Boosting Human Decision-making with AI-Generated Decision Aids

نویسندگان

چکیده

Abstract Human decision-making is plagued by many systematic errors. Many of these errors can be avoided providing decision aids that guide decision-makers to attend the important information and integrate it according a rational strategy. Designing such used tedious manual process. Advances in cognitive science might make possible automate this process future. We recently introduced machine learning methods for discovering optimal strategies human automatically an automatic method explaining those people. Decision constructed were able improve decision-making. However, following descriptions generated very tedious. hypothesized problem overcome conveying discovered strategy as series natural language instructions how reach decision. Experiment 1 showed people do indeed understand procedural more easily than our previous method. Encouraged finding, we developed algorithm translating output into instructions. applied improved generate naturalistic planning task (i.e., road trip) choosing mortgage). 2 significantly people’s performance trip mortgage. These findings suggest AI-powered boosting have potential improving real world.

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ژورنال

عنوان ژورنال: Computational Brain & Behavior

سال: 2022

ISSN: ['2522-0861', '2522-087X']

DOI: https://doi.org/10.1007/s42113-022-00149-y