and Morality: How People Make Sense of Artificial Intelligence25 Aug 2026
- 2026Alignment Is Not Enough: A Relational Framework for Moral Standing in Human-AI Interaction13 Feb 2026
- 2025Mental Models of Autonomy and Sentience Shape Reactions to AI9 Dec 2025
- 2025Digital Companionship: Overlapping Uses of AI Companions and AI Assistants16 Sep 2025
- 2024Perceptions of Sentient AI and Other Digital Minds: Evidence from the AI, Morality, and Sentience (AIMS) Survey11 Jul 2024
- 2024FineCLIPER: Multi-modal Fine-grained CLIP for Dynamic Facial Expression Recognition with AdaptERs2 Jul 2024