Hi, I'm Lynette, a data analyst
who thinks like a customer and
gets things done with whatever's on hand.

Lynette

With a background in marketing and as the first hire at a music education startup, I ran focus groups, built the analytics infrastructure from scratch, and restructured the entire product lineup.

Together, these efforts doubled monthly revenue and improved student satisfaction along the way. But what really fulfilled me was seeing those musicians grow and get closer to their dreams.

Let's Connect !

What I do

Over 3 years across a music startup and mobile app company, I've driven product strategy end-to-end by architecting data pipelines from zero, building and improving products, and working closely with executive-level stakeholders to turn data into real business decisions.

Industry
Tech Startup Music Entertainment Education

Data Projects

Indie Artist Cross-Platform Performance Dashboard
Dashboard & Pipeline Design

Indie Artist Cross-Platform Performance Dashboard

Partnered with a Taiwanese indie artist to build a unified analytics solution tracking streams, listeners, follower growth, and engagement across Spotify, Apple Music, and Instagram, saving 30% of yearly marketing costs.

#DataVisualization #BusinessIntelligence #Dashboard #MusicAnalytics #CrossPlatform
Predicting Salesforce Product Ideas 90% Faster with AI
AI-powered Predictive Analytics

Predicting Salesforce Product Ideas 90% Faster with AI

Partnered with Salesforce to analyze IdeaExchange community feedback and surface product insights through predictive modeling and LLM-powered extraction, cutting idea evaluation wait time by 90% at 93% accuracy.

#LLM-as-a-Judge #TextAnalytics #FeatureEngineering #ScoringModel #PredictiveAnalytics #ProductAnalytics
Charlotte FC Silver Member Growth Analytics
Top 3 in the Case Competition
Persona & Growth Analytics

Charlotte FC Silver Member Growth Analytics

Selected as one of 3 finalists from 50+ global graduate teams to solve a premium membership growth and retention challenge for Charlotte FC using PCA, GMM clustering, Random Forest classification and lead scoring models.

#PCA #GMMClustering #Classification #LeadScoring #SportsIndustry #MembershipRetention
Steam curated recommendations
Recommendation System

The "Playtime" Payoff: Steam’s 40% Growth Strategy

This project utilizes collaborative filtering to transform user playtime into implicit ratings, delivering personalized game recommendations that drive a projected 40% increase in Steam’s revenue.

#MachineLearning #CollaborativeFiltering #SVD #PredictiveModeling #RevenueGrowth #DigitalGamingMarket

How I Solve Problems

Business Problem Data Analytics Customer Insight
#DataTrustWe have too much data and don't know what to trust or how it connects
  • ETL Pipelines
  • Database Management
  • Data Cleaning
  • Data Governance
  • Stakeholder Interviews
  • Defining the Right Question
#ZeroToDataWe don't have much data but there are many actions happening
  • LLM Unstructured-to-Structured Pipelines
  • API Integration
  • Workflow Automation
  • Digitization
  • Qualitative Research
  • Process Mapping
  • Stakeholder Interviews
#SegmentationWho are my customers and what do they actually want?
  • Segmentation
  • Clustering
  • RFM Analysis
  • Survey Design
  • Focus Groups
  • Behavioral Archetyping
#PricingHow do we price and package our product?
  • Price Elasticity
  • Revenue Mix Analysis
  • Unit Economics
  • Market Research
  • SWOT Analysis
  • Competitive Benchmarking
#PerformanceIs what we're doing actually working?
  • A/B Testing
  • Causal Impact Modeling
  • Cohort Analysis
  • Sentiment Analysis
  • User Feedback Loops
#AcquisitionWho is most likely to buy and how do we reach them efficiently?
  • Lead Scoring
  • Propensity Modeling
  • Conversion Rate Optimization
  • Market Basket Analysis
  • Recommendation Systems
  • Persona Analysis
  • Brand Positioning
  • Competitive Benchmarking
#RetentionWho is about to leave and how do we keep them?
  • Churn Forecasting
  • CLV Modeling
  • Survival Analysis
  • Cohort Analysis
  • Anomaly Detection
  • User Feedback Loops
  • Sentiment Analysis
  • Behavioral Archetyping
#ForecastingHow do we prepare for what we can't see coming?
  • Demand Forecasting
  • Time Series
  • Monte Carlo Simulation
  • Sensitivity Analysis
  • Trend Analysis
  • Customer Feedback Loops
#AutomationHow do we move faster and communicate clearly?
  • Workflow Automation
  • Prompt Engineering
  • RAG
  • GenAI Pipelines
  • Interactive Dashboards
  • 8 Story Types
  • Data Journalism

Tools that I use

Programming & BI

SQL, Python, R, Tableau, Power BI, Looker

Spreadsheet & Reporting

Advanced Excel, Google Sheets

Design & Communication

Adobe Illustrator, Canva, PowerPoint, Google Slides

AI & Productivity

ChatGPT, Gemini, Claude, Cursor

Some Fun Facts About Me

Singing Performance

Singer

I enjoy the magic of performing. I recently performed at Seattle’s largest Taiwanese summer picnic concert.

My First Music Album

Songwriter

Writing for 10+ years, I'm now finishing my debut 5-song album. I love the alchemy of turning feelings into lyrics.

Violinist

Violinist

Starting at age of 8, I learned that discipline and practice make perfect, and beyond that, there is freedom.

Tennis

Tennis Player

As a collegiate national quarterfinalist, I traded fear for resilience and learned to focus only on the point at hand.

Podcast

Podcaster

At 22, I co-launched a podcast on our college struggles, witnessing the power of sharing and embracing vulnerability.

History and Philosophy

History and Philosophy Geek

Both enrich my worldview. Currently moving from the Tao Te Ching (Laozi) to the I Ching (Book of Changes).