Leaderboard

Validated, with
the lower bound shown.

Every figure here is HVP-compliant: walk-forward out-of-sample, multi-season, with the Beta-Binomial 95% CI lower bound shown alongside the headline number. Where a sport has no validated commercial tier yet, we say so plainly.

Last updatedMay 12, 2026Sports covered6Validated tiers2
NFLTotals (PRIME_TOT tier, |edge| ≥ 7)
178games · 3-season walk-forward, HVP-validated 2026-04-30
1
VAR Simulator+21% ROI walk-forward; CI [56.2%, 70.2%]
63.5%95% CI lower 56.2%
2
Break-Even (closing line at -110)Mathematical break-even rate after vig
52.4%
UFCMoneyline (edge_20 tier, vig-free edge ≥ 0.20)
207games · 2024-2025 walk-forward, HVP-validated 2026-04-30
1
VAR Simulator+104.6% ROI; strongest validated edge across all 4 sports
69.1%95% CI lower 62.5%
2
Contrarian high-confidence tierSim picks dog at conf ≥ 0.65, n=72; +128.7% ROI
86.1%95% CI lower 76.3%
Validation Roadmap

What's
next.

Sports where we have signal but not yet a tier that clears the HVP gate. Listed publicly because saying so is the standard.

NBAIn calibration

In calibration. No spread or moneyline tier has cleared our validation standard yet, so there is no betting number to publish here. We list it rather than leaving it off the page.

College BasketballIn calibration

In calibration. No betting tier has cleared our validation standard yet, so there is nothing to publish here. A deeper data history is the next step before a regular-season number can land.

WNBAIn calibration

In calibration. No betting tier has cleared our validation standard yet, so there is nothing to publish here. When one does, it moves onto the tables above.

Women's College BasketballIn calibration

In calibration alongside WNBA. Same status: no validated betting tier yet, nothing to publish until one clears the standard.

Methodology

How we
measure.

Every figure on this page is HVP-compliant: walk-forward out-of-sample across multiple independent test seasons, with Beta-Binomial 95% CI lower bounds shown alongside each headline number. Closing-line baselines are the mathematical break-even rates at standard pricing, not measured market outcomes. Where a sport has no validated commercial tier yet, we say so explicitly rather than publishing inflated headline figures.

Read the full methodology →
Frequently Asked

Questions,
answered.

What does HVP-compliant mean?

HVP is VAR's internal Honest Validation Protocol. Every win-rate or ROI figure must be measured walk-forward across at least three independent test seasons (with a documented variance buffer when fewer are available), reported with the lower bound of a Beta-Binomial 95% credible interval, and audited against the production code path. Numbers that fail those rules cannot be cited in marketing, dashboards, or this leaderboard.

Why is the CI lower bound shown alongside the headline number?

An 80% win rate on n=20 sounds great until you compute the confidence interval and realize the lower bound is around 60%. The point estimate is for marketing. The lower bound is the number to plan around. Showing both is honest; showing only the point estimate is the failure mode HVP was written to prevent.

What does 'in calibration' mean?

The model is live and producing predictions, but no betting tier has met our validation standard yet, so there is no headline number to show. We list these sports here rather than leaving them off the page. When a tier clears the standard, it moves up onto the leaderboard with the rest.

How often will this leaderboard update?

Updated when material new validation results land, not on a fixed marketing cadence. HVP rule one requires at least three independent test seasons before a number changes meaningfully, and large samples accumulate over weeks or months, not hours. The 'last updated' date at the top of the page reflects the most recent HVP audit cycle.

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