About DeepCourt
DeepCourt is a tennis analytics platform built for serious fans, analysts, and bettors who want more than surface-level statistics. Our analysis draws on over 20 years of ATP, Challenger and ITF match records — surface statistics, head-to-head history, recent form, conditions and more.
Our mission is transparency. Every prediction comes with a full breakdown of the factors driving it so you can see exactly what the analysis is based on. We believe you deserve to understand not just what we predict, but why.
We built DeepCourt because we were frustrated with prediction sites that overfit to historical data, hide their methodology, and never show you their track record. DeepCourt is the opposite: every prediction is generated using only data available before the match — open about its limitations, and accountable to published results and performance tracking.
The Data
Every prediction starts with data. We maintain one of the most comprehensive collections of tennis match records available, covering ATP, Challenger and ITF tours with match-level detail going back over two decades.
Tour Coverage
ATP + CH + ITF
All levels
Match Records
20+ Years
Deep historical coverage
Odds Provider
Pinnacle
Sharpest closing lines
Our Approach
Our analysis draws on over 20 years of ATP, Challenger and ITF match records — surface statistics, head-to-head history, recent form, conditions and more.
Every prediction is generated using only data available before the match. No future data, no hindsight. This is the only honest way to evaluate a prediction system, and it is how we hold ourselves accountable.
Validation
Strict
No future data, no hindsight
Updates
Daily
Fresh predictions every day
Why this matters
Every prediction is generated using only data available before the match. No future data, no hindsight. Most prediction sites train on the full dataset and report inflated accuracy numbers. Our reported accuracy and ROI reflect what would have actually happened in real time.
Performance
These numbers are computed from out-of-sample predictions across 72 months of data. ROI is measured against Pinnacle closing lines, the sharpest odds in the market.
Overall Accuracy
62.8%
Out-of-sample
Cumulative ROI
+18.3%
Against Pinnacle closing
Brier Score
0.218
Calibration measure
Sharpe Ratio
1.42
Risk-adjusted returns
Prediction Breakdown
Every prediction comes with a full breakdown of the factors that drove it — surface advantage, recent form, head-to-head history, and more — so you can see exactly what the analysis is based on.
Form & Momentum
Recent match results, winning streaks, and form trajectory weighted by opponent strength and recency.
Surface Fit
Surface-specific ratings, career win rates by surface, and surface-adjusted serve and return statistics.
Pressure & Clutch
Tiebreak conversion, deciding set records, break point save and conversion rates under pressure, and comeback frequency.
Serve & Return
Ace rate, double fault rate, first serve percentage, serve points won, return points won, and service hold rates.
Experience & Rank
Current ranking, ranking trajectory, career match count, Grand Slam experience, and age-adjusted peak window.
Physical & Scheduling
Days since last match, match load, travel distance between tournaments, altitude changes, and time zone shifts.
What We Don't Show You
We intentionally exclude certain data points that we believe would be misleading or encourage poor decision-making:
- xGuaranteed picks or locks. No model is certain. We give you probabilities, not promises.
- xIn-sample backtest results. Every number on this site comes from walk-forward out-of-sample evaluation.
- xCherry-picked streaks. We show the full timeline, including drawdown periods and losing months.
- xInjury or motivation speculation. These are real factors, but they are not reliably quantifiable, so we exclude them rather than guess.
DeepCourt provides statistical analysis for informational and entertainment purposes only. Nothing on this site constitutes financial or gambling advice. Past model performance does not guarantee future results. All predictions are probabilistic estimates derived from historical data and are subject to inherent uncertainty. Users are solely responsible for any decisions made based on information provided by DeepCourt. Please gamble responsibly.
DeepCourt is not affiliated with the ATP, WTA, ITF, or any tournament organizer. Player names and tournament names are used for identification purposes only.