丁钰洋 | YUYANG DING
Hi there, I'm a PhD candidate in Experimental Psychology at UCL.
Photo taken by Tim Mossholder
Research
My current research focuses on the psychology and cognition basis of financial decision making.
Specifically, I investigate investor behaviour through controlled experiments. I leverage computational modelling (e.g., Drift Diffusion Model) to uncover the cognitive basis of individual financial decisions.
Below are some of the research projects I am currently working on.
Revisit the Disposition Effect under Uncertainty
The Disposition Effect (DE) is one of the most stable and widely discussed "behaviour biases" in the field of behavioural finance. In Statman and Shefrin's (1985) original paper, they use the term DE to describe such a pattern: "investors sell the winner too early and ride the losers for too long".
Existing works on DE mostly rely on the prospect theory and consider the decision-making process behind DE a risk choice task (where the probability and possibility of the outcomes are explicitly described, such as the gamble tasks in Kahneman and Tversky, 1970). We revisit the DE under different situations: certain risks vs. uncertainty using our novel real-time trading paradigm.
We found that DE only exists in the situation of uncertainty and can be reversed when the risks are explicitly described. Using the hierarchical drift diffusion models, we found that such difference is associated with the difference in the information process efficiency.
Y., Ding, M., Speekenbrink.(in prep.) Revisit the Disposition Effect: A Novel Real-time Trading Paradigm.
Contrast the perceptual and financial decision-making
Consider the following task: there are two urns with green and red balls, there are 40 green balls and 60 red balls in one urn and 60 green balls and 40 red balls in the other. An experimenter continuously draws balls from an urn and the participant's task is to figure out whether this urn is the green-dominated one or the red-dominated one.
Real life financial decision-making (e.g., stock investment) shares mostly the same perception with such a perceptual decision-making task. Then, the question is: if such tasks are equivalent, how and why do people perform differently in these tasks?
We compared the participants' behaviour and cognition while facing two similar real-time perceptual decision-making tasks with almost everything the same except for the scenarios.
We found the financial choices were significantly slower and less accurate than the perceptual choices. Computational models reveal asymmetrical information processing efficiency in buying vs. selling but not in detecting upward trends vs. downward trends.
Y., Ding, D., Goncalves, M., Speekenbrink. (2025). Perceptual vs. Financial Choices: Behavioural and cognitive contrasts. Experimental Psychology Society London Meeting 2025
Y., Ding, D., Goncalves, M., Speekenbrink. (2025). Watch out for Bears: Do People Behave Differently in Perceptual and Financial Decisions? CogSci 2025, Cognitive Science Society
Curriculum Vitae
Summary
丁钰洋 [Yuyang Ding]
Enthusiastic and curious student in psychology and finance in the final year of my Ph.D.
Looking for Data Science|Consultancy jobs and postdoctoral researcher positions in Cognitive Science|Behavioural Finance.
- 26 Bedford Way, London, WC1H 0AP
- yy.ding.22@ucl.ac.uk; dingyy9889@gmail.com
Education
Ph.D. in Experimental Psychology
2022 - 2026 (expected)
University College London, London, UK
- Research: Cognitive Basis of Financial Decision-Making, supervised by Maarten Speekenbrink and Duarte Gonçalves.
- Designed, developed, and executed 7 end-to-end web-based behavioural experiments with over 1,000 participants, gathering critical data on decision-making processes; Analysed datasets with over 200,000 observations in total using R and Python, and fit computational models to explore user choice patterns. Communicated complex research findings to diverse audiences through academic manuscripts and conference presentations.
MSc in Behavioural and Data Science
2020 - 2021
University of Warwick, Coventry, UK
- Research: Correlation between COVID-19 and Depression Trends in UK, supervised by Robin Goodwin
- Core modules: Data Mining; Natural Language Processing; Psychological Models of Choice; Methods & Analysis in Behavioural Science
MSc in Business Management
2018 - 2020
Jilin University, Changchun, China
- Research: study on insider trading and information processing.
- Learned econometric theories and skills for conducting empirical studies in economics and management science.
- Core modules: Advanced microeconomics for management science; Econometrics for management science
BSc in Management Information System
2013 - 2017
Jilin University, Changchun, China
- Final Project: A web-based restaurant POS system corresponding to the thesis.
- Developed fundamental theories and skills in programming, database management, and web development.
- Core modules: Object-Oriented Programming; Database Management; Data Structure and Algorithm; Web development
Experience
Postgraduate Teaching Assistant
2022 - Present
University College London, London, UK
- Managed and mentored 8 undergraduate and MSc students through the full lifecycle of 3-6 month research projects on investor behaviour, ensuring timely completion and rigorous analysis; delivered technical training in R, computational modelling, and web experiment development to upskill students, leading to successful project outcomes.
- Presented technical workshops on statistical analysis in R and conducting online/in-lab experiments to groups of up to 40 students, improving their practical data analysis capabilities and skills in writing up project reports.
- Gave structural feedback and comments on over 50 project reports (3,000 – 12,000 words).
Assistant Consultant
2022 - 2022
Jilin University, Changchun, China
- Participate in a consultant project for CRRC Changchun-Alstom, one of the largest railway train manufacturers in China
- Developed and applied a Long Short-Term Memory (LSTM) model in Python to forecast metal price trends for CRRC-Alstom's bid on a major Singapore LTA project.
- Authored a 16-page analytic report that provided directly evidence for CRRC-Alstom's pricing strategy and key business decisions for their tender.
- Developed and applied algorithms to detect and assess potential customers for Jilin Financial Holdings, a leading financial service provider that supports small businesses during their loaning process in Jilin.
Volunteer Teacher
2017 - 2018
No.5 Middle School of Korla, Korla, China
- Developed and gave Chinese history lectures to Grade 7 classes (over 350 students);
- Organised online workshops where undergraduates from Jilin University shared their experience with local students
Demo
I conduct online behavioural experiments to investigate the psychological and cognitive basis of human decision-making in a financial context.
These web-based experiments were mainly developed using JavaScript/HTML/CSS, especially with the JsPsych framework.
Here are some demos of the previous experiments:
Demo: Real-time Trading Game
In this task, you take the role of a trader. You start a trial with either some shares or some funds. At any time point, you can either sell all your shares or purchase as many shares as possible using your funds.
The trial ends at a fixed time point, and your performance is measured by the difference between the value of your account at the beginning and the end of the trial (just like a real trader!).
About me
Beyond my research, I am a curious explorer of the world. I am always eager to experience something new.- I am a big fan of hiking and travelling, always seeking new adventures in the great outdoors. Have been to Cornwall for hiking alongside the sea in winter, definitely a bad idea :(
- I also play video games and am especially crazy about 4X strategy games (Sid Meier's Civilization, Total War series, Crusader Kings, etc.). I also quite enjoy exploring the open world in video games and usually get distracted by the side quests (yes, I am that sort of Breath of the Wild player who spent over 50 hours but never saves Princess Zelda and a Grand Theft Auto V player who only finish the main story after the 200th hours spent in Los Santos).
- I have a great passion for cooking and trying out new recipes from different cultures, as seems to be much more rewarding than doing research (not only kidding!) Also, my favourite dish is a popular cuisine from my hometown, 锅包肉|Guo-bao-Rou (a sweet and sour pork dish with an amazingly crispy texture). Have tried making it myself quite a few times but it didn't turn out quite right.
- I am also interested in different languages. I speak Mandarin (native), English, and a tiny little bit of Japanese and German, but too shy to practice them. Tried to learn more from Duolingo for a while, and hopefully will be fluent someday.