🏀 College Basketball Data Starter Pack

🔥 Launch Price: $39 (normally $49) - Limited Time!

Skip the grunt work. Start your college basketball analytics project with a complete foundation of clean, structured historical data and custom-built code examples.

✅ What’s Inside

• 🗂️ Structured CSVs - game and season-level data
• 📊 Advanced Team and Player Stats - Four Factors, win shares, net ratings, and more
• 🏀 Player and Team Shot Breakdowns - Dunks, Layups, Tip-ins, Jumpers, 3-pointers, Assisted Rates, etc.
• 🧠 12 Jupyter Notebooks - guided walkthroughs showing how to:
  • Build team rankings
  • Explore team and player metrics
  • Create team similarity models
  • Compare teams efficiencies
  • Compare player efficiencies
  • Visualize metric distributions
  • Apply opponent adjustments (SRS-style)
  • Build team and player efficiency dashboards
• 📘 PDF Guides - Full Data Dictionary + Notebook Overview
• 🧾 Team & Conference Metadata
• 📅 Historical Coverage:
  • Game results back to 2003
  • Basic and advanced team stats back to 2005
  • Basic and advanced player stats back to 2005
  • Player and team shot breakdowns back to 2014

⚡ Why This Starter Pack Exists

Getting started with college basketball data can be overwhelming.

• Dozens of API endpoints
• Thousands of API calls
• Constant questions like “How do I model this?” or “Where do I even start?”

This Starter Pack changes all that.

It gives you:

• A massive head start with comprehensive, historical data
• Real, working code examples for modeling and analysis
• A way to save your monthly API call quota and get productive immediately

Whether you’re building a predictive model, dashboard, or just exploring for fun, this pack will save you hours (or days) of setup.

🧩 Designed For:

• Data scientists & model builders 🧮
• Basketball bloggers & hobbyists ✍️
• Academic researchers 📚
• Betting modelers & analytics nerds 🎯

🎁 Limited Time: $39 Launch Price

After launch, this will increase to $49. Grab it early while it’s available.

🛑 License & Usage

This Starter Pack is based on factual game information and public data sources. Any proprietary data is excluded. Derived metrics are original, created by CollegeBasketballData.com.

This product is not affiliated with or endorsed by the NCAA, its affiliate universities, or any other organization.

This Starter Pack is for personal use only by the original purchaser. Redistribution, resale, or public sharing of any part of this package is strictly prohibited. By purchasing, you agree to these terms.

🗂️ Full Breakdown on what's included

• Data Files Guide
• Jupyter Notebooks Guide
• CSV Headers

❓ Does this include play-by-play and substitution data?

Not in this pack — and that’s intentional.

The CBBD Starter Pack focuses on aggregated team- and player-level data, which is the foundation for building rankings, models, and dashboards. It includes:

📂 Clean, historical game and box-score data
📊 Advanced team and player metrics
🏀 Aggregated team and player shot distributions
🧠 14 Jupyter notebooks to guide analysis

For most modelers, this is where the real insight starts.
It’s fast, clean, and powerful — and gets you building right away.

❤️ Thank you for supporting a fully independent, community-driven analytics project.