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👋 Cheers, I'm Krystal — Sports Analyst, Storyteller, & Stat Sheet Decoder

Welcome to my GitHub portfolio! I’m transitioning into the sports analytics field with a focus on data-driven storytelling across women’s college basketball and softball, pro leagues like the WNBA, AUSL, and NWSL, and the sports betting / DFS industry.

I combine experience in sports media, data analysis, and storytelling to create impactful dashboards, predictive models, and content that helps decode the game — one stat at a time.

🏀 What I’m Building

  • 🎙️ The Stat Sheet: A content series (blog/video/dashboards) that breaks down one advanced stat at a time (like USG%, eFG%, or Offensive Rating), making it useful and actionable for new fans, bettors, and analysts.
  • Cal 2024-2025 Season Analysis: NCAA D1 women's basketball
  • Golden State Valkyries Scouting Report: inaugural season of WNBA's newest expansion team, the Golden State Valkyries!
  • 📊 NCAA Women’s Basketball + WNBA Draft Models: Using historical data to predict draft outcomes, player performance, and conference success.
  • Softball Bracket Breakdown Dashboards: Visualizing the structure of NCAA D1 regionals, super regionals, and team paths to the WCWS.
  • 🤖 DFS-Focused ML Experiments: Forecasting player prop bets and usage scenarios based on trends, opportunity metrics, and opponent stats.

🛠️ Tools & Skills

  • Languages & Libraries: Python (Pandas, NumPy, Scikit-learn), SQL, Google Sheets
  • Data Viz & Dashboards: Tableau Public, Looker Studio, Excel
  • Workflow & Storytelling: GitHub, Notion, Canva
  • Key Strengths: Data cleaning • Basketball analysis • Visualization • Betting logic • Sports modeling • Sports statsistics • Narrative framing

💡 What I Care About

I’m passionate about elevating women’s sports through smarter storytelling and deeper data. I believe that statistics shouldn’t be gatekept — they should bring people closer to the game.

🔍 Let’s Connect

If you're building the next big thing in sports betting, women's sports, or fan engagement analytics, I’d love to collaborate or contribute.

📬 LinkedInTableau PublicBlog/Website


“The numbers never lie — but it takes a good storyteller to make them speak.”

  • 👀 I’m interested in ...
  • 🌱 I’m currently learning ...
  • ⚡ Fun fact: ...

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  1. kbsmd-sportsmusicdata kbsmd-sportsmusicdata Public

    Config files for my GitHub profile.