Information foraging with an oracle

PLoS One. 2023 Dec 28;18(12):e0295005. doi: 10.1371/journal.pone.0295005. eCollection 2023.

Abstract

During ecological decisions, such as when foraging for food or selecting a weekend activity, we often have to balance the costs and benefits of exploiting known options versus exploring novel ones. Here, we ask how individuals address such cost-benefit tradeoffs during tasks in which we can either explore by ourselves or seek external advice from an oracle (e.g., a domain expert or recommendation system). To answer this question, we designed two studies in which participants chose between inquiring (at a cost) for expert advice from an oracle, or to search for options without guidance, under manipulations affecting the optimal choice. We found that participants showed a greater propensity to seek expert advice when it was instrumental to increase payoff (study A), and when it reduced choice uncertainty, above and beyond payoff maximization (study B). This latter result was especially apparent in participants with greater trait-level intolerance of uncertainty. Taken together, these results suggest that we seek expert advice for both economic goals (i.e., payoff maximization) and epistemic goals (i.e., uncertainty minimization) and that our decisions to ask or not ask for advice are sensitive to cost-benefit tradeoffs.

MeSH terms

  • Cost-Benefit Analysis
  • Humans
  • Uncertainty*

Grants and funding

National Science Foundation, 2019236659, Dr. Jeremy Gordon Horizon 2020 Framework Programme, 945539, Dr. Giovanni Pezzulo H2020 European Research Council, 820213, Dr. Giovanni Pezzulo Ministero dell’Università e della Ricerca, PE0000013-FAIR, Dr. Giovanni Pezzulo Ministero dell’Università e della Ricerca, IR0000011–EBRAINS-Italy, Dr. Giovanni Pezzulo Google Focused Grant, Prof. Flavio Chierichetti BICI (Bertinoro International Center for Informatics), PG4MLP, Prof. Alessandro Panconesi.