Ratio Versus Difference Optimisation in Human Behaviour

preprint OA: closed CC-BY-4.0

Abstract

Models of optimization have played an important role in the fields of evolution as well as economics. In the classical models of optimization, some tend to maximize the ratio of returns to investment, and others tend to maximize the difference between the two. Clarity in the contextual appropriateness of the ratio versus difference model came very recently. This clarity resolves several questions, paradoxes, and apparent fallacies in animal behaviour as well as in human social and economic behavior. Phenomena such as the offspring quality-quantity trade-off apply to human behaviour by principles similar to animal behaviour. Paradoxical phenomena such as the concord or sunk cost fallacy, the differential acceptance of high-yielding varieties in agriculture versus livestock, and the differential strategies of harvesting natural resources are better understood by ratio and difference optimization conditions. The human mind might have evolved an innate knowledge about when to use the ratio or difference model in decision making.
Full text 621 characters · extracted from oa-doi-fallback · click to expand
There is a newer version available for this {{ publicationType }}. View latest version {{ publication.field_name }} {{ publication.subfield_name }} Copyright: © {{ publicationYear }} {{ publication.presentation_authors[0].full_name + (publication.presentation_authors.length > 1 ? ' et al' : '') }}. This is an open access publication distributed under the terms of the CC BY 4.0 License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Check the {{ publicationType | capitalize }} Source for copyright and license information. Listen on

Text is read by the "Ask this paper" AI Q&A widget below. Extraction quality varies by source — PMC NXML preserves structure cleanly, OA-HTML may include some navigation residue, and OA-PDF can have broken hyphenation. The publisher copy (via DOI) is the canonical version.

My notes (saved in your browser only)

Ask this paper AI returns verbatim quotes from the full text · source: oa-doi-fallback

Answers must be backed by verbatim quotes from this paper's full text. Hallucinated quotes are dropped automatically; if no verbatim passage answers the question, we say so. How this works

Citation neighborhood (no data yet)

We don't have any in-corpus citations linked to this paper yet. This is a recent paper (2025) — citers typically take a year or two to land, and the OpenAlex reference graph may still be filling in.

Source provenance

europepmc
last seen: 2026-05-20T01:45:00.602351+00:00
unpaywall
last seen: 2026-05-22T02:00:06.705733+00:00
License: CC-BY-4.0