RAINKFootball Weather
Findings, methodology notes, and the occasional caught mistake.All posts

Does Extreme Temperature Change the Total?

Rain, snow and wind already got the full treatment: they knock points off a game without changing who wins (that's this post). Temperature had to wait, because we didn't have real game-time temperatures for 2005–2025 yet. Now we do: 16,850 games with a real kickoff reading, not counting games under a roof. Our hunch going in was about extremes: that freezing cold and brutal heat would both mess teams up. The data had other plans.

The short version: temperature really does move the total. Warmer games score more, colder games score less. But it's a straight line all the way across, not a "both extremes are bad" curve. It even gets a bit stronger after we account for late-season games. And it doesn't help our prediction model: adding it improves the model by less than a hundredth of a point.

Heads up

These numbers were updated after we fixed a weather-timing bug that affected every reading on the site, temperature included (story in this post). Every finding here held up, and a few got clearer.

Games with a real kickoff temp16,850
Avg total, below 20°F47.7 pts
Avg total, 85°F+56.5 pts
U-shape foundNone

A real effect, and it's a straight line

Even after accounting for how good the two teams are, warmer kickoffs go with more total points. It's not a huge swing, but it's a dependable one, not a fluke from a few weird games. Our original idea was that both ends would hurt scoring, so the next question was whether the pattern bends into a U. It doesn't. The hottest games don't curve back down the way "the heat wears offenses out" would predict. It's just: warmer, more points.

Total points, by kickoff temperature
<20°F (25 games)
47.7
20–32°F (254 games)
53.3
32–50°F (2,390 games)
54.1
50–70°F (6,201 games)
54.5
70–85°F (4,630 games)
55.0
85°F+ (859 games)
56.5
A clean, roughly steady climb from the coldest bucket to the hottest — not a dip-then-recovery. Correcting the weather-measurement bug (see the update note above) moved a lot of games between buckets — genuinely hot games were badly undercounted before, which is why the 85°F+ bucket alone grew from 186 games to 859.

Wait, aren't cold games just late-season games?

Good catch, if you were thinking it. Cold games are mostly in November and bowl season, and hot ones are mostly in late August and September. So maybe "temperature" is secretly "time of year" (tougher defenses late, sloppier offenses early). We checked. When we account for the time of season, the temperature effect doesn't shrink. It gets stronger, more than doubling. This isn't late-season defense wearing a weather costume.

The hottest and coldest kickoffs on record

Inside Arizona State's Sun Devil Stadium on a sunny day, with desert hills behind the stands.
Arizona State's Sun Devil Stadium hosted four of the five hottest kickoffs we've ever recorded. Sunscreen is part of the uniform in Tempe. Photo: Beyond My Ken, CC BY-SA 4.0, via Wikimedia Commons.

Games under a roof don't count, since the outdoor temperature never reached the field.

Hottest 5
DateMatchupScoreTemp
Sep 10, 2023Oklahoma State @ Arizona State27–15104.1°F
Sep 6, 2013Sacramento State @ Arizona State0–55103.1°F
Sep 2, 2011UC Davis @ Arizona State14–48103.0°F
Sep 2, 2017Cal Poly @ San José State13–34101.5°F
Oct 6, 2024Kansas @ Arizona State31–35101.3°F
Coldest 5
DateMatchupScoreTemp
Nov 24, 2013Kansas @ Iowa State0–343.8°F
Nov 23, 2019Colorado State @ Wyoming7–178.0°F
Nov 16, 2014San Diego State @ Boise State29–389.9°F
Nov 22, 2013UNLV @ Air Force41–2111.9°F
Dec 23, 2022Baylor @ Air Force15–3012.4°F
Iowa State's marching band spells ISU on the field at a packed Jack Trice Stadium on a sunny day.
Iowa State's Jack Trice Stadium, on a much nicer day than Nov. 24, 2013, when Kansas visited in 3.8°F cold, the coldest kickoff on record. Photo: K.a.zenz (public domain), via Wikimedia Commons.

San Diego State's 2014 trip to Boise is on this list for a reason worth remembering: a warm-weather team, far from home, in seriously brutal cold. That's a different question from "was it cold?", and we tested it directly in another post.

Do the sportsbooks already know about this?

Sportsbooks post a predicted total for every game (the over/under). If games keep landing above or below that number as the temperature changes, the sportsbooks aren't fully accounting for temperature. Across 7,200 games with a real posted number and a real temperature (2017–2025), the answer is… maybe? It's right on the edge of what we'd call a real pattern. The details are messy: freezing games actually landed under the line on average (by −0.89 points), while the four warmer groups all landed between +0.3 and +0.5 over. With only nine seasons of real lines, we're calling this one unresolved.

Does it help the prediction model?

Being real in old games doesn't automatically earn temperature a spot in the model that predicts this week's games. We gave it the same fair test every other idea got (see how the model was built): train only on earlier seasons, grade on later ones, and only use what was known before kickoff. Added to what the model already knows (team strength, weather and home field), temperature barely moves the needle:

Current live model
13.454
+ temperature
13.446
Average size of the model's miss, in points (lower is better), across 11,440 games from 2010–2025, each predicted by a model trained only on earlier seasons. Temperature helps by 0.008 points, far too little to be worth adding, so the live model stays as-is. An earlier version of this chart showed smaller numbers from a flawed test; see "Can We Beat the Over/Under?" for what went wrong.

See the full top 50 hottest or coldest kickoffs on the Rankings page. Next: does temperature change more than the score? Does it change how teams actually play?