Expected Points, March 19: Denis Shapovalov the Unbreakable

Expected Points, my new short, daily podcast, highlights three numbers to illustrate stats, trends, and interesting trivia around the sport.

Up today: Margarita Gasparyan charges into the St Petersburg quarter-finals behind an eye-popping one-handed backhand, El Shapo leaves his opponents helpless on return, and Wimbledon announces a timetable to finally move its qualifying tournaments on site.

Scroll down for a transcript.

You can subscribe on iTunes, Spotify, Stitcher, and elsewhere in the podcast universe.

Music: Love is the Chase by Admiral Bob (c) copyright 2021. Licensed under a Creative Commons Attribution Noncommercial (3.0) license. Ft: Apoxode

The Expected Points podcast is still a work in progress, so please let me know what you think.

Continue reading Expected Points, March 19: Denis Shapovalov the Unbreakable

The Best 22-Match yElo Streaks

Earlier this week I wrote about Garbine Muguruza’s outstanding start to the season, and I introduced a new method to quantify a player’s level in a relatively short time span. Instead of using traditional Elo, which takes into account everything we know about a player, my new metric, yElo, uses what we know about everyone else, but treats a player’s short-term performance as if it is all we know about her. The parameters for yElo, such as k-value, are the same as the ones I’ve arrived at to make “regular Elo” as predictive as possible.

In other words, we measure Muguruza’s 22 matches in 2021 as if she had never played a WTA event before. As we saw in my earlier post, this approach considers the strength of opponents each player faced, and it rates her 18-4 record as better than anyone else in 2021, including Naomi Osaka’s 10-0 start.*

* excluding walkovers, which I ignore for all versions of Elo and yElo.

Muguruza’s season start has been outstanding and it is definitely underrated by the official WTA rankings and maybe even by the race, but I don’t want to make too much of it–one title in five tournaments in hardly world-historical stuff. On the other hand, it’s a good way to get our feet wet with a new metric that I think will prove useful for a wide range of tennis comparisons.

Garbine vs Garbine

The Spaniard won majors in 2016 and 2017, and she briefly reached number one in the rankings in September of 2017. Those achievements belong on a Hall of Fame plaque over her recent Dubai title and Yarra River Classic final. But was she really playing better back then?

She was not! I ran the yElo formula for every 22-match sequence in Muguruza’s career. The best of the bunch–again, taken entirely out of context, as if we know nothing beyond those 22 matches–was a run late in 2015 when she reached the Wuhan final, won Beijing, then went undefeated in the WTA Finals round robin stage. Her yElo based on those 22 matches was 2172, narrowly better than her 2021 yElo of 2160.

The more memorable moments of her career don’t quite stack up:

Elo   W-L   Span                            
2172  17-5  2015 Wim R16 - WTA Finals RR    
2160  18-4  2021 Abu Dhabi R64 - Dubai F    
2148  18-4  2017 Birmingham R32 - Cinci F   
2122  19-3  2017 Wimb R128 - USO R16 (#1)   
2084  17-5  2017 Miami R64 - Wimb F         
2076  16-6  2016 Doha QF - Roland Garros F 

I haven’t shown every 22-match sequence of her career, because that list is long and boring–the streaks heavily overlap with each other, and thus there are often tiny differences between them. But it is instructive to look at the time periods that ended at key moments.

The best of that bunch was the 22-match run ending with Muguruza’s 6-1 6-0 beatdown of Simona Halep at the 2017 Cincinnati final. That set the stage for her ascent to #1, though the ranking move didn’t happen until after the US Open. That streak is close to her current level. The 22 matches leading up to the official #1 takeover are a bit lower (she lost to Petra Kvitova at the US Open, which was less forgivable then than now), and the timespans ending with her two slam finals are still further down the list.

Don’t misunderstand–Muguruza was playing very well throughout all of these time periods. But when we crunch the numbers, we find that her current level is roughly on par with the best she’s ever played.

Garbine vs the world

Metrics are a lot more informative once we gain some context. Many of you probably have a good sense of what regular Elo ratings mean–2100+ is outstanding, 2000+ is top ten-ish, 1900+ is approximately the top 20, and so on. We can piggyback on that for yElo. When Muguruza’s 22-match yElo this season is 2160, it really does mean that, when feeding that very limited set of results into the Elo formula, it thinks Muguruza’s level is close to that of the best player in the world.

Well… the best player in the world right now. There’s no truly dominant force in women’s tennis at the moment, so we’re not seeing players at the top end of the all-time Elo scale. In regular Elo, peak Martina Navratilova and peak Steffi Graf topped 2600, more than 400 points above Osaka’s current rating of 2189. It will not surprise you, then, to learn that Navratilova, Graf, Serena Williams, Chris Evert, and many others put together 22-match runs* that make Muguruza’s 2021 season look positively pedestrian.

* yes, I know how ridiculous it is that this whole article is based on the arbitrary 22-match time span. We could do the same stuff with the more natural-sounding 20-match span, but there wouldn’t be an intuitive way to fit Muguruza’s current run into the discussion. And let’s face it, 20 is just as arbitrary as 22.

Out of my entire database on women’s tennis results going back to 1950 or so, about 100 women have enjoyed a 22-match run that outscores Muguruza’s best. The top of the list is the end of Navratilova’s 1983 season, which is worth a yElo of 2445. Close behind is Monica Seles, who reached 2438 with a streak starting at the end of 1992 and extending into the 1993 season. Three more women topped 2400, another 27 exceeded 2300, and 46 more put together 22 consecutive matches worth at least 2200.

Here are the 15 active women who’ve played at least as well as Muguruza for their best 22-match spans:

yElo  Player                W-L   Year(s)  
2389  Serena Williams       21-1  2001-02  
2386  Venus Williams        22-0  2000     
2335  Kim Clijsters         20-2  2002-03  
2332  Victoria Azarenka     22-0  2012     
2234  Vera Zvonareva        18-4  2008     
2217  Svetlana Kuznetsova   19-3  2004     
2217  Naomi Osaka           20-2  2019-20  
2209  Samantha Stosur       20-2  2010     
2205  Petra Kvitova         19-3  2011-12  
2205  Simona Halep          20-2  2018     
2196  Caroline Garcia       18-4  2017     
2186  Ashleigh Barty        19-3  2019     
2180  Angelique Kerber      18-4  2015-16  
2174  Carla Suarez Navarro  18-4  2015     
2172  Garbine Muguruza      17-5  2015

With the caveat that I haven’t spent much of my life thinking about the best 22-match runs in women’s tennis history, this seems like a credible list. I particularly like how yElo manages to consider strength of opponent to the point that an 18-4 run*, like Zvonareva’s in 2008, can outrank so many 20-2s. (Vera even beats a few 22-0s from the amateur era.)

* the link shows a few extra matches–the 18-4 run starts in the QFs of Guangzhou and ends in the Tour Finals semi-final. Note again that yElo skips retirements.

I hope you find the new yElo metric as interesting as I do. I’ll definitely be doing more with it, since I suspect it has value even outside the narrow context of one player and a single timespan of arbitrary lenth.

Expected Points, March 18: A Marathon Day in St. Petersburg

Expected Points, my new short, daily podcast, highlights three numbers to illustrate stats, trends, and interesting trivia around the sport.

Up today: Stefanos Tsitsipas leaves no doubt that he can handle the unique challenge of John Isner, Anastasia Gasanova and Vera Zvonareva get through their St. Petersburg matches the hard way, and it’s 98 years since the birth of a remarkable figure in Norwegian tennis.

Scroll down for a transcript.

You can subscribe on iTunes, Spotify, Stitcher, and elsewhere in the podcast universe.

Music: Love is the Chase by Admiral Bob (c) copyright 2021. Licensed under a Creative Commons Attribution Noncommercial (3.0) license. Ft: Apoxode

The Expected Points podcast is still a work in progress, so please let me know what you think.

Continue reading Expected Points, March 18: A Marathon Day in St. Petersburg

Podcast Episode 100: 100 Questions for Episode 100

Episode 100 of the Tennis Abstract Podcast, with Carl Bialik of the Thirty Love podcast, celebrates our milestone 100th episode with a lightning-round mega-mailbag through 100 questions, many of them submitted by our listeners.

The questions truly run the gamut of all things tennis, from our favorite players to watch, to the best umpires on tour, to problems with today’s game, to our predictions for results and trends decades into the future. I’ve posted the full list of questions here (scroll down or click “Continue Reading”), but you’ll need to listen in order to hear our answers.

Thanks for listening!

(Note: this week’s episode is about 79 minutes long; in some browsers the audio player may display a different length. Sorry about that!)

Click to listen, subscribe on iTunes, or use our feed to get updates on your favorite podcast software.

Music: Everyone Has Gone Home by texasradiofish (c) copyright 2020. Licensed under a Creative Commons Attribution Noncommercial (3.0) license. Ft: spinningmerkaba

Podcast housekeeping:

  • The TAP book club soldiers on with Arthur Ashe’s memoir, Days of Grace. I’ve posted a few notes about Ashe and the book here, and we’ll talk about it in a podcast episode next month.
  • In case you haven’t heard, I’m 36 episodes into a short (~4 minute) daily podcast called Expected Points. Here’s today’s episode.
Continue reading Podcast Episode 100: 100 Questions for Episode 100

Repurposing Elo for Streaks, Seasons, and Garbine Muguruza

Elo is a fantastic tool for its explicit purpose: estimating the skill level of players based on available information. For instance, my WTA ratings currently rank Ashleigh Barty second. That seems plausible enough–it may be correct to give her the edge in a head-to-head matchup with everyone on tour except for Naomi Osaka. But with women pursuing such different schedules this season, a rating is only so useful.

For all of Barty’s or Osaka’s skill, is it right to say either one of them has had a better 2021 season than Garbine Muguruza? Osaka won the Australian Open, so she has a valid claim. Barty’s argument is a lot more tenuous, based on only eight victories. The Spaniard’s case writes itself–only a handful of players are up to double digits in wins this year, and Muguruza already has 18. How could we decide? If Elo is the smart version of the official rankings, what’s the smart version of the official race?

Starting fresh

The Elo algorithm itself offers a solution. A big part of the reason Muguruza is rated 4th on my current Elo list–and not higher–is her career before 2021. We had hundreds of matches worth of data on Garbine before January 1st, and it would be silly to throw all that away. Her 18-4 start is fantastic, but it doesn’t supersede everything that came before. It just gives us reason to update our rating.

Here’s where the ranking/race analogy is useful. The official rankings use a time span of 52 weeks (or more). The race restarts on January 1st. We could do the exact same thing with Elo, throwing away all results from the previous year and starting over, but that would be wasteful–it wouldn’t allow us to take into account whether players had faced particularly easy or tough draws, for instance.

The solution is to set Elo ratings back to zero (or 1500, in Elo parlance) one player at a time.

Take Muguruza. Instead of starting the year with a rating of 1981 and a history of several hundred matches, we pretend to know nothing about her. We give her a newbie’s rating of 1500 and a history of zero matches. Then we run the Elo algorithm to update her rating over the course of her 22 matches. First she faces Kristina Mladenovic (with her actual rating at the time of 1817), and improves to 1605. Then she beats Aliaksandra Sasnovich (and her rating of 1805), and improves to 1692. Repeat for each of her 2021 results, and the end result is a rating of 2160–almost 100 points higher than her current “real Elo” rating and within shouting distance of Osaka’s 2189.

To compare players, work through the same steps for everybody else, calculating their current-season rating as if they played their first career match in January.

It’s worth taking a moment to think about exactly what we’re measuring. That outstanding 2160 rating is what you get if a complete unknown shows up with zero match experience, then goes on the 22-match run that has been Muguruza’s season so far. The difference between real-Garbine and fake-newbie-Garbine is that the real one has an extensive track record that tells us she’s always been good–but that she probably isn’t quite this good.

I call it … yElo

This approach is “Elo for seasons” or “year Elo”–yElo*. It doesn’t have to be limited to calendar years, as the same approach would be useful to comparing, say, 20-match segments. It allows us to take advantage of the Elo algorithm–and the well-informed ratings of other players–to measure partial careers.

* you can pronounce it like the color “yellow,” but I prefer to say it like Phil Dunphy from Modern Family answering the phone.

Muguruza’s 2160 rating sure looks good, so how does it stack up against the rest of the tour? Here’s the 2021 top 20, considering players with at least five match wins through the Dubai and Guadalajara finals last weekend:

Rank  Player                W-L  yElo  
1     Garbine Muguruza     18-4  2160  
2     Naomi Osaka          10-0  2094  
3     Jessica Pegula       15-5  2002  
4     Serena Williams       8-1  1997  
5     Elise Mertens        11-2  1971  
6     Karolina Muchova      7-1  1953  
7     Aryna Sabalenka      11-4  1943  
8     Iga Swiatek          10-3  1941  
9     Daria Kasatkina      10-4  1910  
10    Barbora Krejcikova   10-5  1905  
11    Shelby Rogers         9-4  1902  
12    Jil Teichmann         9-5  1899  
13    Anett Kontaveit       9-4  1897  
14    Jennifer Brady        9-4  1892  
15    Cori Gauff           11-5  1885  
16    Danielle Collins      9-4  1883  
17    Ashleigh Barty        8-2  1878  
18    Sara Sorribes Tormo   9-2  1867  
19    Ann Li                5-1  1864  
20    Simona Halep          6-2  1854 

Like any Race list in March, this isn’t really reflective of skill. But when we consider the small amount of data it has to work with for each player, it’s … pretty good?

Again, you can quibble over whether Osaka or Muguruza has had the better season, but this approach weighs the better winning percentage and stronger average opponent against the much higher absolute win count and gives us a credible answer. Muguruza’s additional evidence of good tennis playing puts her ahead of Osaka’s evidence of short-term unbeatability.

While yElo is basically just a toy–it certainly doesn’t have the same predictive value as regular Elo–this initial look makes me like it. The possibilities are endless, from more sophisticated race tracking, to ranking the greatest seasons of all time, to comparing a player’s current hot streak to what’s she’s done in the past. Stay tuned, as I’m sure I’ll have more yElo results to report in the future.

Expected Points, March 15: Garbine Muguruza, the Top Five Player Ranked #13

Expected Points, my new short, daily podcast, highlights three numbers to illustrate stats, trends, and interesting trivia around the sport.

Up today: Muguruza’s Dubai title makes her computer ranking look even more outdated, Nikoloz Basilashvili and Cristian Garin reverse their losing streaks in style, and the ATP is putting an impressive amount of prize money in the pockets of its players.

Scroll down for a transcript.

You can subscribe on iTunes, Spotify, Stitcher, and elsewhere in the podcast universe.

Music: Love is the Chase by Admiral Bob (c) copyright 2021. Licensed under a Creative Commons Attribution Noncommercial (3.0) license. Ft: Apoxode

The Expected Points podcast is still a work in progress, so please let me know what you think.

Continue reading Expected Points, March 15: Garbine Muguruza, the Top Five Player Ranked #13

Podcast Episode 99: Author Julie DiCaro on Serena Williams, Women in Sports, and the Limits of Sports Media

This week’s guest is Julie DiCaro, author of the new book Sidelined: Sports, Culture, and Being a Woman in America, which comes out on Tuesday. I learned a lot from reading her book, and recommend it to anyone who is interested in the problems with sports media and the struggles that women face in every aspect of the sports industry.

We talk about the forces that keep sports media from holding stars, teams, and leagues accountable, and the ongoing struggle to keep athletes from brushing domestic violence and sexual assault accusations under the rug. Julie explains how Serena Williams is held to a higher standard than male and white female stars, and how she’d like to see Serena treated differently by fans, media, and fellow players.

We explore how women’s sports should be marketed and reported on, and what that might mean for the WTA as it considers a merger with the ATP. Finally, Julie tells me how it is difficult as a woman in the media to remain enthusiastic about the sports she covers, and why she thinks its important to keep doing what she does.

Thanks for listening!

(Note: this week’s episode is about 60 minutes long; in some browsers the audio player may display a different length. Sorry about that!)

Click to listen, subscribe on iTunes, or use our feed to get updates on your favorite podcast software.

Music: Everyone Has Gone Home by texasradiofish (c) copyright 2020. Licensed under a Creative Commons Attribution Noncommercial (3.0) license. Ft: spinningmerkaba

This image has an empty alt attribute; its file name is tap_script_square-1-150x150.png

Expected Points, March 12: When Match Point Isn’t Quite Enough

Expected Points, my new short, daily podcast, highlights three numbers to illustrate stats, trends, and interesting trivia around the sport.

Up today: An unconverted break point puts Roger Federer’s comeback on pause, Elise Mertens stops the momentum of another lower-ranked player, and Andrey Rublev rests his way into the Doha semi-finals.

Scroll down for a transcript.

You can subscribe on iTunes, Spotify, Stitcher, and elsewhere in the podcast universe.

Music: Love is the Chase by Admiral Bob (c) copyright 2021. Licensed under a Creative Commons Attribution Noncommercial (3.0) license. Ft: Apoxode

The Expected Points podcast is still a work in progress, so please let me know what you think.

Continue reading Expected Points, March 12: When Match Point Isn’t Quite Enough

Book Club Selection #3: Days of Grace

The next pick for the Tennis Abstract podcast book club will be Days of Grace, Arthur Ashe’s 1993 memoir.

I trust that readers are familiar with Ashe–if you’re not, now’s a good time to learn more about one of the most important figures in tennis history, the first Black superstar in the men’s game, and a three-time major winner. He wrote several books, and this one was the last, which he was editing until two days before his death at age 49.

Arthur himself should be recommendation enough to convince you that his memoir is worth reading, but if you want to scope it out a bit, here are the Los Angeles Times and New York Times reviews from 1993.

Carl and I are tentatively planning on talking about the book on the podcast in about a month, so if you’d like to read along with us and a deadline would help, let’s aim for April 14th.

I’ll leave comments open on this post, so if you have thoughts about the book you’d like to share, or topics you think we should put on the agenda for the podcast episode about the book, please leave them here.

Past book club selections / podcast episodes:

Expected Points, March 11: WTA Wild Cards Gone Wild

Expected Points, my new short, daily podcast, highlights three numbers to illustrate stats, trends, and interesting trivia around the sport.

Up today: A trio of wild cards are proving that they belong in Dubai and Guadalajara, Dominic Thiem is flying under the radar as the top seed in Doha, and Jessica Pegula has mastered the art of dismissing Karolina Pliskova.

Scroll down for a transcript.

You can subscribe on iTunes, Spotify, Stitcher, and elsewhere in the podcast universe.

Music: Love is the Chase by Admiral Bob (c) copyright 2021. Licensed under a Creative Commons Attribution Noncommercial (3.0) license. Ft: Apoxode

The Expected Points podcast is still a work in progress, so please let me know what you think.

Continue reading Expected Points, March 11: WTA Wild Cards Gone Wild