Frame
Turn a broad policy or business issue into a focused question.
Liechen Huang
I work across research, data, and strategy to make complex public problems easier to act on.
Labour Market Research · Economic Development · Urban Policy · Public-Sector Strategy · Program Evaluation · Market Intelligence
Based in Toronto · Open to relocation
01
Sector Prioritization Framework
A script-driven scoring framework that synthesizes labour-market
and sector evidence to support workforce-training priorities.
02
Innovation Ecosystem Strategy for IDEA Mississauga
An entrepreneurship ecosystem strategy combining business,
investment, and stakeholder evidence to identify service gaps
and coordination priorities.
03
Vision Zero Engagement Strategy
A public engagement strategy using collision, spatial, and
demographic evidence to identify priority audiences and guide
targeted road-safety outreach.
04
AI Exposure & Vacancy Trends
A Power BI labour-market analysis examining whether vacancy
trends differ across AI-exposure profiles in the Toronto
Economic Region.
Selection workflow
Method overview
Screen occupations first. Compare industries only after the bridge.
Ecosystem evidence map
Strategic research case study
From business and investment signals to bounded strategic options.
Evidence layers
Public-safe case reconstruction
From citywide goals to targeted engagement decisions.
Interactive labour-market dashboard
Power BI
Comparing vacancy declines across three AI exposure profiles.
Experiments
Applied AI Experiments
Applied AI and automation experiments addressing practical research, communication, and information-management problems.
01
AI Resume Tailoring Workflow
Uses experience from prior resumes and requirements from a target
job description to produce an editable, tailored resume through
coordinated AI drafting and review.
02
Ask Evidence
Lets users ask follow-up questions about completed analysis and
inspect the evidence behind each answer.
Context engineering · RAG-informed retrieval
Working prototype
Section-aware resume evidence is retrieved and ranked against the target job before multistep AI drafting and review.
Agent orchestration · bounded tool calling
Public-safe reconstruction
The agent selects bounded analytical tools, retrieves project evidence, and returns a traceable answer with sources and caveats.
Working Pattern
From an unclear question to a usable decision path.
Organize
Clean data, review context, compare evidence, and record assumptions.
Interpret
Make tradeoffs, limitations, and decision criteria visible.
Communicate
Build concise outputs that help other people decide what to do next.
About
I am Liechen Huang.
My work spans public-sector consulting, economic development, labour-market intelligence, municipal strategy, and applied research across Canada and China. With a Master of Urban Innovation, I combine quantitative and qualitative analysis with client-ready communication, while exploring how AI can improve research and decision-making.
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