Benchmarks

The results behind each suggestion, by bookmaker and league.

Public beta18+ · Virtual bankrolls · Independent research

Independence, method & limitations

We benchmark model probabilities against bookmakers and tune for simulated returns with virtual stakes and bankrolls. No real money is wagered or won. Simulated profits do not promise real returns.

An ongoing public-beta experiment comparing model probabilities with bookmaker-implied probabilities for football statistical outcomes. We tune and evaluate our models to improve simulated returns using virtual stakes and bankrolls. Recorded profit and loss are hypothetical; no real money is wagered or won here.

StatsGem is independent. We are not a bookmaker, gambling operator, betting broker or bookmaker affiliate. We accept no bets or gambling deposits, hold no player funds and offer no cash prizes or withdrawals. Subscriptions pay for research access. Bookmaker names and logos identify data sources; they do not imply a partnership or endorsement.

Simulated performance does not predict real-world profit. Models can be wrong, odds can change, and historical results can overstate an apparent advantage. Gambling can cause financial harm and addiction. Get support

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Historical direction benchmarks

Benchmarks from 15 August 2026 · all collected odds formats. Compare normal and reversed one-unit returns for each bookmaker, market and league.

Historical evidence

10Cells with a direction

0Cells still gathering evidence

5Earlier matches required

10Cells in this selection

BookmakerLeagueStatisticOriginal model directionScopeCurrently producingPick stageShow cellsOrder benchmark rows

Reset

Rows with the most historical matches appear first. This only changes the table order; it does not assign Free or VIP.

Normal follows the original model direction. Reversed takes the opposite side. The higher historical profit selects a direction to evaluate, including the smaller loss when both lost. A live pick still needs positive estimated return at its current odds.

1–10 of 10 cellsOne unit per earlier signal · returns rounded to two decimals

Bookmaker / league	Original model signal	Earlier matches	Normal	Reversed	Selected direction	Current picks
Paddy PowerChampionship	Goals · UnderMatch total Evidence 51 reconstructed · 0 recorded total_goals · thestatsapi	51	−34.00u-66.7% ROI	−0.20u-0.4% ROI	Reverse → OverHigher earlier return	No current Free picks
Paddy PowerChampionship	Goals · OverMatch total Evidence 50 reconstructed · 0 recorded total_goals · thestatsapi	50	+1.00u2.0% ROI	−4.44u-8.9% ROI	Normal → OverHigher earlier return	No current Free picks
Paddy PowerChampionship	Corners · UnderHome team Evidence 35 reconstructed · 0 recorded team_corners · thestatsapi	35	+3.90u11.1% ROI	−4.30u-12.3% ROI	Normal → UnderHigher earlier return	No current Free picks
Paddy PowerChampionship	Corners · UnderAway team Evidence 31 reconstructed · 0 recorded team_corners · thestatsapi	31	+13.40u43.2% ROI	−5.52u-17.8% ROI	Normal → UnderHigher earlier return	No current Free picks
Paddy PowerChampionship	Yellow cards · UnderMatch total Evidence 22 reconstructed · 0 recorded total_cards · thestatsapi	22	−4.80u-21.8% ROI	−0.21u-1.0% ROI	Reverse → OverHigher earlier return	No current Free picks
Paddy PowerChampionship	Corners · OverMatch total Evidence 21 reconstructed · 0 recorded match_corners · thestatsapi	21	+7.65u36.4% ROI	−4.08u-19.4% ROI	Normal → OverHigher earlier return	No current Free picks
Paddy PowerChampionship	Corners · OverAway team Evidence 17 reconstructed · 0 recorded team_corners · thestatsapi	17	−5.00u-29.4% ROI	+0.50u2.9% ROI	Reverse → UnderHigher earlier return	No current Free picks
Paddy PowerChampionship	Corners · UnderMatch total Evidence 17 reconstructed · 0 recorded match_corners · thestatsapi	17	+6.80u40.0% ROI	−6.61u-38.9% ROI	Normal → UnderHigher earlier return	No current Free picks
Paddy PowerChampionship	Yellow cards · OverMatch total Evidence 12 reconstructed · 0 recorded total_cards · thestatsapi	12	+7.33u61.1% ROI	−4.47u-37.3% ROI	Normal → OverHigher earlier return	No current Free picks
Paddy PowerChampionship	Corners · OverHome team Evidence 7 reconstructed · 0 recorded team_corners · thestatsapi	7	+0.68u9.6% ROI	−1.47u-21.0% ROI	Normal → OverHigher earlier return	No current Free picks

How to read this evidence

A cell needs 5 distinct earlier matches. Higher return selects normal or reversed, including the smaller loss. This qualifies a direction for monitoring; lineup, contract and current-edge checks follow.

Reconstructed history is labelled separately from genuinely recorded pre-match signals. Published prediction returns have their own record.

Each benchmark row is historical evidence for a bookmaker, league and market. It has no fixed Free or VIP tier. Tiers are assigned to live picks using the estimated return at the available odds. Top 50% of approved live market groups, ranked by estimated return.

Market groups are ranked together at each evaluation. The VIP share is rounded up to a whole group, so a small approved pool may leave no Free groups. Monitoring alerts use a provisional ranking that can change at confirmation.

Release 20261019-live-v4 · measured 20/10/2026, 07:01:52