Cognitive ability and risk aversion: A systematic review and meta analysis
Judgment and Decision Making, Vol. 14, No. 3, May 2019, pp. 234–279
Cognitive ability and risk aversion: A systematic review and meta
analysis
Lau Lilleholt∗
Abstract
Are highly intelligent people less risk averse? Over the last two decades scholars have argued the existence of a negative
relationship between cognitive ability and risk aversion. Although numerous studies support this, the link between cognitive
ability and risk aversion has not been found consistently. To shed new light on this topic, a systematic review and meta-analysis
was conducted. A total of 97 studies were identified and included for meta-analysis in the domain of gains (N=90,723), 41
in the mixed domain (N=50,936), and 12 in the domain of losses (N=4,544). Results indicate that there exists a weak, but
significant negative relationship between cognitive ability and risk aversion in the domain of gains. However, no relationship
was observed in the mixed domain or in the domain of losses. Several meta-regressions were performed to investigate the
influence of moderator variables. None of the moderator variables were found to consistently influence the relationship
between cognitive ability and risk aversion across the domain of gains, mixed and losses. Moreover, no significant difference
was observed between males and females across all three domains. In conclusion, this systematic review and meta-analysis
provides new evidence that the relationship between cognitive ability and risk aversion is domain specific and not as strong as
suggested by some previous studies.
Keywords: risk aversion, cognitive ability, risk preferences, intelligence, meta-analysis
1 Introduction
In economic theory, risk aversion is assumed to be a key
determinant of human decision making. Naturally, the study
of risk aversion has gained a lot of attention, attracting researchers from all over the world. For the past two decades,
a number of scholars have argued that highly intelligent individuals tend to be less risk averse (Benjamin, Brown &
Shapiro, 2013; Dohmen, Falk, Huffman & Sunde, 2010,
2018; Frederick, 2005), and thus more likely to optimize
their choices in line with the normative benchmark of Expected Utility Theory (Rabin, 2000; Rabin & Thaler, 2001).
Although a substantial amount of empirical evidence supports this conclusion (Dohmen et al., 2018), several studies
do not find cognitive ability to be consistently related to risk
aversion. For instance, some studies have found cognitive
ability to be negatively related to risk aversion in the domain of gains but positively related in the mixed domain
(Burks, Carpenter, Goette & Rustichini, 2009; Chapman,
Snowberg, Wang, & Camerer, 2018). Similarly, Andersson,
Holm, Tyran and Wengström (2016), concluded that the relationship might be spurious and dependent on the choice architecture of the decision task used to elicit risk preferences.
Specifically, they reported a negative relationship when the
percentage of alternative responses indicating risk aversion
was set to 80% and a positive relationship when this was set
to 50%. A potential explanation for this result is that people
with low cognitive ability tend to make more random errors,
leading risk aversion to be overestimated for this group when
the percentage of alternatives permitting a choice indicating
risk aversion is high, while underestimated when the opposite is the case (Andersson et al., 2016). Finally, several
studies suggest that the negative relationship between cognitive ability and risk aversion exists only when the decision
task used to elicit risk aversion is unincentivized and purely
hypothetical (Sousa & Rangel, 2014; Taylor, 2013, 2016).
In summary, it is unclear whether a negative relationship
actually exists, and if so, to what extent. The purpose of this
study is to investigate the nature of the relationship between
cognitive ability and risk aversion, through a systematic literature review and meta-analysis.
The remainder of this article is organized as follows. First,
a brief definition of cognitive ability and risk aversion is provided. Next, several theoretical explanations for why cognitive ability and risk aversion might be negatively related are
presented, followed by an outline of the present investigation.
Then the literature review and meta-analysis are discussed.
1.1
Copyright: © 2019. The authors license this article under the terms of
the Creative Commons Attribution 3.0 License.
∗ Department of Psychology, University of Copenhagen, Øster Farimagsgade 2A, 1353 København K, Denmark.
Defining Cognitive Ability and Risk Aversion
When conducting a systematic literature review and metaanalysis it is important to define the key variables of interest
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Judgment and Decision Making, Vol. 14, No. 3, May 2019
(Borenstein, Hedges, Higgins & Rothstein, 2009; Cooper,
2010).
Cognitive ability is one of the best researched, yet
most controversial constructs within the field of psychology
(Eysenck, 1998; Freund & Kasten, 2012; Sternberg, 1985).
In general terms, cognitive ability is considered an extensive category, encompassing a wide range of abilities such
as reasoning, problem solving and abstract thinking (Gottfredson, 1997). Throughout the history of the field, several
influential scholars have attempted to converge on a single
definition of the construct (Carroll, 1997; Freund & Kasten,
2012). Although no uniform definition of cognitive ability
exists, Murphy and Davidshofer (1998) provides a definition
that has proven useful in applied psychology (e.g., Seijts &
Crim, 2009; Yeo & Neal, 2004). In line with their definition,
cognitive ability will for the purposes of this study be defined as individual differences in the capacity to successfully
perform tasks that require the manipulation, retrieval, evaluation or processing of mental information. This definition is
closely related to what psychologists refer to as g or general
cognitive ability, a factor considered to be the core of, and
primary source of variance common to, cognitive abilities
and cognitive ability tests (Spearman, 1904a; Yeo & Neal,
2004).
Based on the definition put forward by Fox, Erner and
Walters (2016), an individual will for the purposes of this
study be considered risk averse if he or she prefers a certain or
risky option to a riskier option with equal or higher expected
value. Conversely, an individual will be considered risk
seeking, if he/she prefers a risky option to a certain or less
risky option with higher expected value.
1.2
Theoretical Explanations
Various theoretical explanations have been put forward to
explain why cognitive ability and risk aversion might be
negatively related. One prominent explanation based on
dual process theory (Evans & Stanovich, 2013; Kahneman
& Frederick, 2002; Loewenstein & O’Donoghue, 2004) is
that people with high cognitive ability are more reflective
and, thus, less likely to make judgement and decision errors
(Benjamin et al., 2013). According to dual-pr (...truncated)