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Digital Love: Why ZiPS Thinks Lucas Giolito is Top of the Charts

In the 2021 ZiPS projections that are live on this very website, Lucas Giolito is projected with the most WAR of any pitcher in baseball. If my social media is any indication, this projection is, so far at least, the source for the most joy and the most consternation. What is it about Chicago’s young ace that gives him such an aggressively optimistic projection?

One of the common complaints you see from readers about projections is that they don’t go out on a limb very often. To me, this makes perfect sense: when talking about the mean projections, massive performance changes should rarely be the player’s typical expectation. Think back on José Bautista back in 2010. At the time, Joey Bats was a player pushing 30 who had hit .238/.329/.400 in the majors in more than 2,000 plate appearances for five major league teams. As we now know, his destiny was to explode on the scene, slugging .617 for the Blue Jays, resulting in the first of his eventual six All-Star appearances. But that doesn’t mean that his baseline projection going into 2010 should have reflected that result; that unlikely things happen doesn’t mean that they weren’t unlikely.

Projections do go out on a limb, but in a conservative sort of way. One of the more notable examples in recent years is the 2019 ZiPS projection for Shane Bieber. With a 4.55 career ERA (but a 3.23 FIP!) in just 114 2/3 major league innings entering the season, ZiPS gave Bieber an optimistic projection as the 14th most valuable pitcher in baseball with a 3.71 ERA over 187 innings for 3.8 WAR. That was enough to put him just behind Clayton Kershaw and ahead of notables such as Zack Greinke, Noah Syndergaard, Stephen Strasburg, and Patrick Corbin. Not only did Bieber meet this projection, but he also exceeded it, finishing eighth in WAR among pitchers at 5.6.

But why did ZiPS love the Beebs so much? It wasn’t one factor. Instead, it was an accumulation of smaller positive factors that significantly outnumbered the negative ones. Bieber was only 24. He had a record in the minors and majors that suggested he could avoid lofty gopher ball totals. His BABIP in his rookie year was extremely high. From his quality-of-contact data, ZiPS thought that batters “should have” hit .252 and slugged .415 against him in 2018 when the actual numbers were .285 and .467. And so on.

It’s the same thing for Giolito entering the 2021 season. No, he isn’t in the same position as Bieber was entering 2019, given that he’s already received Cy Young votes in two seasons. But it does take something special to get ranked No. 1 with a bullet. His top-notch projection doesn’t mean that it’s going to happen, only that it’s more likely to occur than the downside scenarios. And the latter do exist: ZiPS projects a 15% chance that Giolito will be worse than a league-average starter and about a 7% chance he’ll have an ERA on the wrong side of five, both things that would have a very negative effect on Chicago’s 2021 fate.

So what are some of the reasons for this digital love?

Lucas Giolito is Still Relatively Young

Pitchers don’t have a typical age curve, but it’s still preferable to be in your twenties than in your thirties. Like Bieber, the height of Giolito’s ceiling remains an unknown. Both Gerrit Cole and Jacob deGrom are amazing pitchers, but after a few more years in the majors, there’s less uncertainty about their remaining upside. Superstars in their mid-20s, on the other hand, frequently have another gear or two remaining. Among Giolito’s top comparables were a multitude of youngish pitchers who were already stars and did have such performance bumps remaining: Greg Maddux, Jose Rijo, Dave Stieb, Brandon Webb, and so on.

Of the top 50 most comparable pitchers in Giolito’s cohort, 32 of them beat their baseline performance estimates over the following three seasons — an astounding rate of success given how attrition claims pitchers. For Cole, that number is only 23; for deGrom, 26; and for Max Scherzer, 19.

Lucas Giolito is Well-Suited for his Home Park

Home run rates for pitchers are volatile, but they’re not random. Giolito fares well in velocity and barrel-based numbers and was in the top-tier in most of these measures in 2020. Among the pitchers projected in the top 10 overall in ZiPS, only Luis Castillo consistently beat him. And this is especially important because of the characteristics of the park. Guaranteed Rate Field (that name still makes me cringe) is a bit of an unusual bird, a homer-friendly park that tends to be neutral overall. For a pitcher with an elite ability to avoid batters crushing his pitches, this provides an opportunity to squeeze out a little more value. In other words, while Guaranteed Rate is a neutral park for everyone, Giolito’s homer-avoiding tendency makes it a de facto pitchers’ park for him. This one of the reasons ZiPS liked Dallas Keuchel’s chances at a bounceback season in 2020 and continues to think he’ll be very productive for the Sox. Were this a neutral park, Giolito would lose just enough in his projection to drop him to third in the league in WAR.

Lucas Giolito Left Some Strikeouts on the Table

At a 33.7% strikeout rate, Giolito certainly wasn’t struggling to punch out batters. But from the across-the-board improvement in his contact numbers in 2020, ZiPS thinks that he should have seen a larger bump in his strikeout rate from 2019’s 32.3% rate.

As part of its model for calculating baseline expectations, ZiPS has a measurement that I’ve dubbed zSO. (The Z stands for ZiPS, as you may have guessed.) Using contact data, velocity numbers, and the like, ZiPS makes an estimate from how many strikeouts a pitcher “should” have ended up with. It’s not a number I pulled out of my hat but one used as part of the model because it has more predictive value than actual strikeouts. Going back to 2002, if all you knew about a pitcher was his strikeout rate and his zSO rate, you’d have predicted the following year’s strikeout rate most accurately with a mix that was 82% zSO and 18% actual.

ZiPS Strikeout Underachievers (min. 500 TBF)
Pitcher Year Actual K% zSO% Difference Following Season
Francisco Liriano 2011 19.0% 24.4% 5.4% 24.1%
Mike Pelfrey 2016 10.4% 15.6% 5.2% 14.5%
Martín Pérez 2013 15.9% 21.1% 5.2% 16.9%
Martín Pérez 2017 13.1% 18.2% 5.1% 18.3%
Luis Castillo 2018 23.3% 28.3% 5.0% 28.9%
Jeff Fassero 2004 11.8% 16.8% 5.0% 15.6%
CC Sabathia 2008 24.5% 29.5% 5.0% 21.0%
Jeremy Hellickson 2011 15.1% 20.0% 4.9% 16.7%
Jason Vargas 2017 17.7% 22.6% 4.9% 20.8%
Craig Stammen 2010 15.1% 20.0% 4.9% 31.6%
John Smoltz 2007 23.1% 27.7% 4.6% 30.8%
Kelvim Escobar 2006 18.6% 23.1% 4.5% 19.7%
Kevin Correia 2008 12.8% 17.2% 4.4% 17.1%
Jon Lieber 2004 13.6% 17.8% 4.2% 16.3%
Kyle Gibson 2017 17.5% 21.6% 4.1% 21.7%

 

ZiPS Strikeout Overachievers (min. 500 TBF)
Pitcher Year Actual K% zSO% Difference Following Season
JA Happ 2018 26.3% 19.7% -6.6% 20.6%
Stephen Strasburg 2016 30.6% 24.0% -6.6% 29.1%
Erik Bedard 2007 30.2% 23.6% -6.6% 20.7%
Lance Lynn 2013 23.1% 16.7% -6.4% 20.9%
Zack Greinke 2011 28.1% 22.5% -5.6% 23.0%
Tanner Roark 2019 21.9% 16.3% -5.6% 18.6%
Mike Fiers 2012 25.0% 19.6% -5.4% 14.6%
Mike Mussina 2003 22.8% 17.5% -5.3% 18.9%
José Quintana 2017 26.2% 20.9% -5.3% 21.4%
Tim Lincecum 2009 28.8% 23.7% -5.1% 25.8%
Eduardo Rodriguez 2018 26.4% 21.5% -4.9% 24.8%
Gerrit Cole 2019 39.9% 35.0% -4.9% 32.6%
Rick Porcello 2018 23.5% 18.7% -4.8% 18.6%
Yovani Gallardo 2012 23.7% 19.0% -4.7% 18.6%
Jon Lester 2019 21.6% 16.9% -4.7% 15.8%

Looking at the top 15, while zSO is far from infallible — all models are wrong, but some are useful — it had a solid record at identifying the strikeout outliers correctly. So what about the 2020 season? There’s a lower minimum batters faced here (200 batters faced) because of the short season, so you’ll see some larger-than-typical variations between actual strikeout rate and zSO.

2020 ZiPS Strikeout Underachievers
Pitcher Actual K Rate zSO Rate Difference
Ryan Yarbrough 18.8% 25.6% 6.8%
Dylan Cease 17.3% 23.8% 6.5%
Tyler Anderson 15.8% 22.1% 6.4%
Julio Urias 20.1% 24.8% 4.7%
Alex Cobb 16.8% 21.4% 4.6%
Alex Young 19.1% 23.0% 3.9%
David Peterson 19.5% 23.4% 3.9%
German Marquez 21.2% 24.9% 3.6%
Anibal Sanchez 17.6% 21.1% 3.5%
Tanner Roark 18.6% 21.9% 3.3%
Zack Wheeler 18.4% 21.6% 3.2%
Jesus Luzardo 23.8% 27.0% 3.2%
Brett Anderson 15.8% 19.0% 3.2%
Antonio Senzatela 13.5% 16.5% 3.0%
Randy Dobnak 13.5% 16.5% 3.0%

 

2020 ZiPS Strikeout Overachievers
Pitcher Actual K Rate zSO Rate Difference
Trevor Bauer 36.0% 26.1% -9.9%
Shane Bieber 41.1% 31.9% -9.2%
Tyler Glasnow 38.2% 30.4% -7.8%
Cristian Javier 25.2% 17.5% -7.7%
Rick Porcello 20.7% 13.1% -7.6%
Zach Eflin 28.6% 21.8% -6.8%
Corbin Burnes 36.7% 30.4% -6.2%
Marco Gonzales 23.1% 17.6% -5.5%
Taijuan Walker 22.2% 17.2% -5.1%
Hyun-Jin Ryu 26.2% 21.3% -4.8%
Aaron Nola 33.2% 28.4% -4.8%
Kevin Gausman 32.2% 27.8% -4.4%
Framber Valdez 26.4% 22.3% -4.1%
Johnny Cueto 20.2% 16.1% -4.1%
Sonny Gray 30.6% 26.5% -4.1%

No, Giolito doesn’t make the top 15 of underachievers, but he’s close. Compared to his 33.7% strikeout rate, ZiPS thought he “should have” been at 35.7. And that’s unusual, as leaders in anything in baseball are more likely to have overachieved than underachieved. Of the top 20 strikeout pitchers in 2020, ZiPS thinks that only four pitchers actually underachieved: deGrom (0.2%), Tyler Mahle (0.3%), Castillo (0.6%), and Giolito (2.0%).

In summation, ZiPS sees Giolito as a nearly perfect storm of awesomeness and one of the top Cy Young contenders in the American League. With Cleveland reeling, the White Sox have an excellent shot at taking the division and going deep into the playoffs. If the White Sox raise a world championship banner in 2021, the right arm of Giolito will likely be responsible for a great deal of the hoisting.


Dan Szymborski FanGraphs Chat – 1/21/21

12:02
Avatar Dan Szymborski: And hello happy chatters, for this edition of SzymChat that appeared on the front page!

12:03
TD: Assuming the Mets have about $25m to spend, how would you distribute that money to improve the roster?

12:04
Avatar Dan Szymborski: I think I’d sign Justin Turner for $10 million and pay myself $15 million. It improves the roster.

12:04
Dan: Finally got on for one of your chats this year…

Can you do the ZiPS “what-if” I’ve been nagging you about for a decade, Bonds if he hadn’t been a victim of collusion in ’07?

I’m guessing ~50 more homers, ~135 OPS+ in three seasons.

12:04
Avatar Dan Szymborski: It’s only like the third one!

12:05
Avatar Dan Szymborski: He *was* quite old at this point so even if he hadn’t declined, it was going to happen. I can to a Time Warp on tha tthough.

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The Jays Put a Springer in Their Step

One of the big puzzle pieces of this offseason fell firmly into place Tuesday night as the Toronto Blue Jays came to terms on a six-year, $150 million contract with free agent outfielder George Springer. Springer, our second-ranked free agent overall, is coming off a .259/.359/.540, 1.9 WAR season in the abbreviated 2020, enough to make him a highly desired player despite the fact that he’ll turn 32 at the end of the 2021 season.

It seems almost like yesterday when I was fielding questions in my chat about whether Springer was a highly touted prospect-turned-bust after a rough first two weeks in the majors that featured a sub-.500 OPS and strikeouts in a third of his plate appearances. In fact, my standard, curt “April” reply originated in response to the initial panic caused by his slow debut. As one would expect from a player with his pedigree, April showers brought May power, and by the end of his second month in the bigs, Springer’s seasonal OPS was up to a much healthier mark in the mid-.800s. His OPS stayed at or above .800 until he was finally stopped in July due to a quad injury that cost him the rest of the 2014 season.

That was pretty much the last thing that stopped him. Starting in 2015, his first full season, Springer hit .274/.363/.494 and 154 homers and 24.7 WAR for the Astros. That’s not even counting his playoff appearances, another half-season of the highest-leverage baseball you can find, where Springer flourished, hitting .269/.349/.546 over those 63 postseason games. His 19 postseason home runs are currently tied for fourth in major league history, though admittedly, there are a lot more playoff games now than when Ted Williams played. All told, Springer’s performance has easily put him in the top 10 among outfielders in recent years. Read the rest of this entry »


Kurt Suzuki Returns to the AL West, Now As an Angel

The Angels added some catching depth over the weekend, signing Kurt Suzuki to a one-year contract worth $1.5 million. This will be the 15th season of Suzuki’s career, his longevity the result of an unusually late offensive peak in his mid-30s that has largely compensated for his defensive shortcomings. In 129 plate appearances in 2020, Suzuki hit .270/.349/.396, a respectable triple-slash but also amounting to his lowest wRC+ since 2016, his final season with the Twins.

As I showed through projections last week, the Angels look like they’re in that zone where each additional win or loss has a larger-than-average effect on a team’s playoff destiny. Add in the general desire for a team with a $180 million luxury tax number — more than half from just four players — not to have that payroll go to waste, and you have a formula for being aggressive in adding plausible Plans B to the roster. And really, $1.5 million is just about peanuts, no matter how MLB will suggest otherwise.

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The Giants Have Quietly Rebuilt Their Rotation

The Giants continued to remake their starting rotation this week, signing former Dodgers swingman Alex Wood to a one-year, $3 million contract. Wood’s low salary reflects the fact that he’s struggled over the last two seasons, accumulating -0.2 WAR in 48 1/3 innings, courtesy of a bleak 6.02 FIP. The catch is that he was not truly healthy in either campaign, missing much of 2019 with back issues and a chunk of ’20 with shoulder inflammation. While he’s never been the picture of perfect health — he hasn’t qualified for an ERA title since 2015 — he was a key contributor to the Braves and the Dodgers, and before his disappointing 2019, his worst FIP over a season was 3.69 in ’15, a number many pitchers would be delighted to hit.

Similar to about 27 or 28 teams in baseball, San Francisco hasn’t made a splash this winter, but there’s been a real push to improve the starting pitching. Back when the Giants were winning a World Series every other season, a large part of the foundation was young, team-developed pitching. Few teams could match the accomplishment of producing Matt Cain, Tim Lincecum, and Madison Bumgarner over a rather short period of time. But since the team’s collapse in 2017, a year in which the Giants just barely avoided their second 100-loss year in franchise history, the rotation has been one of the worst in the league, ranking 25th in WAR. Any sort of magic at creating young aces seems to have dissipated, with a long list of names — Kyle Crick, Keury Mella, Tyler Beede, Ty BlachClayton Blackburn — failing to make an impact.

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Dan Szymborski FanGraphs Chat – 1/14/21

12:01
Avatar Dan Szymborski: ANd we go!

12:02
Avatar Dan Szymborski: Welcome to the chat!

12:02
Avatar Dan Szymborski: Uh oh

12:02
Hi: This doesnt show up on the homepage. Chat is only accessible thru tweeted link

12:03
Avatar Dan Szymborski: I am asking!

12:03
Avatar Dan Szymborski: I will have to answer slowly! lol

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How Lindor and Carrasco Upend the NL East

We’ve written many words talking about the blockbuster deal that sent Francisco Lindor and Carlos Carrasco to the Mets, and rightly so: It’s rare for two players of such impact to be acquired by a single team in the same trade. We know that the Mets are now a better team than they would have been if not for the trade, at least if you hold onto the apparently quaint notion that bringing in superior players makes your team win games and, as a result, is desirable. But just how much better? Read the rest of this entry »


Dan Szymborski FanGraphs Chat – 1/7/2021

12:02
Avatar Dan Szymborski: And welcome to 2021!

12:02
Avatar Dan Szymborski: IT STARTS NOW, EVERYTHING ELSE WAS 2020.2

12:02
Tony Schiavone: Welcome to one of the greatest chats in the history of our sport!

12:02
Avatar Dan Szymborski: I am in the top 100% of all chats.

12:02
See! You! Later!: What do you think is the biggest area for potential improvement to ZiPS? What are you focusing on improving with the system?

12:03
Avatar Dan Szymborski: Injuries, though that’s harder to actually *work* with

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2021 ZiPS Projections: Pittsburgh Pirates

After having typically appeared in the hallowed pages of Baseball Think Factory, Dan Szymborski’s ZiPS projections have now been released at FanGraphs for nine years. The exercise continues this offseason. Below are the projections for the Pittsburgh Pirates.

Batters

Ke’Bryan Hayes! Hayes has been a long-time favorite of ZiPS, with the computer already seeing him as a league-average player entering the 2019 season despite having topped off at Double-A Altoona at that point. In recent years, ZiPS has been using a probabilistic method derived from MLB’s Gameday data for minor-league defensive stats, generating a rough catch probability for every ball hit. Sadly, it’s not UZR and DRS, but it can generally tell the good defensive players from the poor ones, and it’s certainly better than some GB/FB-modified range factor or throwing up your hands in despair. ZiPS had Hayes as the best minor league third baseman from 2017-19, at 13 runs above average per season. Now, that doesn’t mean ZiPS is going to project him quite that strongly, due to the inherent issues with this kind of defensive estimation. But it does mean that there’s a high probability that his positive scouting reports are on-point and his good major league performance in a small sample was not a fluke.

Hayes was good defensively in the majors, and between him and Luis Robert, I felt pretty good that this methodology successfully identified minor-league glove standouts without any scouting data involved. What ZiPS did not see coming was just how solid Hayes was with the bat in his rookie season. If I had voted this time around, he likely would have gotten a tally on the back of my Rookie of the Year ballot. Hayes is not a big dude, but his power was impressive where previously it had been a work in progress. Five homers in 95 major league plate appearances isn’t a huge body of work, but he was in the top 20 in exit velocity, between Kyle Schwarber and Vladimir Guerrero Jr. A .700 slugging percentage isn’t in the future, but both ZiPS and Statcast think that he hit the ball like a .500 slugger in 2020. ZiPS isn’t fully there in 2021, but he’s one to watch.

Or should I call Hayes “the” one to watch? The general theme of Pittsburgh’s offense is that although there are few gaping maws of performance in the lineup, there’s a real dearth of impact offensive talent. Being uninteresting is arguably even worse than being lousy, at least from the position of an analyst. There’s a reason the 1962 Mets are fondly remembered by history for losing lovably, and the 1962 Houston Colt .45s are not. Bryan Reynolds and Adam Frazier are competent regulars, but there’s little upside here, and they feel more at home for a risk-averse contender with a single, specific hole to fill, such as Houston, Atlanta or Cleveland (if that team still counts). Colin Moran‘s not a difference-maker, just Josh Bell’s replacement as an uninspiring first baseman. As for Gregory Polanco, the best the Pirates can hope for is that he’s healthy, returns to 2017-18 form, and nets the team a couple of good prospects when he follows his former outfield teammates out of town. That Phillip Evans ranks so highly in this list should be a great deal of concern for the front office, though the de facto starting shortstop having a Pat Meares top comp is ZiPS being mean, not me. Read the rest of this entry »


Re-Projecting the 2021 San Diego Padres

Teams generally pay little heed to the torrent of ZiPS projection posts every winter, rudely making changes to their rosters with no thought to the consequences of making my graphs and tables obsolete! This has been less of a problem than usual as this offseason has been a rather quiet one: 18 of the top 20 free agents on our offseason top 50 are still unsigned with just six weeks to go until the scheduled opening of spring training. The Padres have been the rare exception to this dreadful stasis. Rather than sitting quietly on their hands, hemming and hawing about the state of baseball’s finances, they’ve aggressively sought to make improvements that increase the payroll. In a holiday flurry of moves, they added Yu Darvish, Blake Snell, Ha-seong Kim, and Victor Caratini, setting up what could be the most anticipated divisional race in recent memory. It’s a nice change of pace from teams that have practically issued press releases informing fans of just how much worse the product will be in 2021.

That’s not to say that ZiPS didn’t like the Padres before their latest series of moves. In fact, my labyrinthine tangle of algorithms thought that the boys in brown combined to make up the second-best team in the National League. But there was also a clear space between them and the reigning World Series champs, the Los Angeles Dodgers. Now, I’m not so sure.

Let’s start by refreshing the team’s depth chart:

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