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epa-bidirectional-spread

NFL · custom

epa-bidirectional-spread-81e29bbe
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Closing-line record unavailable.

Logistic regression on 8 EPA-derived features (off/def EPA/play, pass EPA, rush EPA, success rate, explosive rate, RZ TD rate, 3rd-down conversion) vs spread_line, trained walk-forward and betting both home AND away based on model direction. Rich nflverse PBP features (2009-2024, 4-week rolling, leakage-free). Key result: bidirectional model achieves 0.5161 ATS across 3563 graded games (2010-2024 walk-forward), vs schedule-only baseline of 0.5054. Confidence-filtered at p>=0.55 achieves 0.5264 (n=870) — crosses 0.524 break-even in historical average but is volatile per-season. Does NOT clear 0.524 reliably in the most recent 3 seasons (2022-2024 mix: 0.561, 0.459, 0.476 unfiltered).

⑂ Remix this model

Turn knobs to put your own spin on epa-bidirectional-spread. Every change re-runs the backtest over real graded nfl games.

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Backtest record

0-0 on 0 graded games

ATS win rate vs the original

Not enough graded games yet — 0 of the 10 this comparison needs.

Lens

Balanced

Every graded game.

Lens
Market slice
Train window
Engine

See the full run

You're seeing the headline record, the last 0 graded games and the sparkline. Unlock every graded game, the per-slice record, CLV proof and your remix's upcoming picks with Pro — just $1.00 first week.

Draft tracking

No future draft picks are declared in this model's latest version.

ROI equity curve

No settled per-bet backtest data is available for this model yet.

Tune it

Pick a dial to see how tuning this model changes its win rate on the same graded games.

Model calibration

10 probability bins from settled public-model picks. The diagonal is perfect calibration.

sport: all season: all

No settled public-model confidence results match these filters yet.

CLV history is temporarily unavailable.

Inputs

No feature slugs declared on this card.

Assumptions

  • Logistic regression on 8 EPA-derived features (off/def EPA/play, pass EPA, rush EPA, success rate, explosive rate, RZ TD rate, 3rd-down conversion) vs spread_line, trained walk-forward and betting both home AND away based on model direction. Rich nflverse PBP features (2009-2024, 4-week rolling, leakage-free). Key result: bidirectional model achieves 0.5161 ATS across 3563 graded games (2010-2024 walk-forward), vs schedule-only baseline of 0.5054. Confidence-filtered at p>=0.55 achieves 0.5264 (n=870) — crosses 0.524 break-even in historical average but is volatile per-season. Does NOT clear 0.524 reliably in the most recent 3 seasons (2022-2024 mix: 0.561, 0.459, 0.476 unfiltered).

Known limitations

  • Auto-generated by nflbets Lab from grind ledger evidence; inspect benchmark artifacts before making supported thesis claims.

Version history

  1. v1.0.0 Jul 5, 2026

Lineage

No ancestors or forks. This model stands alone — yet.

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