Cognitive reflection as a predictor of susceptibility to behavioral anomalies
Judgment and Decision Making, Vol. 11, No. 1, January 2016, pp. 114–120
Cognitive reflection as a predictor of susceptibility to behavioral
anomalies
Mohammad Noori∗
Abstract
To study the effect of cognitive reflection on behavioral anomalies, we used the cognitive reflection test to measure cognitive
reflection. The study was conducted on 395 Iranian university students and shows that subjects with lower cognitive reflection
are significantly more likely to exhibit the conjunction fallacy, illusion of control, overconfidence, base rate fallacy, and
conservatism. In addition, test scores are correlated with risk preferences. The results do not show any relationship between
cognitive reflection and self-serving bias or status quo bias. We also find that gender is significantly related to illusion of
control and self-serving bias.
Keywords: cognitive reflection, behavioral finance, decision making, behavioral anomalies, gender.
1 Introduction
After Frederick (2005) introduced the Cognitive Reflection
Test (CRT), a number of researchers studied the relationship
between cognitive reflection and behavioral biases. Frederick (2005) shows that individuals with high CRT scores are
generally more willing to be patient and willing to gamble
in domain of gains; Benjamin, Brown and Shapiro (2006)
and Slonim, Carlson and Bettinger (2007) found similar relationships. Oechssler, Roider and Schmitz (2009) found
that subjects with low CRT scores exhibited the conjunction fallacy and conservatism more often than subjects with
high CRT scores. They specifically posit that “. . . people
with higher cognitive abilities might save more and receive
higher expected returns; potentially leading them to play
a more pronounced role in financial markets than subjects
with lower cognitive abilities”. Hoppe and Kusterer (2011)
find that CRT is predictive of susceptibility to the base rate
fallacy and conservatism. They postulate that CRT is instrumental only when there is a correct solution for the bias
through analytical calculations. Moreover, Hoppe and Kusterer report that the endowment effect is not correlated with
CRT scores. Albaity, Rahman and Shahidul (2014) also
replicate the relationship between cognitive reflection and
behavioral biases with Malaysian subjects. The main finding of this literature is that cognitive reflection is predictive
I would like to express my sincerest thanks to Dr. Mohammad Hasan
Ebrahimi Sarv Olia and Farhad Noori for their suggestions and helpful
opinions. I must thank an anonymous reviewer. I would like to show my
gratitude to the students of Allameh Tabataba’i University, Amirkabir University of Technology and Sharif University of Technology. I also thank
professor Jonathan Baron, the editor of journal for his opinions and comments.
Copyright: © 2015. The authors license this article under the terms of
the Creative Commons Attribution 3.0 License.
∗ Allameh Tabataba’i University. Email: ; .
of susceptibility to behavioral anomalies, though cognitive
reflection is not the only predictor.
This study investigates the relationship between cognitive
reflection and behavioral anomalies in Iran. It includes the
status quo bias, illusion of control, and self-serving bias.
We use the CRT (Frederick, 2005) as a measure of cognitive reflection, as it is hypothesized to measure the System 2 decision-making abilities in dual process theory. This
theory differentiates between two types of thinking: System 1 thinking or intuition, which corresponds to intuitive
judgments that are fast and automatic, and System 2 thinking or reasoning, which applies to the class of problems
which require reasoning and are subject to conscious judgments (Kahneman, 2003). The current study replicates the
earlier studies and their main findings regarding the conjunction fallacy (Hoppe & Kusterer, 2011; Oechssler et al.,
2009), overconfidence (Hoppe & Kusterer, 2011), the base
rate fallacy (Hoppe & Kusterer, 2011), conservatism (Albaity et al., 2014; Hoppe & Kusterer, 2011; Oechssler et
al., 2009), and risk preferences (Frederick, 2005; Oechssler
et al., 2009). The results show that these biases are significantly related to CRT scores. Regarding overconfidence,
subjects with higher CRT scores have a significantly more
precise self-assessment (Hoppe & Kusterer, 2011), and subjects with lower test scores tend to be significantly overconfident. There is no evidence that self-serving bias and
CRT scores are correlated. Further, CRT scores do not indicate any relationship with time preference and the status
quo bias.
This paper introduces a new topic, which is the relationship between gender and behavioral anomalies. The results
show that female subjects are significantly more likely to exhibit illusion of control and the self-serving bias in decision
making contexts.
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Judgment and Decision Making, Vol. 11, No. 1, January 2016
Cognitive reflection
115
Table 1: CRT scores, by location.
Proportion by score
“High”
Location
“Low”
Mean CRT Score
3
2
1
0
N
Sharif University of Technology
Amirkabir University of Technology
Allameh Tabataba’i University
2.42
2.17
1.18
60.4%
46.1%
19.9%
22.4%
33.9%
18.5%
16.4%
11.3%
23.3%
0.7%
8.7%
38.4%
134
115
146
Overall
1.89
41.3%
24.3%
17.5%
17.0%
395
Table 2: Distribution of answers to CRT questions
Question
Bat and balls
Widgets
Lily pads
Reflective Impulsive Others
68.9%
61.5%
59.5%
2 Method
Four hundred and ten university students from three universities (Allameh Tabataba’i University, Amirkabir University
of Technology, and Sharif University of Technology) participated in the research and completed a questionnaire (15 students did not complete the questionnaire, so the results are
based on 395 subjects). I distributed a questionnaire with
the CRT and tests of cognitive biases. (The Appendix provides an English translation.) The data were collected during February to June, 2015. The average age of the subjects
was 22.4 (SD=3.62), and 63% of subjects were male (249
subjects). Additionally, 66.3% were bachelor’s students,
29.6% master’s students, and the remaining 4.1% were doctoral students. Subjects who correctly answered 2 or 3 CRT
questions were paid 30 thousand rials, with 259 subjects receiving this payment.
2.1
Cognitive reflection test
The CRT (Frederick, 2005) is a three-item test with two
types of answers for each question: a reflective answer and
an impulsive answer. The CRT includes the following questions.
• A bat and a ball together cost 110 cents. The bat costs
100 cents more than the ball. How much does the ball
cost? (impulsive answer: 10 cents; reflective answer: 5
cents).
• If it takes 5 machines 5 minutes to make 5 widgets, how
long would it take 100 machines to make 100 widgets?
26.1%
29.4%
25.8%
5.1%
9.1%
14.7%
(impulsive answer: 100 min; reflective answer: 5 min).
• In a lake, there is a patch of lily pads. Every day, the
patch doubles in size. If it takes 48 days for the patch
to cover the entire lake, h (...truncated)