Chasing NFL Playoff Perfection (Part 3)
The only thing that saved me from complete embarrassment was the Rams beating the Bears, and even that came with a full hour of stress as Los Angeles tried its hardest to give the game away. Everything else went off the rails. Josh Allen turned the ball over four times and erased any universe where the Bills were supposed to survive. C.J. Stroud followed with a first-half horror show, four interceptions, and one of the worst single-game passer ratings since 2000, all while Houston’s defense desperately tried to drag him across the finish line. And then there was San Francisco, which was never really a game. Injuries piled up, Christian McCaffrey went down, and Rashid Shaheed returned a punt for a touchdown, scoring as many points in twelve seconds as the 49ers managed all evening.
So here we are. The data failed. The model blinked. The chaos won. But the playoffs do not wait for your ego to recover, and neither does the conference championship round. Perfection is gone. Pride is hanging by a thread. And somehow, against all better judgment, I am back again.
For my previous predictions, visit Wildcard Weekend & Divisional Round Weekend
Conference Championships Weekend
Data
Model
The Conference Championship model just got a subtle but powerful upgrade, and it shows in the numbers. It’s still good old logistic regression, but now it uses GroupKFold cross-validation to test on full seasons instead of splitting teams in quirky ways (Leave One Group Out). That means the model’s predictions better reflect real matchups, making the AUC scores more trustworthy. And the feature weights now line up perfectly with what the model is actually using, so every stat in the spreadsheet tells a true story about playoff impact.
The results are eye-popping: Fold 1 through 3 hit a perfect AUC of 1.0, and Fold 4 came in at 0.75. The mean AUC is a stellar 0.9375 with a standard deviation of 0.1083. Cleaner, sharper, and more reliable, the model now not only predicts winners but explains why they have a shot.
Results
Once the conference championship model was locked in, the story snapped into focus. This round does not reward flashy drives or big stats. It rewards discipline. The numbers favor teams that avoid mistakes, capitalize when points are available, and force opponents into situations they are not ready for.
Penalties screamed the loudest at -0.87. One mental error, one sloppy play, and the game swings hard. Efficiency beats volume. Scoring matters, but only when it comes without self-inflicted damage.
Defense quietly carried the rest of the weight. Defensive EPA vs. the run and 3rd Down % allowed both checked in at +0.41, showing that stopping opponents when it counts and making them earn every first down still move the needle. Field-goal % allowed came in at +0.40, another reminder that every drive that does not reach the scoring range is an opportunity to tilt the game in your favor.
The message is clear. Winning here is about staying clean, making the opponent pay for mistakes, and thriving in high-pressure moments. All the flash and hype fade when the field narrows, and every single possession carries weight.



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