Quantitative Research
2025
20k
five-minute bars tested
14
indicator feature groups
Quantitative Multi-Factor Timing
A multi-factor timing framework combining technical indicators, stacked ensemble models and adaptive parameter selection.
Jingxuan Wei / Vincent
Mathematics postgraduate at CUHK with internships across quantitative research, bank technology risk and insurance finance. I use Python, Spark/Hadoop and machine learning to turn complex operational and financial data into decisions people can act on.
About
Rigorous models.
Practical decisions.
I combine quantitative methods with a working understanding of financial operations, controls and technology risk.
I work at the intersection of quantitative modelling, data systems and financial operations — with a bias toward clear assumptions, measurable outcomes and practical delivery. My experience spans insurance finance, bank technology risk and quantitative research — giving me both the analytical toolkit and the operational context to work across middle- and back-office teams.
Build
Data pipelines & models
Understand
Risk, controls & finance
Deliver
Clear, usable decisions
Selected work
From quantitative research and distributed data systems to optimisation and applied AI. Each case study focuses on the problem, my contribution and the measurable result.
Quantitative Research
2025
20k
five-minute bars tested
14
indicator feature groups
A multi-factor timing framework combining technical indicators, stacked ensemble models and adaptive parameter selection.
Data Engineering
2025
19
weather data fields
2s
target retrieval level
A containerised Hadoop and HBase platform for large-scale weather analytics, time-series retrieval and SARIMA forecasting.
Data Engineering
2024–25
~2M
behaviour records
~30%
less shuffle overhead
Spark-based analysis of two million user-behaviour records, including funnel diagnostics and collaborative-filtering inputs.
Optimisation & ML
2023–24
764
dealer locations
200km
coverage radius
A site-selection, freight-rate and multi-modal transport model built around the locations of 764 dealerships.
Research
2026
7.4×10⁻⁴
relative L2 error
10⁻³
parameter accuracy
A two-input/two-output PINN framework for reconstructing complex soliton solutions and recovering unknown system parameters.
Applied AI & Blockchain
2025–26
03
contract modules
06
AI agents
A Web3 and AI-enabled talent platform combining smart-contract settlement with recruitment and reputation agents.
Experience
Three internships across insurance finance, bank technology operations and quantitative research.
01
Dec 2025 – Feb 2026
Finance Intern
Jiangsu Branch
Finance operations, expense controls and monthly close support.
02
Jun – Sep 2025
Intern, Operations & Technology
China
Technology risk, change control and IT internal-control reviews.
03
Jan – Mar 2025
Quantitative Research Intern
Chengdu
Systematic trading research, feature engineering and ensemble modelling.
Research
Two sole-first-author IEEE papers, alongside a dissertation on physics-informed learning for complex soliton systems.
Sole first author
ICAACE 2025 · IEEE · EI-indexed
Sole first author
AINIT 2025 · IEEE · EI-indexed
Toolkit
Tools are only useful when they make a decision more reliable or a process easier to control.
Education
Sep 2026 – Jul 2027 (expected)
MSc in Mathematics
Computational Mathematics · Machine Learning · Game Theory · Financial Analysis · Stochastic Analysis
Jul – Aug 2024
Innovation Management & Decision Thinking
Summer Programme · Grade A
Sep 2022 – Jun 2026
BSc in Information & Computing Science
GPA 87.22/100 · Ranked 2/47 (top 4%) · School of Mathematics & Statistics
Recognition
Project library
Reports, competition papers, presentations and source archives are organised into a searchable working library. CV-linked packages are separated from supporting evidence.
Browse the library