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Tennis track record

Every tennis prediction is logged before the match and graded afterwards. Nothing is deleted. NFL track record

Live picks

The live tennis record starts with the first matches after launch. Every pick is logged before the match and graded after it, wins and losses alike. A retirement counts for the player who went through; a walkover isn't graded.

Backtest, 2014 to 2026

Each year was predicted using only matches before it: ATP and WTA singles from ESPN (tour level, Grand Slams, WTA 125s and qualifying), walkovers and retirements left out.

ATP (men)

Winners pickedLog loss
AZMango, 2020 on (23,981 matches)65.3%0.6171
Rating alone (Elo), same matches64.5%0.6270
AZMango, main draws 2020 on (17,600)66.1%0.6080
AZMango, 2014 on (39,762)66.4%0.6077

Total games, 22,625 matches in the last six seasons: our expected total was off by 5.51 games on average, against 5.56 for the tour's usual total on the surface. Straight sets or not: log loss 0.659 against 0.662 for the usual rate. Game margin off by 4.11 games on average.

WTA (women)

Winners pickedLog loss
AZMango, 2020 on (31,031 matches)66.3%0.6110
Rating alone (Elo), same matches64.7%0.6231
AZMango, main draws 2020 on (22,791)66.2%0.6109
AZMango, 2014 on (46,134)66.0%0.6133

Total games, 29,805 matches in the last six seasons: our expected total was off by 4.86 games on average, against 4.91 for the tour's usual total on the surface. Straight sets or not: log loss 0.635 against 0.638 for the usual rate. Game margin off by 4.62 games on average.

The honest summary: our ratings pick about two winners in three, a little better than a plain Elo rating. We could not test them against the closing betting line: no free source of past tennis odds allows automated use, so we don't claim to match the market, let alone beat it. Published studies put the closing line at about 70% of ATP winners, a few points above us. Where we have a sportsbook line, the pages show the market's chance; the record above will show how we compare from now on.

Are the percentages honest?

We saidMatchesAverage callActually won
ATP 50%-60%13,29355%54%
ATP 60%-70%11,43765%64%
ATP 70%-80%8,41575%74%
ATP 80%-90%4,86284%82%
ATP 90%-100%1,75594%92%
WTA 50%-60%17,01055%55%
WTA 60%-70%14,07565%65%
WTA 70%-80%9,64075%75%
WTA 80%-90%4,70284%85%
WTA 90%-100%70792%92%

Year by year

YearMatchesWinners pickedLog loss
ATP 20142,53169.7%0.5722
ATP 20152,59670.0%0.5621
ATP 20162,66870.1%0.5804
ATP 20172,63066.8%0.6023
ATP 20182,69265.2%0.6253
ATP 20192,66466.1%0.6166
ATP 20201,35665.6%0.6136
ATP 20212,69965.5%0.6083
ATP 20224,60567.7%0.5992
ATP 20233,94163.5%0.6297
ATP 20244,02764.7%0.6207
ATP 20253,67664.4%0.6267
ATP 20263,67765.7%0.6201
WTA 20142,37866.1%0.6120
WTA 20152,50765.0%0.6152
WTA 20162,57166.9%0.6100
WTA 20172,47164.1%0.6303
WTA 20182,57565.2%0.6210
WTA 20192,60165.4%0.6204
WTA 20201,22564.0%0.6210
WTA 20213,00867.0%0.6033
WTA 20225,17767.4%0.6060
WTA 20234,85466.4%0.6105
WTA 20245,16266.0%0.6146
WTA 20255,55465.2%0.6173
WTA 20266,05166.5%0.6087

Data: ESPN's public tennis scoreboard (draws, scores, results); lines from The Odds API.