If you listen to sports pundits like Nick Wright on television (no shade, I’m a fan!), you’ll soon find yourself believing that nothing in sports comes down to luck. When a team continues to win close games it’s not because the ball just happened to bounce the right way … it’s because they’re clutch. They have figured out, better than anyone else, how to “get it done when it matters the most”.

There’s an element of this which is hard to deny - certain players or coaches really do seem to show up the most when the stakes are the highest. But there is also a mathematical reality at play. Over the long run, point differential is a strong predictor of wins, and teams that make a living on one-score outcomes eventually drift toward average. Want a clean example? Look at the 2024 and 2025 Kansas City Chiefs.

Article content

The beginning of the end, some might say


Point Differential - Why Does it Matter?

One of the beautiful things about point differential is how easy it is to explain. Simply, it’s calculated as “points scored minus points allowed.” It is the most honest box score stat we have across a season because it captures how often you were the better team and by how much.

That matters because a win-loss record is brutally low-resolution. In the NFL you get 17 data points, and each one is a binary outcome that can swing on a tipped ball, a missed kick, or one unfortunate fourth-quarter bounce. Point differential quietly smuggles in way more signal because it’s built from every drive, every quarter, and every time a team either separated from an opponent or let them hang around. That’s why, historically, point differential does a better job predicting what happens next than the record a team has already banked.

Bill Barnwell once ran a simple, elegant reality check: he looked at 99 teams that finished exactly 8-8 between 1989 and 2015. The teams with a non-negative point differential won 8.6 games the following year on average. The teams with a negative point differential won 7.3. Same historical record, meaningfully different future results.


What’s All that Noise about Regression to the Mean?

“Regression to the mean” is one of those phrases that has taken on a borderline cult status, but at its core it’s really just a reminder about noisy data. When something is made up of skill plus randomness, extreme results usually have some luck mixed in. Over time, the luck part doesn’t repeat on command, so the extreme thing slides back toward normal.

In football, one-score games are the perfect lab experiment for this. The best teams will win more of them than bad teams, but nobody “earns” a 11-0 season in games decided by seven points or fewer. That’s not merely a skill you can isolate in practice - it’s more akin to a good blackjack player going on a heater. And as you know if you’ve ever sat at the table too long… heaters cool off.

Article content

The 2024 Chiefs made their bones on close wins. The 2025 team? ... not as much


So… What Does This Have to Do With the Chiefs

In 2024, the Chiefs were undoubtedly a very good team. Your lasting memory (nightmare, if you hate the Eagles as much as I do) might be of them getting boat raced by Philly, but they made it to the Super Bowl. Not easy to do! What you might not remember, though, is the fact that throughout the season the Chiefs seemed to let every game come down to the wire. Despite a record of 15-2, the Chiefs finished with a point differential of only +59 (or ~3.5 per game) - good for 11th in the league.

So where did the extra wins come from? The endings. The Chiefs were perfect in one-score games in 2024 (11-0). That’s the kind of thing that creates an “extreme clutchness” mythology. It also creates a math problem, because perfection in coin-flip territory is not a renewable resource.

Now fast forward to 2025, and the funniest part is that the underlying “season-long scoreboard” barely moved. Through 14 games, the Chiefs are 6-8, but they’ve scored 328 and allowed 268 for a +60 point differential - placing them once again in 11th place. The delta in record this year comes down to the aforementioned regression to the mean. The Chiefs have been 1-7 in similar one score games, which is the difference between first place in the AFC and packing their bags for Cancun.

Article content


Conclusion - How You Win Matters!

Don’t get me wrong, the Chiefs did not accidentally become the Chiefs. But the broader point is the one we pretend we don’t believe until it happens to our team: win totals are noisy, point differential is steadier, and the teams that live on one-score margins are basically choosing to let randomness have a vote.

Which is why I’m always a little wary when we start crowning teams because they’re “clutch.” This year’s Broncos are a perfect example: 12-2, the darling of Cowherds and Stephen As everywhere … but ninth in the league in point differential.

Of course all the comebacks are impressive, but don’t confuse “pulling it out late” with “this is a repeatable identity into the playoffs and beyond”. If you’re trying to predict the future (and we all are, even when we pretend we aren’t), start by asking: are they winning convincingly, or are they surviving?


Thanks for reading! Want more? We wrote a great newsletter about MLB Free Agency, as well as one about bias in the narrative around Saquon Barkley. Check out our blog and our YouTube channel for deeper dives and walkthroughs. We’ll be back each week with more content - subscribe to stay in the loop.

#DataAnalytics #SouthShoreAnalytics #SportsAnalytics