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Decision Sciences› General Decision Sciences› Decision-Making and Behavioral Economics

Collective decision-making — Group deliberation and confidence-weighted aggregation

Submitted 2026-10-22

Field: Decision Sciences › General Decision SciencesType: No effect foundArea: collective decision-makingTarget: Group deliberation and confidence-weighted aggregationStage: full study

Hypothesis

On a complex survival-ranking task, deliberating groups would outperform a statistical 'wisdom of crowds' aggregate, and weighting individual answers by confidence would improve aggregation, as recent studies on simpler tasks found.

What failed

Both crowds and groups beat individuals, but collective decision-making did not outperform the wisdom of crowds, and confidence-weighted aggregation showed no advantage over unweighted aggregation.

Broken assumption

Deliberation and confidence weighting improve group judgments regardless of task complexity and group size.

Why

Simulations varying group size and weighting sensitivity indicated the confidence-weighting null came from the small group size, not from the complexity of the survival task.

From the published paper: Hamada et al. Cognitive Research Principles and Implications, 2020. ↗CC BY

Research ideas from this failure

Unvetted lead — read the papers

New hypotheses this failure suggests, each with a crucial experiment, a rival explanation of the original result, and the papers it rests on. Written by AI from paper titles and abstracts found on OpenAlex (and Europe PMC, for life and health sciences).

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Links in published research

Where this experiment's genes are known to matter outside its own research area, and the papers behind those links. Sources: Open Targets Platform and Europe PMC.