Bill Radjewski
@collegefootballdata.com
3.3K followers 120 following 370 posts
CFB and CBB graphs and analytics | CollegeFootballData.com | CollegeBasketballData.com | It's pronounced "ruh-jess-key"
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📦 The CFBD Starter Pack is officially live!

Whether you're building models, dashboards, or just exploring data, this is your launchpad.

What’s inside + how to get it 👇
#cfb #cfbd #sportsanalytics
collegefootballdata.com
Whoops! Thanks for letting me know! Hope you enjoy.
collegefootballdata.com
Ever wondered how a player’s shot mix actually breaks down? 🏀

Here’s a quick look from one of the new Jupyter notebooks in the College Basketball Data Starter Pack: stacked shot shares by type (dunks, layups, jumpers, 3s).

Available now on Gumroad: buff.ly/aJuInMK
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More info on what's included:

Data Files guide - buff.ly/584TBwU
Data Headers - buff.ly/onRE3Ts
Notebooks guide - buff.ly/8QShiEA
collegefootballdata.com
If you previously picked up any of the CFB packs, check your email 👀 — a special discount was just sent out as a thank-you.

Everyone else can grab the new pack here:
🔗https://buff.ly/aJuInMK

Available now at the promotional launch price of $39.
collegefootballdata.com
Includes:
📊 Team & player stats (2005–2025)
📈 Advanced tempo-free & Four Factors metrics
🎯 Detailed shot breakdowns (layups, dunks, jumpers, 3s)
💻 14 beginner-friendly notebooks for rankings, dashboards, and opponent adjustments

Perfect for analysts, modelers, and students.
collegefootballdata.com
🏀 The College Basketball Data Starter Pack is here!

A complete, ready-to-use dataset + 14 Jupyter notebooks to help you explore, visualize, and build your own analytics projects for CBB.

Built in the same spirit as the popular CFB Starter Pack — but made for the hardwood.
collegefootballdata.com
💡 Launches soon with an early discount for CFB pack owners.

See what's included:

Data Files guide - buff.ly/584TBwU
Data Headers - buff.ly/onRE3Ts
Notebooks guide - buff.ly/8QShiEA
collegefootballdata.com
✅ Team & player stats (2005–2025)
✅ Advanced tempo-free & Four Factors metrics
✅ Shooting breakdowns (layups, dunks, jumpers, 3s)
✅ 14 beginner-friendly notebooks for rankings, dashboards, & opponent adjustments

If you grabbed the CFB Starter Pack, you’ll feel right at home.
collegefootballdata.com
It’s almost hoops season and that means the College Basketball Data Starter Pack is coming soon. 🏀

A complete, ready-to-use dataset + 14 Jupyter notebooks designed to help you explore, visualize, and build your own analytics models for college basketball.
collegefootballdata.com
Now flip it to the other side of the ball.

Which defenses are forcing long 3rd downs, and which are actually getting stops?

Here’s the same view for defenses: average 3rd down distance to go allowed vs. 3rd down conversion rates allowed.
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3rd downs are where games are won and lost. 📊

Here’s a look at how offenses are performing so far: plotting average distance to go on 3rd down vs. 3rd down conversion success rates.

IU, USC, Utah, and Mizzou have been the best at both staying ahead of schedule and converting.
collegefootballdata.com
Congratulations to all weekly leaders! The competition has really heated up this year!

Full leaderboard: buff.ly/ezR2PBV
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Top 5 Models - MSE

1. @CFB_Predict (-8.810)
2. @PEARatings (-6.300)
3. @jhnhrris (-5.680)
4. @J_Pure57 (-3.680)
5. @Stephen_Hill (-2.710)
collegefootballdata.com
Top 5 Models - MAE

1. @ram_dub (-0.420)
2. @Stephen_Hill (-0.120)
3. @J_Pure57 (-0.110)
4. @johnbedwards.io (+0.020)
5. @Tickkid (+0.020)
collegefootballdata.com
Top 5 Models - Picks ATS

1. @Stephen_Hill (+0.120)
2. @dwiltse (+0.114)
3. @ram_dub (+0.102)
4. u/mvpeav (+0.082)
5. @cyberrtyler (+0.080)
collegefootballdata.com
Top 5 Models - Straight Up Picks

1. @DomerIHardlyKno (+0.022)
2. u/mister_nimrod (+0.021)
3. @J_Pure57 (+0.021)
3. u/hypercube42342 (+0.021)
5. @ram_dub (+0.020)
collegefootballdata.com
Computer Model Pick'em Week 6 Update

Congrats to @Stephen_Hill for taking the top overall spot this week!

Here are the Top 5 Models by Composite Ranking

1. @Stephen_Hill
2. @ram_dub
2. @J_Pure57
4. @johnbedwards.io
5. @Tickkid
collegefootballdata.com
🔥 RB Efficientcy Leaders (through Week 6) 🔥

Here are the Top 15 RBs by opponent-adjusted EPA per rush.

Michigan’s Justice Haynes has taken over the top spot. 〽️
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🔥 QB Efficiency Leaders (through Week 6) 🔥

Here are the Top 15 QBs in opponent-adjusted EPA per dropback.

USC’s Jayden Maiava still owns the top spot, but Illinois’ Luke Altmyer and Ohio State’s Julian Sayin are making noise. Air Force’s Liam Szarka also quietly cracking the top 5 👀
collegefootballdata.com
💪 Domination in the Trenches (through Week 6)

📈 X = Opponent-adjusted line yards gained (offensive push)
📉 Y = Opponent-adjusted line yards allowed (defensive resistance)

Top-right = true Trench Kings 🏆
Auburn, Indiana, and FSU are bullying opponents up front — winning on both sides of the line.
collegefootballdata.com
Model Training Data has been posted for week 7 games!

This is available weekly to Patreon Tier 3+ subscribers and follows the same format as the Model Training Pack for easy plug and play.

buff.ly/BsoAKWd
www.patreon.com
collegefootballdata.com
Now the defenses 🔒

📊 Opp-adjusted success rate allowed (through Week 6)

Oklahoma still looks like a brick wall 🧱
Auburn, Texas Tech, and Texas A&M in the next tier
Meanwhile, a few usual defensive powers are slipping into “turnstile” territory… 👀
collegefootballdata.com
📊 Offensive efficiency through Week 6

X = Opp-adjusted success rate on standard downs
Y = Opp-adjusted success rate on passing downs

🚀 USC remains untouchable at the top
💪 Vandy, Arky, and Utah holding strong
⚡ FSU & Ole Miss keeping the heat on
collegefootballdata.com
😮💨 Week 6 brought the chaos again!
Here are the Top 10 most exciting games according to the CFBD Excitement Index:

🔥 Buffalo–Eastern Michigan and Louisville–Virginia both hit a 9.7 🤯
⚡ Arkansas State–Texas State wasn’t far behind

Which game had you glued to the screen this weekend?
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It’s October, which means college basketball tips off next month. 👀

Thinking it might be time for a CBB Starter Pack…