Paper: Foraging for alternative options
If I go there will be trouble,
and if I stay it will be double…
Hansjörg Neth, Neele Engelmann, Ralf Mayrhofer
Foraging for alternatives: Ecological rationality in keeping options viable
Abstract: Do we invest irrational amounts of effort into keeping options viable, or do we manage available and threatened options in an adaptive fashion?
To ask and answer this question, we advocate an approach that considers the dynamic properties of decision environments. By linking the exploration-vs.-exploitation dilemma to animal foraging, we show that preserving and abandoning options can both be adaptive. Specifically, people should stay and abandon options in progressive environments, and leave and seek alternatives in exhaustive environments. We extend a multi-arm bandit problem with threatened options by a manipulation of environmental expectations. Our findings show that people are highly sensitive to environmental assumptions and small payoff differentials. This replicates the original effect, but may explain the apparently irrational tendency to keep options open as an ecologically rational adaptation.
Keywords: exploration vs. exploitation; multi-arm bandit; multi-tasking; switch costs; animal foraging.
Reference: Neth, H., Engelmann, N., & Mayrhofer, R. (2014). Foraging for alternatives: Ecological rationality in keeping options viable. In P. Bello, M. Guarini, M. McShane, & B. Scassellati (Eds.), Proceedings of the 34th Annual Meeting of the Cognitive Science Society (pp. 1078–1083). Austin, TX: Cognitive Science Society.