Hard Court Handbook

Meles

Bionic Poster
Technical discussion follows the images. All of the hard court lists (All Time Greats, 2015, and 2016) are ordered by a custom dominance ratio formula (see discussion below images for more.) These stats are all together in one view and feature detail to a 10th of a decimal point which is critical and something the ATP site does not do (they don't even order the stats leaders correctly and use their crudely rounded numbers with some bizarre order; very sloppy work.)

In ordering these players difficulties arise when you try to use something like points won. This year Isner is a very strong 5th by points won and if you use a traditional dominance formula he moves up to third (see discussion below for details on the formulas). Isner is not the third best hard court player this year, so after much perusal of the three lists and their accomplishments the key ingredients for hard court success have been unearthed:
1. Not losing points on serve (1st or 2nd) is key, so the higher the serve points won the better and no advantage is accrued by winning these on first or 2nd serve points though 1st serve is best because the player can get hot on first serve and win tournaments (reverse also true.)
2. For return, first return is critical
3. 2nd return is a factor if the player is extremely bad or extremely good. A favorite match stat that is often a key to success is 2nd serve points won. Here the reverse, 2nd return points won really shows the quality of the player in the rallies and general level. Servebots generally don't do well on 2nd return.

For the All Time greats, Sampras is always an issue because of his performance outside of majors, so no model can fully capture Pete, but several are shown in the tables. These are career numbers so its little surprise that the consistent Murray pulls in at 3rd versus the inconsistent Agassi. We see how great Roddick was over his career, but his return game really held him back (Roddick won more points on serve than Sampras including a very high 2nd serve points won number.) The stats start in 1991 so Edberg and Becker's numbers don't reflect their earlier years. Feel free to lookup the hard court stats of your favorite players in their peak years and compare.

For 2015, the big story is Federer who had tremendous stats overall, and some of the best first serve and first return numbers of his career. As discussed above these are important ingredients to success and so its little surprise that Federer is close to Djokovic with a huge gulf with the rest of the players. Nadal had a fine Fall, but basically the gap is huge between the top two and the rest of the tour.

For 2016, sadly Fed does not have enough stats to make the detailed numbers, but his numbers through Australia on hard courts were superlative. The big stories are the improving players:
1. Djokovic - return numbers really high in 2016 which has compensated for a lesser first serve game, but his 2nd serve numbers even better in 2016.
2. Murray - the big mover in 2016 and his stats have been best recently so he's probably stronger than the numbers indicate. Murray's 2nd serve and return numbers are up dramatically and this may reflect his general play in rallies, but the 2nd serve number is much, much higher than Murray's career average.
3. Raonic - look out. Milosh has credible return numbers this year that are better than Roddick's career return numbers and of course Raonic has a serve game in line with Roddick's career average.
4. Delpo - yes! Like Murray he has serious momentum that the numbers understate a bit. Not surprisingly Delpo is worse on 2nd serve and return than his career average. The big, big surprise is his first return which is a whopping 3% above his career average (the slice is working.)
5. Monfils - having a career year, but the guy is surprisingly bad on 2nd return points.
6. Thiem - way, way up from 2015. Went from 49.9% of points won to 52.2% and most of this is from a giant leap in first return.
7. Nishikori - doing well this year. Kei has a relatively weak first return game.
8. Nadal - stats don't show Rafa doing much of anything, but he's solid accross the board with a surprisingly weak return game given his total dominance on clay.

HardGreats.png

The above are the all time great hard court players since 1991.
March 20, 2017: I've added games won for the ATGs above. Tiebreakers are not included in serve or return games won. The serve games won is merely the average of return and serve games. This adds a little inaccuracy for tiebreakers. Also good players often win the last game serving, so this average probably favors returners a bit.
This also includes @Gary Duane 's check,
(Game%-50)/(point%-50)= ~2 (should be around 1.8-2.2)

2015Hard.png


2016Hard.png


Most of the Olympics data fiasco has been completely compensated for in the 2016 numbers (ATP site is a disaster for the year until they fix this.) I've fixed most of the top players completely, but some of the lesser Olympians will have wacky inflated DR numbers because no return data was entered for the Olympics. Not counting DFs as 2nd serve attempts were also an issue so some may have inflated 2nd serve points won numbers. Look at the Dominance% number which is the most accurate. The return points won number for these players is what they had coming into Olympics. Delpo, Rafa, Ninja, Monfils, and Murray have been fully compensated.

The data for these tables is taken from the annual stats leaders on each surface which has the raw points involved allowing for an exact calculation of the percentage rather than the ATP's retarding rounding and misordering of all of their stats (the morons round and then order by the number of points, so on first serve Felicano Lopez is shown behind Sam Queerrey despite having won 0.8% more first serve points, 79.5% versus 78.7% for Querrey, so Feliciano is shown 3 spots lower than he should.)

In the all time greats table, some of the players and numbers are in bold. For the ATGs the ATP keeps the top 200 so if one of the players was particularly low an exact estimate was made which involved algebra and other methods including data from tennisabstract (which painfully does not keep 1st return and 2nd return data distinct, but only an exact return points won which can be undone using algebra to get the distinct numbers.) The break point numbers are shown with a .0% and in reality are just the crude numbers from the ATP player stats as that was the only number possible.

The 1st return weight DR is based on a normal dominance ratio used for tennis which is simply:
(percent points won on return) divided by (percent points lost on serve)

Dominance ratios always favor servers and you can see the values for normal dominance in the above tables.

The 1st return weighted DR used here to order the above tables is exactly the same for the denominator (percent points lost on serve).

The top number (numerator) is where all the changes are done for return. Its weighted completely to first return, but does the following adjustments to reflect 2nd return:
1. If greater than 51% (0.51), the margin (as a ratio) is added to DR. So Djokovic at 60% 2nd returns (0.60) gets a healthy 0.09
2. If greater than 54%, more is added in a similar manner. Djokovic picks up another 0.06.
3. If the 2nd return is below 49%, double the ratio is dropped. The might Isner is at 44.2% (0.442) which is 4.8% below 49% (0.490) so Isner gets .048 twice for a drop of 0. 096 or nearly 0.1. (Call this the Serve Bot factor)

I think for Servebots, this DR formula may be a tad inaccurate, but they are known for blowing up any DR formula, so if this one sometimes drops them too much so be it. In the all time hard court greats the only players affected are Fernando Gonzales and Tsonga.

@Gary Duane
 
Last edited:
Novak is doing terrible right now.... I wish Delpo all the best
Terrible like a fox; his 2nd serve return game is the best of his career this year. I almost don't believe when I see it, but his first serve points won is even better than last year which was the best of his career. I suspect his right arm will hang in there at the US Open.

Delpo's stats look very, very good this year. First return is a big, big deal on hard courts and it was a relative weakness for him and nows its a strength. My favored 1st Return Dominance Ratio has him at 1.20 which is up from his career number of 1.06. He's got two beasts to deal with in this draw, but he's already beat one of them.:D In RIO and was a bit tired for the Murray final for which they were scheduled a day of rest before playing. With that first return Delpo is all kinds of dangerous right now.
 
Last edited:
Awesome @Meles - Thanks for posting. Going to sit down with a big coffee tomorrow and go through this.
Enjoy. Its interesting to see who has dropped from last year:
1. Ferrer is actually winning more points on hard courts this year, but his first return has bombed down 3.0%.
2. Berdy's first serve is up some, but his 2nd serve points and his return points are in strong decline.
3. Gilles Simon is winning more points this year, but his return game has cratered especially 2nd return which implies his general movement and play are in strong decline. His serve numbers are up, but my elegent DR system nails his decline in level from 2015 (it rewards great 2nd return numbers too.)
4. Tsonga is winning more points this year, but his first return has dropped dramatically as has his ranking and play this year.
 
Technical discussion follows the images. All of the hard court lists (All Time Greats, 2015, and 2016) are ordered by a custom dominance ratio formula (see discussion below images for more.) These stats are all together in one view and feature detail to a 10th of a decimal point which is critical and something the ATP site does not do (they don't even order the stats leaders correctly and use their crudely rounded numbers with some bizarre order; very sloppy work.)

In ordering these players difficulties arise when you try to use something like points won. This year Isner is a very strong 5th by points won and if you use a traditional dominance formula he moves up to third (see discussion below for details on the formulas). Isner is not the third best hard court player this year, so after much perusal of the three lists and their accomplishments the key ingredients for hard court success have been unearthed:
1. Not losing points on serve (1st or 2nd) is key, so the higher the serve points won the better and no advantage is accrued by winning these on first or 2nd serve points though 1st serve is best because the player can get hot on first serve and win tournaments (reverse also true.)
2. For return, first return is critical
3. 2nd return is a factor if the player is extremely bad or extremely good. A favorite match stat that is often a key to success is 2nd serve points won. Here the reverse, 2nd return points won really shows the quality of the player in the rallies and general level. Servebots generally don't do well on 2nd return.

For the All Time greats, Sampras is always an issue because of his performance outside of majors, so no model can fully capture Pete, but several are shown in the tables. These are career numbers so its little surprise that the consistent Murray pulls in at 3rd versus the inconsistent Agassi. We see how great Roddick was over his career, but his return game really held him back (Roddick won more points on serve than Sampras including a very high 2nd serve points won number.) The stats start in 1991 so Edberg and Becker's numbers don't reflect their earlier years. Feel free to lookup the hard court stats of your favorite players in their peak years and compare.

For 2015, the big story is Federer who had tremendous stats overall, and some of the best first serve and first return numbers of his career. As discussed above these are important ingredients to success and so its little surprise that Federer is close to Djokovic with a huge gulf with the rest of the players. Nadal had a fine Fall, but basically the gap is huge between the top two and the rest of the tour.

For 2016, sadly Fed does not have enough stats to make the detailed numbers, but his numbers through Australia on hard courts were superlative. The big stories are the improving players:
1. Djokovic - return numbers really high in 2016 which has compensated for a lesser first serve game, but his 2nd serve numbers even better in 2016.
2. Murray - the big mover in 2016 and his stats have been best recently so he's probably stronger than the numbers indicate. Murray's 2nd serve and return numbers are up dramatically and this may reflect his general play in rallies, but the 2nd serve number is much, much higher than Murray's career average.
3. Raonic - look out. Milosh has credible return numbers this year that are better than Roddick's career return numbers and of course Raonic has a serve game in line with Roddick's career average.
4. Delpo - yes! Like Murray he has serious momentum that the numbers understate a bit. Not surprisingly Delpo is worse on 2nd serve and return than his career average. The big, big surprise is his first return which is a whopping 3% above his career average (the slice is working.)
5. Monfils - having a career year, but the guy is surprisingly bad on 2nd return points.
6. Thiem - way, way up from 2015. Went from 49.9% of points won to 52.2% and most of this is from a giant leap in first return.
7. Nishikori - doing well this year. Kei has a relatively weak first return game.
8. Nadal - stats don't show Rafa doing much of anything, but he's solid accross the board with a surprisingly weak return game given his total dominance on clay.

HardGreats.png

The above are the all time great hard court players since 1991.
2015Hard.png


2016Hard.png


Most of the Olympics data fiasco has been completely compensated for in the 2016 numbers (ATP site is a disaster for the year until they fix this.) I've fixed most of the top players completely, but some of the lesser Olympians will have wacky inflated DR numbers because no return data was entered for the Olympics. Not counting DFs as 2nd serve attempts were also an issue so some may have inflated 2nd serve points won numbers. Look at the Dominance% number which is the most accurate. The return points won number for these players is what they had coming into Olympics. Delpo, Rafa, Ninja, Monfils, and Murray have been fully compensated.

The data for these tables is taken from the annual stats leaders on each surface which has the raw points involved allowing for an exact calculation of the percentage rather than the ATP's retarding rounding and misordering of all of their stats (the morons round and then order by the number of points, so on first serve Felicano Lopez is shown behind Sam Queerrey despite having won 0.8% more first serve points, 79.5% versus 78.7% for Querrey, so Feliciano is shown 3 spots lower than he should.)

In the all time greats table, some of the players and numbers are in bold. For the ATGs the ATP keeps the top 200 so if one of the players was particularly low an exact estimate was made which involved algebra and other methods including data from tennisabstract (which painfully does not keep 1st return and 2nd return data distinct, but only an exact return points won which can be undone using algebra to get the distinct numbers.) The break point numbers are shown with a .0% and in reality are just the crude numbers from the ATP player stats as that was the only number possible.

The 1st return weight DR is based on a normal dominance ratio used for tennis which is simply:
(percent points won on return) divided by (percent points lost on serve)

Dominance ratios always favor servers and you can see the values for normal dominance in the above tables.

The 1st return weighted DR used here to order the above tables is exactly the same for the denominator (percent points lost on serve).

The top number (numerator) is where all the changes are done for return. Its weighted completely to first return, but does the following adjustments to reflect 2nd return:
1. If greater than 51% (0.51), the margin (as a ratio) is added to DR. So Djokovic at 60% 2nd returns (0.60) gets a healthy 0.09
2. If greater than 54%, more is added in a similar manner. Djokovic picks up another 0.06.
3. If the 2nd return is below 49%, double the ratio is dropped. The might Isner is at 44.2% (0.442) which is 4.8% below 49% (0.490) so Isner gets .048 twice for a drop of 0. 096 or nearly 0.1. (Call this the Serve Bot factor)

I think for Servebots, this DR formula may be a tad inaccurate, but they are known for blowing up any DR formula, so if this one sometimes drops them too much so be it. In the all time hard court greats the only players affected are Fernando Gonzales and Tsonga.

@Gary Duane

I think if your stats are showing Murray at #3 and even Nadal at #4 considering his record on HC (which is good but not great) then something has gone wrong.

I mean Cilic with one slam and one masters is 11th. Seems very biased towards modern players. I imagine there are factors contributing to this.
 
I think if your stats are showing Murray at #3 and even Nadal at #4 considering his record on HC (which is good but not great) then something has gone wrong.

I mean Cilic with one slam and one masters is 11th. Seems very biased towards modern players. I imagine there are factors contributing to this.
These are career points stats. You can't boost inconsistent players like Agassi and Sampras.

You have to realize what you are looking at too with some of the lesser modern players. Roddick was one of the players heavily looked at when I modelled. He was around the same time as Federer and conventional DR shows him very close to Sampras and others. The current formula puts Roddick in perspective relative to better players, but he still ranks eighth. Berdy, Cilic, Ferrer, and Tsonga had their conventional DRs nicely thumped with the new formula. Courier got thumped badly because of his mediocre returning. Monfils does well in this, but he's known not to have the stamina for slams. He's been a very capable hard court player this year winning 53.9% of his points which is 3rd on tour. Monfils is thought of by many as a clay court player, but he's won 4 hard court tournaments and made 17 finals on hard courts.

Its possible I've rated returning a bit high with my DR formula, but the conventional formula has big issues with servebots and my other variations of this formula hurt Agassi tremendously because of his relatively weak first serve return on hard courts (Edberg was 2.0% better). This led to the boosting of 2nd return and helped bring players like Djokovic and Murray up to reasonable numbers. Murray is rated very weakly in 2015 by this same formula interestingly.

Nadal looks very spot in with his ratings the last few years (he did finish ranked 5th in 2015 by the ATP). For his career he is a notch below the best players, but he won 0.7% more service points than Agassi in his career and matched Agassi's first serve return win rate. Agassi and Sampras would have had higher ratings with more consistent results. Pete was not awesome outside of majors and Agassi's career rocketed all over the place. Its hardly surprising that point stats for their career show them down a little bit.

For me the standout in this whole exercise was Roddick; my appreciation grows for his game. Not only was he amazing on first serve points won, but he's better than players like Novak Djokovic on 2nd serve points won. Roddick's bane on hard courts was his abyssmal first return game. The scary thing for tennis right now is Raonic is firing up the same formula and starting to return better than average Roddick this year. It looks like he is going to be a regular at the later stages of majors for many years to come. Milosh at least has a good net game, but he's starting to bug me much in the same way Roddick did as his movement is clearly inferior to the best players.
 
Whoa this is all surprising to see. Stats don't lie!
They do a little bit, but all the point stats in great detail are here.:D You can't see this on the ATP site.

One of the main interests for me in this exercise is modelling the past to rate and predict where playes are going in the present. It took very little time to bring the raw data into this given I already had the structure in my clay court handbook:
http://tt.tennis-warehouse.com/index.php?threads/2016-clay-court-handbook.556878/

So, the DR method proposed is of strong interest for me. The one I arrived at for clay ranked Thiem 10th which seems about spot on with Goffin narrowly behind and Raonic just ahead of Thiem. For hard courts Thiem has been hard to keep down with any dominance formula. Thiem is at least as good on hard courts as he is on clay according to the stats, so we'll see how that plays out for Thiem the rest of the year.

Raonic also comes out scary good. He's a servebot like Isner, but he's winning 36.5% of return points while Isner is a low 32.0%. Raonic has better return numbers than Cilic, Feliciano Lopez, Sock and Tsonga. He's comparable to Kyrgios, but winning 2% more of his serve points. Anyway you slice it Raonic looks really good and the stats confirm that the Reign of Raonic may be upon us.:confused:
 
Got any other years @Meles ?
No. If you goto Tennis Abstract rankins and click on player you can filter to desired periods and surfaces. At some point it all adds up to 50.0%. 2009 hardcourt year would be fun study. Sadly my laptop down for a few days.:(
 
HardGreats.png


Here you go @Gary Duane with your hard court games won and your check formula. (Notes updated in OP).

Rainer Schuettler was the only hard court great that was really bad on serve games won. Quite a few servebot players failed to show on return. The big surprises were the mighty Fernando Gonzalez, Carlos Moya. I had no idea their hard court return games were so bad.
 
Back
Top