Proof
Does weather actually move the total?
By OverUnderWeather Research Desk
This is the honest version. Every weather lean we publish is frozen at kickoff and graded against the final total once the game settles. Below is the running tally by condition — including the buckets sitting on a coin flip, because those matter just as much as the ones that work.
The short version
Weather is a filter, not a forecaster. In mild conditions — light wind, dry, moderate temperature — it tells you almost nothing, and those are the majority of games. Its value shows up at the extremes: strong wind through the ground, heavy rain, a wet deck, or heavy dew in a night game.
So the right way to use this site is as a check before you bet: you already have a view on the total, and you want to know whether the conditions at that specific venue argue with it. If the weather is unremarkable, the correct answer is "no signal" — and we show that instead of inventing one.
What the conditions do physically
Wind is the biggest single lever. In baseball it decides whether fly balls carry or die; in football it gates the deep ball and field-goal range; in AFL it turns one end of the ground into a scoring end. Direction relative to the ground bearing matters more than raw speed, which is why we draw wind against the real stadium orientation rather than a compass arrow.
Rain and a wet deck slow the game and raise the error rate — more fumbles, more turnovers, fewer clean shots at goal. Cold and dense air reduce carry and kicking distance. Dew is the quiet one: a still, clear, humid night can leave a greasy ball late in an AFL or college game without a drop of rain falling.
The record, by condition
Lean-agnostic hit rate: how often the weather read pointed the right way on the total. Anything under 30 graded games is marked thin — treat it as a work in progress, not a signal. A bucket sitting within three points of 50% is a coin flip, and we label it as one.
MLB
| Condition | Graded games | Lean correct | Verdict |
|---|---|---|---|
| Moderate read | 139 | 67/139 (48%) | Coin flip |
| Weak read | 18 | 9/18 (50%) | Too few games |
| Condition | Graded games | Lean correct | Verdict |
|---|---|---|---|
| Night, no dew | 76 | 40/76 (53%) | Coin flip |
| Day game | 66 | 27/66 (41%) | Read has missed |
| Night, moderate dew | 21 | 12/21 (57%) | Too few games |
| Night, heavy dew | 10 | 2/10 (20%) | Too few games |
| Condition | Graded games | Lean correct | Verdict |
|---|---|---|---|
| Dry | 152 | 70/152 (46%) | Read has missed |
| Heavy rain | 22 | 12/22 (55%) | Too few games |
| Condition | Graded games | Lean correct | Verdict |
|---|---|---|---|
| Mild | 104 | 45/104 (43%) | Read has missed |
| Warm | 69 | 36/69 (52%) | Coin flip |
| Condition | Graded games | Lean correct | Verdict |
|---|---|---|---|
| Light wind | 119 | 48/119 (40%) | Read has missed |
| Moderate wind | 30 | 18/30 (60%) | Read has held |
| Calm | 26 | 16/26 (62%) | Too few games |
College Football
| Condition | Graded games | Lean correct | Verdict |
|---|---|---|---|
| Moderate read | 6 | 3/6 (50%) | Too few games |
| Condition | Graded games | Lean correct | Verdict |
|---|---|---|---|
| Day game | 39 | 13/39 (33%) | Read has missed |
| Night, no dew | 11 | 5/11 (45%) | Too few games |
| Night, moderate dew | 5 | 2/5 (40%) | Too few games |
| Condition | Graded games | Lean correct | Verdict |
|---|---|---|---|
| Heavy rain | 55 | 20/55 (36%) | Read has missed |
| Dry | 8 | 4/8 (50%) | Too few games |
| Condition | Graded games | Lean correct | Verdict |
|---|---|---|---|
| Mild | 41 | 13/41 (32%) | Read has missed |
| Warm | 19 | 9/19 (47%) | Too few games |
| Condition | Graded games | Lean correct | Verdict |
|---|---|---|---|
| Light wind | 27 | 5/27 (19%) | Too few games |
| Calm | 22 | 10/22 (45%) | Too few games |
| Moderate wind | 12 | 8/12 (67%) | Too few games |
AFL
| Condition | Graded games | Lean correct | Verdict |
|---|---|---|---|
| Moderate read | 25 | 12/25 (48%) | Too few games |
| Condition | Graded games | Lean correct | Verdict |
|---|---|---|---|
| Day game | 16 | 7/16 (44%) | Too few games |
| Condition | Graded games | Lean correct | Verdict |
|---|---|---|---|
| Dry | 25 | 13/25 (52%) | Too few games |
| Condition | Graded games | Lean correct | Verdict |
|---|---|---|---|
| Mild | 26 | 13/26 (50%) | Too few games |
| Condition | Graded games | Lean correct | Verdict |
|---|---|---|---|
| Calm | 12 | 5/12 (42%) | Too few games |
| Light wind | 12 | 7/12 (58%) | Too few games |
NFL
| Condition | Graded games | Lean correct | Verdict |
|---|---|---|---|
| Day game | 19 | 9/19 (47%) | Too few games |
| Condition | Graded games | Lean correct | Verdict |
|---|---|---|---|
| Heavy rain | 21 | 9/21 (43%) | Too few games |
| Condition | Graded games | Lean correct | Verdict |
|---|---|---|---|
| Mild | 17 | 9/17 (53%) | Too few games |
| Condition | Graded games | Lean correct | Verdict |
|---|---|---|---|
| Light wind | 8 | 5/8 (63%) | Too few games |
| Calm | 6 | 1/6 (17%) | Too few games |
| Moderate wind | 6 | 3/6 (50%) | Too few games |
Updated automatically as games settle · last refresh 10/23/2026. Informational only, not betting advice.
How to read this honestly
Most rows will sit near 50%, and that is the expected result — a total is priced to be a near coin flip, so a weather read that only matters in a minority of games cannot move the overall number much. What is worth watching is whether the extreme buckets separate from the mild ones over time. Until they do across a real sample, treat the weather read as context, not conviction.
We publish forecast fidelity separately — how close our stadium forecasts land to the conditions the venue actually got — on the forecast accuracy page.
Research
For a deeper look at how specific weather patterns affect totals, see our studies:
- When Weather and Projections Disagree — across 21,001 NFL, college football and MLB games, taking a projection against a clear weather read was the most consistently losing behaviour we have measured. The weather check is a seatbelt, not an engine.
- Soccer Weather & Betting Guide — do bettors actually check the forecast before soccer matches?
- English Premier League Rain & Goals Study and English Premier League Wind & Goals Study — what weather does (and doesn't) do to Premier League totals.
- MLB Wind Direction & Scoring Study — six seasons of outdoor games classified by each park's own field bearing.
- NFL Wind & Totals Study — how wind speed bands have moved NFL totals since 2006.
- NFL Temperature & Scoring Study — twenty seasons of kickoff temperatures; cold weather is mostly a myth.
- NFL Turnovers in Bad Weather — rain, cold and turnovers over 20 seasons.
- NFL Climate Shock Study — dome and warm-weather teams playing outdoors in cold and wind.
- AFL Rain & Scoring Study — wet-ground effects on AFL totals.
- CFB Wind & Kicking Study — field-goal accuracy by wind direction relative to the stadium.
- CFB Heat & Humidity Study and CFB Extreme Heat Study — college football scoring in hot and humid conditions.
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Check tonight's conditionsOverUnderWeather Research Desk
Independent data analysis on public sports and weather records. Studies match historical game outcomes to archived game-window weather, apply pre-set sample and significance rules, and publish null results when that is what the data show. Editorial policy and corrections log.
Frequently asked
Does weather actually change the total?
Sometimes. Strong wind, heavy rain and heavy dew are the conditions with a real physical effect on scoring. Most games are played in mild conditions where weather is not the story, and we say so rather than manufacturing a lean.
Should I bet a total based on weather alone?
No. Weather is a check you run before you bet, not a betting system. It is one input alongside form, injuries and the market price.
How is the record measured?
Every published lean is frozen at kickoff with the forecast it was based on, then graded against the final total once the game settles. The table below is the raw tally by condition bucket, including the buckets where we have been wrong.