Research files

Methods, sources, review records, and reproducibility files for every published article.

PUBLISHED19
OPEN RESEARCH FILES19
PUBLIC SOURCES24
MODEL COST$5.59
FDL_HOW_MANY_GAMES_TRUST_WIDE_RECEIVER_TARGET_SHARE · PASSED

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

Do not rewrite your wide receiver rankings after Week 1. Once you have two games of target-share data, give the current role more weight than last season's role while still accounting for preseason expectations and team context.

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Published
2026-09-06
Data through
2025 completed regular season
Review records
7
Sources
9
Model cost
$2.97
FDL_WIND_SPEED_FANTASY_KICKERS · PASSED

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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Published
2026-09-03
Data through
2024 NFL season
Review records
7
Sources
3
Model cost
$0.16
FDL_OPEN_VS_CLOSED_RETRACTABLE_ROOFS_NFL · PASSED

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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Published
2026-09-03
Data through
2025 NFL season
Review records
7
Sources
1
Model cost
$0.18
FDL_NFL_DOMES_FANTASY_SCORING · PASSED

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

No. Dome and closed-roof games average more combined points than outdoor games in raw terms (48.3 vs 44.8), but after controlling for the home and away teams, week, and season, the adjusted difference is -2.1 points with a 95% interval from -5.7 to +1.5 and a Holm-adjusted p-value of 0.318.

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Published
2026-09-03
Data through
2025 NFL season
Review records
7
Sources
1
Model cost
$0.30
FDL_HOW_RAIN_CHANGES_NFL_PLAYCALLING · PASSED

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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Published
2026-09-03
Data through
2024 NFL season
Review records
7
Sources
3
Model cost
$0.23
FDL_HOW_NFL_WEATHER_BECOMES_FANTASY_EVIDENCE · PASSED

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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Published
2026-09-03
Data through
2025 NFL; observations through 2024
Review records
7
Sources
3
Model cost
$0.09
FDL_HOW_ACCURATE_ARE_NFL_WEATHER_FORECASTS · PASSED

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

Waiting until 6 hours before kickoff gets you a measurably better temperature and wind forecast than the day-before call. The rain call improves slightly too, but that improvement is not statistically distinguishable from no change.

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Published
2026-09-03
Data through
2024 NFL weather observations
Review records
7
Sources
3
Model cost
$0.14
FDL_HIGH_WIND_FANTASY_FOOTBALL_VOLATILITY · PASSED

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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Published
2026-09-03
Data through
2024 NFL season
Review records
7
Sources
3
Model cost
$0.13
FDL_FANTASY_KICKERS_DOMES_VS_OUTDOORS · PASSED

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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Published
2026-09-03
Data through
2025 NFL season
Review records
7
Sources
1
Model cost
$0.23
FDL_FANTASY_FOOTBALL_WEATHER_BY_POSITION · PASSED

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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Published
2026-09-03
Data through
2024 NFL season
Review records
7
Sources
3
Model cost
$0.19
FDL_EXTREME_RAIN_SNOW_NFL_EVIDENCE · PASSED

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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Published
2026-09-03
Data through
2024 NFL season
Review records
7
Sources
3
Model cost
$0.21
FDL_DID_WEATHER_IMPROVE_WEEKLY_FANTASY_RANKINGS · PASSED

NFL Weather Reduced Weekly Fantasy Projection Error, 2019–2024

Yes. Adding six-hour stadium weather forecasts reduced held-out weekly PPR projection error by 0.568% overall (95% game-cluster bootstrap interval: +0.328% to +0.810%), winning all six future-season windows from 2019 through 2024.

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Published
2026-09-03
Data through
held-out NFL seasons through 2024
Review records
7
Sources
2
Model cost
$0.12
FDL_DEEP_TARGETS_HIGH_WIND_NFL · PASSED

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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Published
2026-09-03
Data through
2024 NFL season
Review records
7
Sources
3
Model cost
$0.12
FDL_BEST_WORST_NFL_STADIUMS_FIELD_GOAL_ACCURACY · PASSED

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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Published
2026-09-03
Data through
2025 NFL regular season (completed)
Review records
7
Sources
9
Model cost
$0.33
FDL_WHEN_WIND_CHANGES_NFL_OFFENSE · PASSED

NFL Passing Efficiency and Scoring at 15+ MPH Wind

At the registered 15 mph threshold, outdoor NFL games showed meaningfully less passing and scoring: neutral early-down dropback rate fell 1.8 points, completion rate fell 2.3 points, pass EPA per dropback dropped 0.067, and combined points fell 3.8 versus games below 10 mph.

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Published
2026-09-02
Data through
2025 NFL season
Review records
7
Sources
9
Model cost
$0.18
FDL-002A · PASSED

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

Only 38.2% of first-round wide receivers delivered a top-36 PPR finish as rookies; the rate fell to 17.9% in Round 2 and 1.5% on Day 3.

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Published
2026-09-01
Data through
2025
Review records
7
Sources
3
Model cost
$0.00
FDL-002B · PASSED

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

By the end of Year 2, 54.5% of Round 1 wide receivers had produced a top-36 PPR season, versus 31.3% in Round 2, 17.2% in Round 3, and 4.6% on Day 3.

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Published
2026-09-01
Data through
2025
Review records
7
Sources
3
Model cost
$0.00
FDL-002 · PASSED

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

NFL Draft capital is a strong prior: 65.5% of Round 1 receivers reached a top-36 fantasy season by Year 3, compared with 6.2% on Day 3.

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Published
2026-08-31
Data through
2025
Review records
7
Sources
3
Model cost
$0.00
FDL-001 · PASSED

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

Expected touchdowns cut next-season forecast error by 11.7%, but they remain a tiebreaker—not a complete projection.

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Published
2026-08-31
Data through
2025
Review records
7
Sources
2
Model cost
$0.00