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Fluctuations in Sequential Many-Alternative Decisions Reveal Strategies Beyond Immediate Reward Maximisation Cover

Fluctuations in Sequential Many-Alternative Decisions Reveal Strategies Beyond Immediate Reward Maximisation

Open Access
|Nov 2025

Abstract

Humans are strategic animals. We constantly make prospective choices, allocating limited resources in situations of uncertain, future outcomes. The management of our finite monthly budget, financial investments, or the allocation of time to the different questions in an exam are just a few examples. In these scenarios, both decision-making and resource allocation tend to fluctuate over time even under invariable set of constraints. However, it is unclear whether these fluctuations affect performance and whether they underlie additional objectives beyond pure reward maximisation. We address these questions using the breadth-depth dilemma, a novel ecological protocol where participants engage in sequential multiple-choice scenarios characterised by limited capacity. We designed two experimental environments. In one environment, optimal performance, formalised with an ideal allocator model, is associated with homogeneous resource allocation across consecutive choices. In contrast, the other environment entails that fluctuating resource allocation leads to greater expected rewards. Our study evaluates participants’ adherence to these scenarios and measures fluctuations as deviation from homogeneous allocations. The results revealed that participants’ behaviour fluctuates more than optimal, but critically, behavioural fluctuations adapt to the available capacity and the environmental context. Moreover, our findings unveil pronounced sequential strategies, such as save-for-later and reward history-dependent choice, further implying that these strategies contribute to decision variability. An extension of the optimal allocator model demonstrates that the characteristic excess fluctuations facilitate better-informed future choices (information gain), reduce uncertainty (risk avoidance), and generate diverse potential strategies (entropy seeking). Although having a modest impact on performance, these strategies may reflect advantageous behaviours in the long run under ever changing real-world environments.

DOI: https://doi.org/10.5334/joc.467 | Journal eISSN: 2514-4820
Language: English
Submitted on: Mar 5, 2024
Accepted on: Oct 1, 2025
Published on: Nov 18, 2025
Published by: Ubiquity Press
In partnership with: Paradigm Publishing Services
Publication frequency: 1 issue per year

© 2025 Alice Vidal, Francesco Damiani, Alireza Valyan, Salvador Soto-Faraco, Rubén Moreno-Bote, published by Ubiquity Press
This work is licensed under the Creative Commons Attribution 4.0 License.