Research

Fantasy football studies, models, and tools.

Chart of held-out next-four-team-game target-share forecast mean absolute error for 2019-2025 NFL wide receivers. Forecasts use the first N completed regular-season team games and are scored on the immediately following four team games. In-image n labels are eligible player-windows. At N=1, observed-share MAE is 6.01 pp versus 5.62 pp for the combined prior/fallback comparator; at N=8 the values are 4.25 and 6.00 pp. Lines show the observed-window share forecast, training-only shrinkage estimate, prior-season share / earlier-season WR-mean fallback comparator, and separate earlier-season WR mean baseline. The shaded band applies only to observed-share mean MAE and is a 95% pointwise player-cluster bootstrap interval (1,000 replicates; seed 271828), not an individual-player prediction interval and not a simultaneous interval across N; other-line intervals are not displayed. Player-cluster intervals do not separately account for dependence among receivers sharing team-game context. Target share is the player's summed targets divided by all reported player targets for that team over the same games, including RB and TE targets and excluding untargeted pass attempts; targets are summed before division. Each N has a different forecast origin and immediately following four-game outcome block, and eligible cohorts vary, so connected pooled estimates are not a within-player causal trajectory or the isolated effect of adding games.

How Many Games Until You Can Trust an NFL Wide Receiver's Target Share?

One game was too early. After two games, current target share predicted a wide receiver's next four games better than the historical baseline in our 2019-25 test.

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Wide summary chart of field-goal attempts, accuracy, and combined kicker fantasy points in registered wind thresholds versus below 10 mph NFL games through 2024.

Do NFL Kicker Fantasy Points Fall at 10, 12, or 15+ MPH Wind Through the 2024 NFL Season

Kicker scoring drops as soon as observed game wind passes 10 mph, and the damage grows with every threshold — but the evidence is retrospective, not a forecast.

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Effect panels compare scoring, passing efficiency, field-goal accuracy, and kicker points in open retractable roof versus closed retractable roof NFL games through 2025.

Does NFL Scoring Change With an Open vs. Closed Retractable Roof?

A same-stadium comparison of 333 retractable-roof games through 2025 finds no reliable scoring or passing shift when the roof is open — but kickers made field goals at a meaningfully higher clip.

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Effect panels compare scoring, play calling, passing efficiency, and deep-target volume in dome or closed roof versus outdoor or open roof NFL games through 2025.

Do NFL Domes Produce Higher-Scoring Games After Accounting for the Teams?

Dome and closed-roof games look like fantasy gold on the scoreboard, but the raw gap mostly reflects which teams happen to be playing indoors.

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Effect panels compare passing and play-calling outcomes in observed rain versus explicitly rain-free NFL games through 2024.

NFL Passing and Play Calling in Rain vs. Dry Games Through the 2024 NFL Season

Rain games show a real drop in completion rate and a smaller, less certain shift away from early-down passing — but no evidence of shorter targets or added turnovers.

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Diagram separates postgame NFL weather observations used for research from timestamped pregame forecasts tested as projection challengers.

How Fourth Down Labs Separates Pregame and Postgame NFL Weather Evidence

Fourth Down Labs keeps two kinds of NFL weather evidence — what actually happened and what was forecast before kickoff — and only one of them can ever touch a projection.

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Three panels compare temperature, wind, and precipitation forecast errors for HRRRv3 and HRRRv4 at 6-hour and 24-hour NFL kickoff cutoffs.

NFL Weather Forecast Accuracy: 6 vs. 24 Hours Before Kickoff

Across 2,205 cutoff-safe NOAA HRRR forecasts for NFL regular-season stadium-games, paired 6-hour forecasts outperformed 24-hour forecasts on temperature and wind in both model eras; the precipitation edge did not clear its uncertainty band.

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Effect panels compare weekly-median absolute deviations for QB, RB, WR, TE, and kicker scoring in 15+ mph wind versus below 10 mph NFL games through 2024.

Does 15+ MPH Wind Increase Fantasy Scoring Volatility in NFL Games Through the 2024 NFL Season

The windy-game volatility myth does not survive the numbers: no position group shows a statistically reliable widening of scoring spread in 15+ mph wind games.

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Effect panels compare field-goal attempts, accuracy, and combined kicker fantasy points in dome or closed roof versus outdoor or open roof NFL games through 2025.

Do NFL Kickers Score More Fantasy Points in Domes Than Outdoors?

Dome and closed-roof games show more field-goal attempts, better accuracy, and higher combined kicker scoring than outdoor games — a retrospective association through the 2025 season.

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Effect panels compare combined QB, RB, WR, TE, and kicker fantasy scoring in 15+ mph wind versus below 10 mph NFL games through 2024.

How Does 15+ MPH Wind Change NFL Fantasy Scoring by Position Through the 2024 NFL Season

Wind games look different by position, but only two groups show a supported scoring gap after adjustment.

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Four bars show heavy rain, rain plus wind, snow, and snow plus wind NFL samples below their preregistered minimums through 2024.

Passing and Scoring Evidence from Extreme Rain and Snow in NFL Games Through 2024

Four familiar weather questions, four samples too small to answer confidently — and what the descriptive numbers do (and don't) say for fantasy managers.

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Line chart compares weekly PPR mean absolute error for the current champion and weather challenger across 20,700 held-out player-weeks in the 2019 through 2024 NFL seasons.

NFL Weather Reduced Weekly Fantasy Projection Error, 2019–2024

A cutoff-safe weather challenger beat the existing weekly projection champion in all six held-out seasons from 2019 through 2024, with the biggest gains at quarterback and wide receiver.

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Effect panels compare deep-target volume, completion rate, and efficiency in 15+ mph wind versus below 10 mph NFL games through 2024.

Do NFL Deep-Target Rates and Efficiency Fall in 15+ MPH Wind Through the 2024 NFL Season

Wind doesn't stop NFL offenses from throwing deep — it makes the deep throws they attempt less efficient.

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Fourth Down Labs preview for Best and Worst NFL Stadiums by Adjusted Field-Goal Accuracy Since 2018, featuring the primary research chart.

Best and Worst NFL Stadiums by Adjusted Field-Goal Accuracy Since 2018

After adjusting for kick distance and season across 8,241 regular-season attempts, Allegiant Stadium leads on makes above expectation and FirstEnergy Stadium trails — but no stadium survives strict multiplicity correction.

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Two charts show neutral dropback rate (play share) and pass EPA/dropback (EPA/play) by wind bin for 1,323 outdoor/open NFL games, 2018–2025; 20+ mph is sparse (n=31).

NFL Passing Efficiency and Scoring at 15+ MPH Wind

In 1,323 outdoor and open-roof regular-season games, windy conditions came with less neutral passing, worse accuracy, and lower efficiency — but the evidence stops short of a pregame forecast tool.

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Rookie-season top-36 PPR hit rates for 445 drafted wide receivers by NFL Draft round

Rookie WR top-36 hit rates by NFL Draft round: 38% in Round 1, 2% on Day 3

Across 445 drafted receivers from 2010–2023, first-round picks were the only cohort with better than a one-in-five chance of an immediate top-36 PPR season.

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Rookie-season and cumulative Year 2 top-36 PPR hit rates for 445 drafted wide receivers by draft tier

Top-36 WR hit rates by Year 2: 55% in Round 1, 5% on Day 3

A second season lifts every early-round cohort, but it does little to rescue Day 3 wide receivers: only 12 of 259 had produced a top-36 PPR season by then.

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Top-36 PPR hit rate for drafted wide receivers by NFL draft round

Top-36 fantasy seasons by Year 3: 65% for Round 1 WRs, 6% for Day 3 WRs

We tracked all 445 wide receivers drafted from 2010–2023, including every miss.

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Current and next-season receiving touchdowns by touchdown-over-expected group

Expected touchdowns beat last year’s TD total for next-season WR/TE forecasts

Across 649 consecutive WR/TE season pairs, the opportunity baseline reduced forecast error by 11.7%—useful as a tiebreaker, not a projection.

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Expected Touchdown Lab

Use the opportunity model behind our touchdown-regression study.

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