Business & Operations Analysis | Strategy Research | Product & Data

Education
Northeastern University · Urban Planning (Undergraduate) · 2022.09–2027.06
Renmin University of China · Low-altitude Intelligence and Smart Governance (Master’s) · 2027.09–2029.06

I work on practical questions at the intersection of operations, product, and analysis: what is going wrong, why it matters, and what should be tested next.

My experience includes user research, multi-source data analysis, project operations, industry research, and AI-assisted prototyping. I am currently exploring internship opportunities in business and operations analysis, strategy research, and product operations.

A decision-oriented commerce dashboard that traces KPI changes to business drivers, segments customers, and turns the findings into a prioritized operating backlog.

• Business diagnosis: Compared equal-length periods, flagged adverse KPI movements, and decomposed revenue changes by channel, category, and region
• Customer analysis: Built explainable RFM segmentation and monthly cohort-retention analysis
• Operating response: Connected each issue to evidence, an owner, a success metric, and a priority score
• Implementation: Built and tested the Streamlit application with Python, pandas, Plotly, and reproducible simulated data

Live Demo · Repository · PRD · Metrics · Transformation Log

An AI-assisted research and decision-support prototype that turns an open-ended business question into a structured research plan, traceable evidence, and a decision-ready brief.

• Research planning: Breaks a business decision into researchable subquestions, targeted search queries, and observable success criteria
• Evidence collection: Retrieves external information and organizes results into traceable source records
• Evidence review: Separately evaluates source quality, relevance, supported claims, and limitations
• Decision support: Produces a recommendation, confidence level, evidence-backed findings, strategic alternatives, risks, and next steps
• Reliability design: Uses structured validation, source citations, conservative confidence assessment, and fallback mechanisms when evidence is incomplete

Live Demo · Repository

A scenario-prioritization study for deciding where an internet or technology platform should enter China's low-altitude economy.

• Research: Organized official policy, regulator statistics, and company cases in a traceable source ledger
• Decision model: Compared six scenarios across demand, platform fit, commercialization, regulatory feasibility, and data/network effects
• Recommendation: Prioritized a restricted instant-delivery pilot and an asset-light digital-services path; treated aircraft, operations, and permissions as partnership areas
• Delivery: Produced a reproducible Python analysis, editable Excel model, Streamlit simulator, sensitivity tests, and an eight-page strategy brief

Live Demo · Repository · Strategy Brief · Decision Model · Methodology

A career-analysis prototype that turns an unstructured job description into structured requirements, evidence-based resume matching, capability-gap analysis, and role-specific interview preparation.

• Product design: Defined the problem, target users, MVP scope, feature priorities, PRD, and user flow
• Analysis design: Set evidence constraints and human-verification safeguards for the output
• Implementation: Built the runnable MVP with Python, Streamlit, Pydantic, pandas, and the OpenAI API
• Delivery: Deployed a public interactive application with downloadable analysis reports

Live Demo · Repository · PRD · User Flow

Conducted user-oriented research on elderly-friendly community services in Shenyang.

• Collected and analyzed 467 valid questionnaires
• Processed 15,298 service facility records
• Evaluated 510 community service areas
• Identified user needs, service gaps, and nonlinear influencing factors
• Translated the findings into differentiated service-improvement recommendations

Relevant capabilities: User Research · Needs Analysis · Data Analytics · Strategy Development

Developed a framework for diagnosing urban green-space service problems across 1,927 analytical units.

• Integrated population, facility, accessibility, transport, building, and functional data
• Classified complex service problems into five actionable categories
• Used XGBoost and SHAP to identify key variables and nonlinear relationships
• Converted modeling results into prioritized improvement strategies
• Completed the work from problem definition through analysis and final delivery

Relevant capabilities: Problem Structuring · Data Modeling · Prioritization · Strategic Recommendations

Led a 15-member interdisciplinary team in a rural cultural and tourism development project.

• Coordinated local government, village committees, team members, and other stakeholders
• Conducted more than 30 days of field research and 32 stakeholder interviews
• Supported four themed activities that attracted over 6,000 visitors
• Delivered planning proposals, product packaging, visual content, and online communication materials
• Helped establish a long-term university-community cooperation mechanism

Relevant capabilities: Project Operations · Stakeholder Management · Cross-functional Collaboration · Delivery Management

• Data analysis: Python, pandas, NumPy, R, Excel
• Visualization: Matplotlib, R visualization, ArcGIS
• Modeling: XGBoost, SHAP, cross-validation, bootstrap
• Product development: Streamlit, Pydantic, GitHub, AI-assisted coding and debugging
• Research and delivery: Office, Photoshop, LaTeX, NVivo, Origin

I use AI as a working tool for research, analysis, and prototyping, while checking important claims and decisions against source material.

• Translate business or research questions into executable analytical steps
• Draft, review, and debug Python code
• Automate repetitive cleaning and batch-processing tasks
• Structure research materials and extract information for human review
• Build and test interactive prototypes

• First author: Diagnosing Urban Green Space Service Mismatch in Built-Up Areas, Land, 2026
• Co-author: Evaluation of Convenience of 15-Minute Community Life Circle Facilities, Land, 2026
• Co-author: Bridging Heritage Conservation and Urban Sustainability, Sustainability, 2025

• Business and Operations Analysis
• Strategy and Industry Research
• Product Management and Product Operations
• Data-driven Decision-Making
• AI Products and AI-enabled Workflows