
This study explores the perception of correlations in risky choices within and across domains
with different probabilities and outcomes. In an experimental setting, participants make risky
choices and subsequently estimate the correlation between these choices among their peers. We
find that participants generally perceive within-domain correlations as positive, albeit significantly
overestimated compared to actual correlations, and cross-domain correlations to be closer to reality
but exhibit considerable variability. Utilizing these empirical observations alongside a theoretical
framework, we show that individuals tend to underestimate the size of noise in within-domain
correlations and inadequately account for it in cross-domain evaluations. Our results support the
notion that individuals use simplified mental models that overlook the role of noise in predicting
choice behavior.
“Loss Aversion: Loss Looms Larger or Gain Looms Smaller?”. (working paper, with Songfa Zhong)
•This project refines our understanding of loss aversion’s boundary in people’s decisions under risk.
•Abstract:
Loss aversion is a critical contribution of Prospect Theory to the study of decision-making. However,
previous research on the construct of loss aversion in de- cisions under risk unveils mixed results.
Some studies provide evidence for loss aver- sion, whereas others show a tendency for gains to
be the same impactful as losses. We employ two representations, high-outcome-first framed and
low-outcome-first framed questions, to explore this discrepancy. We find that the reflections are con-
sistent with the fourfold pattern of risk attitudes in both treatment groups. That is, the outcome
framing does not affect the persistence of the fourfold pattern. We further note that the extent of
loss aversion is indeed greater when negative outcomes are presented first in the mixed prospects
as opposed to when positive outcomes take precedence, though to a modest extent. Our study
contributes valu- able insights to the ongoing discourse on whether loss aversion is contingent upon
contextual factors.
“Information Resilience”. (joint with Tan Kai Lin Lynn and Noah Lim)
•Book-chapter, forthcoming at the Oxford Handbook of Misinformation and Disinformation
TEACHING EXPERIENCE
National University of Singapore
EC3101 Microeconomic Analysis II Singapore
Teaching Assistant, Undergraduate Level 3 Fall 2019 & Spring 2021
•Assisted professor with providing undergraduates with a thorough understanding of the core con-
cepts and methods of microeconomics;
•Introduced a set of mathematical and analytical tools to students in tutorials, as a foundation for
more advanced undergraduate electives which require a microeconomics background;
•Offered physical office hours to support student learning outside of regular sessions.
EC3303 Econometrics I Singapore
Teaching Assistant, Undergraduate Level 3 Fall 2021 - Spring 2024
•Deeply explained to students about the theoretical underpinnings, practical implementation and
interpretation of multiple regression model results in cross-sectional data settings;
•Instructed undergraduate students in the utilization of programming, specifically Stata, for the pur-
pose of data analysis;
•Developed and shared digital resources, including tutorial slides and interactive materials;
•Offered both online and physical office hours to support student learning outside of regular ses-
sions.
EC4394 Behavioral Economics Singapore
Teaching Assistant, Undergraduate Level 4 Fall 2020