Context congruence: How associative learning modulates cultural evolution
PLOS ONE
RESEARCH ARTICLE
Context congruence: How associative learning
modulates cultural evolution
Monica Tamariz1,2, Aliki Papa ID1,3*, Mioara Cristea ID1, Nicola McGuigan4
1 Heriot-Watt University, Edinburgh, Scotland, United Kingdom, 2 Edinburgh Napier University, Edinburgh,
Scotland, United Kingdom, 3 University of Bergen, Bergen, Norway, 4 University of the West of Scotland,
Paisley, Scotland, United Kingdom
*
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OPEN ACCESS
Citation: Tamariz M, Papa A, Cristea M, McGuigan
N (2023) Context congruence: How associative
learning modulates cultural evolution. PLoS ONE
18(4): e0282776. https://doi.org/10.1371/journal.
pone.0282776
Editor: Olivier Morin, Max Planck Institute for the
Science of Human History, Jena, Germany,
HUNGARY
Received: May 2, 2022
Accepted: February 23, 2023
Published: April 4, 2023
Peer Review History: PLOS recognizes the
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https://doi.org/10.1371/journal.pone.0282776
Copyright: © 2023 Tamariz et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which
permits unrestricted use, distribution, and
reproduction in any medium, provided the original
author and source are credited.
Data Availability Statement: Data are available
from the Zenodo repository: https://zenodo.org/
record/6463741#.YmlUuVDMJS7.
Abstract
The adoption of cultural variants by learners is affected by multiple factors including the
prestige of the model and the value and frequency of different variants. However, little is
known about what affects onward cultural transmission, or the choice of variants that models
produce to pass on to new learners. This study investigated the effects on this choice of congruence between two contexts: the one in which variants are learned and the one in which
they are later transmitted on. We hypothesized that when we are placed in a particular context, we will be more likely to produce (and therefore transmit) variants that we learned in
that same (congruent) context. In particular, we tested the effect of a social contextual
aspect–the relationship between model and learner. Our participants learned two methods
to solve a puzzle, a variant from an “expert” (in an expert-to-novice context) and another one
from a “peer” (in a peer-to-peer context). They were then asked to transmit one method
onward, either to a “novice” (in a new expert-to-novice context) or to another “peer” (in a
new peer-to-peer context). Participants were, overall, more likely to transmit the variant
learned from an expert, evidencing an effect of by prestige bias. Crucially, in support of our
hypothesis, they were also more likely to transmit the variant they had learned in the congruent context. Parameter estimation computer simulations of the experiment revealed that
congruence bias was stronger than prestige bias.
1 Introduction
Human culture is the unique product of cumulatively adaptive evolution [1, 2], which has led
to diversity and sophistication levels unparalleled in the animal kingdom [3]. The social transmission of cultural traits has been extensively studied (see reviews by [4–7], e.g., in the laboratory [8–11], with mathematical models [12–15], agent-based computer simulations [16, 17],
and even in real-world paradigms [18, 19]. We now have a good understanding of the many
biases that influence which of the cultural variants that learners observe will be adopted [20–
23]. In contrast, the factors affecting which of the variants that have been observed will be chosen for onward transmission are considerably less well understood. This choice is generally
influenced by individual’s own interests and biases such as a desire to identify with a social
PLOS ONE | https://doi.org/10.1371/journal.pone.0282776 April 4, 2023
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PLOS ONE
Context congruence: How associative learning modulates cultural evolution
Funding: AP was funded by a Heriot-Watt PhD
Fellowship. The funders had no role in study
design, data collection and analysis, decision to
publish, or preparation of the manuscript.
Competing interests: NO authors have competing
interests.
group, and from values that emanate from social, educational and economic institutions [24,
25]. Anecdotally, influences of the social context are observed in, e.g., individuals who produce
colloquial language learned from friends among friends and individually learned less-than perfect table manners when alone, but who produce impeccable language and table manners
(learned from parents) in the presence of their children. Or who express their friends’ views
to their peers, and their teachers’ views to their students. However, this question still requires
empirical testing. This paper will use an experimental approach complemented by a computer
simulation in the first study (to our knowledge) that addresses how selecting a cultural variant
to transmit onwards is shaped by associative learning and context-congruence effects.
1.1 A new context-based transmission bias
Human cultural transmission is highly biased [26]. Multiple studies have revealed and examined transmission biases and the strength of their effects on which variants individuals adopt
and produce [12, 27–30]. Boyd and Richerson [15] distinguished three types of biases: content-based or direct bias, model-based bias and frequency-based biases (Fig 1a–1c), all of
which involve a (biased) evaluation of different observed variants by a learner. The present
study proposes and tests a different type of bias which does not presuppose evaluation on the
part of learners or a preference for specific variants. Instead, it entails a simple conditioning
effect based on congruence, or similarity, of the current context in which a variant is produced
and the context in which it was observed and learned (Fig 1d).
The role of context on learning is the focus of studies of transfer (see e.g. [31, 32] for
reviews). There is transfer when something that is learned in a context or a domain is easily
transferred or generalised to other domains. For example, when information that is learned
in a class context is subsequently produced in a test context [33]. Transfer encompasses the
assumption that what is learned in a social context carries over to other social contexts. This
Fig 1. Three classic transmission biases and a new one. (a) Direct or content-based bias favours the adoption of variants depending on their perceived
attractiveness, utility, ease etc. (b) Model-based bias favours variants depending on who produced (or modeled) those variants. (c) Frequency-based bias
disproportionately favours variants that have high (or low) frequency. (d) Context-congruence or associative bias favours variants that are associated
with t (...truncated)