Hi! I'm Lynette, a data analyst fueled by challenges and a desire to make a real impact.

Lynette

With a background in music startup and marketing

I thrive on solving ambiguous problems. My experience with musicians and non-technical stakeholders taught me that a sophisticated model only succeeds if it can be translated into a clear, actionable narrative.

Let's Connect !

What I do

I identify target markets and design products or packages tailored to their specific needs while simplifying the operations behind them. I track behavior and synthesize feedback to ground decisions in data and human insight.

Product Management / Analytics

I aligned cross-cultural stakeholders and architected data pipelines at 1500 Sound Academy to enable more sophisticated and diverse product offerings.

Customer / Marketing Analytics

I drove measurable revenue growth and increased conversion rates by creating data-driven upselling bundles and targeted strategic campaigns.

Featured Projects

Charlotte FC Silver Member Growth Plan
Persona & Growth Analytics

Charlotte FC Silver Member Growth Plan (MIT SSAC Top 3)

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

Key Skills

A/B Testing & Experimentation

  • Experiment Design
  • Hypothesis Testing
  • Power Analysis
  • Causal Impact Modeling
  • Quasi-Experiments (DiD, RDD, etc.)

Full Funnel Analytics

  • Conversion Rate Optimization
  • Multi-touch Attribution
  • Drop-off Analysis
  • Cohort Analysis
  • Conversion Latency Analysis
  • Survival Analysis

Predictive Behavior Modeling

  • Supervised Classification (Logistic Regression, Random Forest, XGBoost)
  • Propensity Modeling
  • Anomaly & Fraud Detection
  • Model Explainability (SHAP, LIME)

Demand Forecasting & Inventory Management

  • Time Series Analysis
  • Seasonality & Trend Decomposition
  • Inventory Stratification
  • Stochastic Modeling
  • Inventory Control

User & Market Research

  • Survey Design
  • Focus Group Moderation
  • Competitive Benchmarking
  • Sentiment Analysis
  • Brand Positioning
  • SWOT Analysis

Segmentation & Persona Analysis

  • Clustering Algorithms (K-Means, GMM, DBSCAN)
  • Dimensionality Reduction (PCA, t-SNE)
  • RFM Analysis
  • Behavioral Archetyping

CLV / Growth Analytics

  • Predictive CLV Modeling
  • Recommendation Systems (SVD, Market Basket)
  • Lead Scoring Frameworks
  • Churn Forecasting
  • Unit Economics & ROI (CAC:LTV Ratio)

Revenue & Price Analytics

  • Price Elasticity
  • Variance Analysis
  • Contribution Margin Analysis
  • Revenue Mix Analysis
  • Project ROI & Valuation

Risk & Uncertainty Analysis

  • Monte Carlo Simulation
  • Sensitivity Analysis
  • Distribution Fitting
  • Decision Tree Analysis

Operations & Strategy Optimization

  • Database Management
  • Workflow Automation
  • Bottleneck Analysis
  • Linear Programming
  • Strategic Resource Allocation

GenAI for Analytics

  • Automated Data Labeling
  • Rubric Creation
  • LLM-as-a-Judge Synthesis
  • Unstructured-to-Structured Data Pipelines
  • Prompt Engineering
  • Retrieval Augmented Generation

Data Visualization / Storytelling

  • Interactive Executive Dashboards (Tableau, Power BI, GenAI Tools)
  • 8 Data Story Types
  • Data Journalism

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).