AI builder / workflow design
Kristin
Chen
I build practical AI-enabled workflows for better research, analysis, and decisions—grounded in data, designed for people.
AI systems
AI theatre
cleaned & validated
standardized
through financial models
global teams
AI is not the point.
Better work is.
Technology moves quickly. Good judgment still matters. I work at the intersection of AI, data, and business—finding where intelligent tools can reduce friction without losing the human context.
My foundation in statistical science, economics, machine learning support, and strategic analysis helps me move from ambiguous problem to useful next step.
Find the friction
Understand the task, the people, and the decision before reaching for a tool.
Prototype the useful
Build a focused workflow quickly, with clear inputs, outputs, and a human review point.
Make it repeatable
Document what works, test the edges, and help the team adopt it with confidence.
Three ways I'm
building with AI.
These are the first experiments in the portfolio. Each one will become a full case study as I build it.
AI research copilot
A source-aware research workflow that turns a broad question into structured notes, evidence, and a decision-ready brief.
Data-to-decision workflow
An AI-assisted pipeline that takes messy business data from first inspection to validated insights and executive-ready reporting.
Human-in-the-loop automation
A practical workflow prototype that automates repetitive knowledge work while keeping review, quality checks, and accountability in the loop.
Data is where
I learned to think.
Research Assistant
Ivey Business School
Data preprocessing · predictive analytics · large-scale ML support
Consultant & Strategic Data Analyst
MUIN Entertainment
Forecasting · reporting automation · revenue analysis
Supply Chain & Operations Analyst
ByteDance
Risk analytics · data management · process optimization
Investment & Auditing Risks Analyst
China Bohai Bank
Financial modeling · risk assessment · analytical presentation
Curious by default.
Rigorous by choice.
Codex · AI-assisted prototyping · workflow design · research synthesis
Python · SQL · R · Excel · Power BI · Tableau · SAS
English · Mandarin · Cantonese · Korean
Have a messy problem?