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Dan Szymborski FanGraphs Chat – 5/6/19

12:04
Avatar Dan Szymborski: The hatches are battened, the sails are trimmed, the splines have been reticulated, and the hedgehog has been hidden, so let’s do this!

12:04
Gub Gub: If you were a long-haul trucker, what would you name your truck?

12:04
Avatar Dan Szymborski: Trucky McTruckface.

12:04
Colin: Dan, do you think Jose Ramirez turns it around? What would you project ROS?

12:05
Avatar Dan Szymborski: I still suspect that he does.

12:05
Avatar Dan Szymborski: Though I still don’t quite get why he’s so BABIP anemic.

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Guessing the Fate of April’s Underachieving Pitchers

Earlier this week, I made my on-the-record guesses for what would happen with some of April’s underachieving hitters. Now we’ll turn to look at the disappointing pitchers and the potential for more helpings of crow for me to eat come October.

Chris Sale, Boston Red Sox

Last year, through the late-season shoulder problems, I counseled people not to panic so soon on Sale. He’s Chris Freaking Sale after all. When the White Sox put him in the rotation in 2012, there was a lot of doom-and-gloom about how his pitching motion and his frame meant he wouldn’t survive long as a starting pitcher. But from 2012-17, Sale was one of the most durable starters in baseball and now he drinks overflowing pints out of the skulls of those pundits.

But now, I am quite worried, especially in the short-term. He’s shown he can occasionally dial it up as he did in the Yankees matchup, hitting 96-97 through most of the game. But his velocity is generally down, severely so in most games. He went three months without a start below an average of 95 mph last year. This year he’s only had individual pitches passing this mark in a single game (the Yankees one).

If this is the Sale that we have now, I do expect him to adjust in the long-term. But the Sale of 2018 had a highly edited repertoire. He’s essentially a fastball-changeup-slider pitcher who is amazing at changing the look of these pitches. He could throw his fastball anywhere between 88-98 and have it look like five different pitches depending where it was. In 2019, he’s Pavarotti with an octave taken away. His fastball is more one-note and hitters have realized it; of every 10 fastballs that batters swing at, one in 10 of those swings-and-misses from previous years are now being hit.

“But Dan, he’s just being cautious because of his shoulder!” That makes me even more worried if 10 months later, he’s still having to pitch in a way that makes him a less effective pitcher because of a shoulder issue. Elbow problems are bad, but shoulder problems are a whole new level of scary, like going from a haunted house at an elementary school carnival to a Saw movie. I’m hopeful in the long-term, but it’s a problem for Boston getting back into the race. Read the rest of this entry »


Guessing the Fate of April’s Underachieving Hitters

For the first month of every baseball season, I’m a bit notorious for simply answering “April” as the convenient, one-stop-shop for questions relating to why someone’s favorite player is hitting .150. Once we start heading into May, telling people to be patient when 1/6th of the season is already over becomes an increasingly unujustifiable task. While rebuilding teams are in a place at which they can be patient, avoiding judgment is tricky for contenders, especially when every division leader is in first place by fewer than three games.

So let’s get out the guillotine and guess who can be saved and who is a lost cause.

Ryan Braun, Milwaukee Brewers

I remain quite torn about the state of doneness of the Hebrew Hammer. On one hand, he can still hit the ball with authority as seen by the fact that his average exit velocity, dipping under 90 mph, isn’t all that different from the numbers in 2016 and 2017, years in which Braun was still a contributor offensively. If you dig deeper into his pitch-by-pitch stats, Braun appears to be going dead-red for fastballs, and despite a career-low contact rate, he is actually making contact with fastballs at better-than-career-average rates (14.6% whiff/swing rate in 2019 vs. 19.8% career). But other than fastballs, he’s making much worse contact, missing almost half the changeups and sliders he’s offered at (career rate under 30%).

It makes me wonder about Braun’s bat speed. To my naked eye, it looks like he’s trying to compensate for decreased bat speed by making contact with his bread-and-butter pitch (Braun was one of the best fastball hitters in baseball in his prime). He also suggested he was changing his swing in order to hit more home runs. It’s unfortunate that swing speed isn’t one of the things you can get easily, but Alex Chamberlain identified stats that correlate with swing speed when reverse-engineering the scanty data available a few years ago. Isolated power, xwOBA, and contact rate all have a relationship, and in each of the three, Braun is at his career’s nadir.

I think there’s still hope for Braun, but if his bat is slowing down, I wonder if he’s taking the wrong approach in trying to hit for more power. A player with slower bat speed but who is also pulling the ball more (57% compared to 38% career) seems like one trying to cheat on the fastballs. I don’t think Braun’s as doomed as some on this list, but I think that he’d be better off not trying to capture his early-career power because it’s making him a one-dimensional hitter. Read the rest of this entry »


Dan Szymborski FanGraphs Chat – 4/29/19

12:03
Avatar Dan Szymborski: Happy April!

12:03
Matt: My friends keep telling me to reach out to Don Szymbarski to ask about baseball, so here I am, Don. What are your opinions on baseball?

12:03
Avatar Dan Szymborski: Don can go spit on a sparkplug

12:03
Avatar Dan Szymborski: (that’s a reference to the TV-version-edited line from Barry Corbin in WarGames)

12:03
Canik: In your experience, how does minor league BABIP translate to major league BABIP? I figure that with less batter ball data, less shifting, and inferior fielders in general, it’s safe to shave off about 15 points (or more for pull-heavy guys)?

12:04
Avatar Dan Szymborski: I have a zBABIP that I use for minor leaguers, as expected it doesn’t translate cleanly

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Brewers Pass, Mets Fail Giology Class

The Milwaukee Brewers signed a famous lefty starting pitcher out of free agency Wednesday, bolstering the back of the rotation. No, not that famous lefty starting pitcher, but a still quite respectable one in Gio Gonzalez, most recently biding his time with the Scranton/Wilkes-Barre Rail Raiders. In MLB terms, Gonzalez’s contract with the team is barely even a wallet-opener at one-year, $2 million with performance incentives.

Milwaukee’s rotation necessitated another arm after the early season struggles of Corbin Burnes. Burnes struggled to hit locations with his hard stuff, resulting in a slugging percentage over 1.000 against his fastball and a total of 11 home runs allowed in 17 2/3 innings. That’s a 58% home run to fly ball ratio! Gonzalez was brought in as an emergency option for the Yankees, and with the team’s injury emergencies largely being hitters, they never called up Gio and he exercised his out clause.

The Brewers and Gonzalez have a recent history, one that went swimmingly after the late August trade with the Washington Nationals. In 2018, Milwaukee was generally content to let Gonzalez go through five solid innings and then go to the bullpen, something that worked out well, at least during the regular season (3-0, 2.13 ERA/3.63 FIP in five starts). ZiPS projects 1.0 WAR for Gonzalez, assuming 100 innings for the rest of the season, which is comparable to the team’s other options. There’s a catch of course, in that the other options aren’t actually available at this moment; Burnes shouldn’t be working out his problems in a pennant race and Jimmy Nelson and Freddy Peralta haven’t yet returned from injury, even though they’ve made progress. Gonzalez doesn’t really add wins to the standings directly so much as serving as inexpensive insurance for other pitchers.

Gonzalez joining the Brewers is only a bit of a surprise in that they weren’t actually the team most in need of Gonzalez’s services. The buzz has been that about a third of baseball was interested in Gio, but why didn’t a team more in need blow away a measly one-year, $2 million option. After all, if you’re in desperate straits and you’re not going after Dallas Keuchel, where else are you going to get viable a starting pitcher outside of the system in late April? It’s not as if the Giants are begging (yet) to trade Madison Bumgarner. Read the rest of this entry »


Injuries Cause Yankee Gloom, Don’t Spell Yankee Doom

On April 20th, 1977, Billy Martin, then in his first of approximately 176 stints as the Yankees’ manager, pulled a lineup out of his hat. Literally. In order to shake up a team that started the year 2-8 and was suffering the bouts of media drama notable for the team during this era, Martin set the batting order by putting the names of the starters on paper and selecting them from a hat. The team’s usual cleanup hitter, Chris Chambliss, hit 8th, meaning that the lie we tell to little kids about how the No. 8 spot is the “second cleanup hitter” was actually true for possibly the first time in human history. Whether coincidental or not, the Yankees won six games straight with only a couple minor changes to this pseudo-random lineup before the team returned to a more traditionally configured one.

The Yankee lineup on Sunday looked quite a lot like this lineup, but taken one step farther to even make the names random. Of course, this wasn’t due to any homage to the late, great Martin, but a necessity fueled by injuries to, well, nearly everybody. You might be excused if you thought someone goofed and you were looking at one of the team’s Grapefruit League lineups from this spring.

Narrator: You were not.

Only a single player in the lineup, Luke Voit, was both present and playing the position envisioned when the Yankees put together their roster (Gleyber Torres was healthy, but was given an off-day). Four players didn’t even start the season, just over three weeks old, on the 25-man roster, and a fifth, Mike Tauchman, was only acquired a week before Opening Day.

Naturally, the lineup, which would have shocked people a month ago, scored seven runs, eventually winning in ten innings. We’ll have to wait until the Yankees next play the Royals in late May to see if they broke some unwritten rule about crushing pitchers with their B-squad that apparently requires hitting people with baseballs. Read the rest of this entry »


Dan Szymborski FanGraphs Chat – 4/22/2019

12:02
Avatar Dan Szymborski: It has begun.

12:02
Avatar Dan Szymborski: The chat, which should be obvious from context.

12:02
CamdenWarehouse: Is it too April to start wondering seriously if the Orioles can set a new HR allowed record?

12:03
Avatar Dan Szymborski: Of course not.

12:03
Avatar Dan Szymborski: They may do it by August.

12:03
Josh Nelson: I looked up what the Skyline Coney Dog looks like. I’m kinda mad at you. https://www.skylinechili.com/coneys.php

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Aaron Nola’s Losing the Waiting Game

The Philadelphia Phillies are off to a more-than-reasonable start in 2019, standing at 11-6 and currently in first place in the NL East. In the early weeks of the season, the division has been as tight as expected, with only 2.5 games separating the four teams that had a reasonable preseason claim to 2019 relevance. What’s unexpected about Philadelphia’s early lead is that it has little to do with the performance of their ace pitcher, and 2018’s third-place finisher in NL Cy Young voting, Aaron Nola.

Nola has thrown four starts so far this season and has been terrible in three of them, all losses. Even more damaging is that all four starts have been against the NL East competition, meaning every loss in those games is a guaranteed win for the team’s direct rivals, no scoreboard-watching needed. Add it all together and you have a pitcher who is already nearly a third of the way to what would be his career-high for home runs allowed in a season, with a 7.45 ERA and a walk rate double what he posted in 2018.

So what’s happening with Nola? The obvious thing to do is to look is at his miserable walk and home run rates, and see if there’s any chance he’s not getting what he “deserves” from his pitching.

For a quick look at a pitcher’s walk rate, you can actually make a simple model that estimates that rate knowing just his plate discipline numbers. Knowing just that, you can get a surprisingly adequate estimation of what a walk rate “should” be. In this case, my very basic non-linear model with observations weighted by number of batters faced, gets the r-squared to 0.65. In layman’s terms, that means that approximately 65% of the pitcher-to-pitcher variance in walk rate is explained by the pitcher-to-pitcher variance of the inputs.

Walk Rate Prediction – Aaron Nola
Year BB% Predicted BB O-Swing% Z-Swing% Swing% O-Contact% Zone% F-Strike% SwStr%
2019 12.6% 13.3% 25.5% 55.4% 38.4% 70.0% 43.0% 48.3% 8.4%
2018 7.0% 6.2% 33.2% 64.2% 47.0% 60.9% 44.7% 69.4% 12.4%
2017 7.1% 7.6% 29.4% 60.8% 44.5% 59.3% 48.2% 64.4% 10.8%
2016 6.0% 8.0% 29.5% 55.7% 42.2% 61.5% 48.3% 60.7% 9.6%
2016 6.0% 7.5% 27.7% 61.1% 43.6% 66.1% 47.4% 63.8% 8.6%

That’s a pitcher who’s largely earning a poor walk rate. One might think that Zone% is the a key statistics here, but it’s actually not; first-pitch strikes and swing percentages are far more relevant when predicting walk rate, with the r-squared for Zone% by itself only being 0.05. For the other two variables, it’s 0.41 and 0.29, respectively. Nola’s not throwing first-pitch strikes and batters are not swinging at his stuff at the usual rate. And when they do swing, especially at out-of-zone pitches, they’ve been far more likely to make contact than in the past. At a cursory glance, batters are taking a more patient approach with Nola, waiting him out, and largely getting the pitches they want.

This number tends to stabilize fairly quickly (52% of pitchers with at least 10 innings pitched are already within two percentage points of their actual walk rate), so it’s a statistic I tend to use when deciding whether to panic about a pitcher’s early walk rate. Since someone will no doubt ask, here are the top 10 departures from expected walk rate so far in 2019 (both good and bad).

Walk Rate vs. Modeled Walk Rate, 2019
Player Walk Rate Predicted Walk Rate Difference
Shelby Miller 18.6% 8.5% 10.1%
Blake Treinen 15.2% 6.9% 8.3%
Yu Darvish 18.1% 10.3% 7.8%
Martin Perez 15.7% 7.9% 7.8%
Chris Paddack 11.3% 3.6% 7.7%
Jeremy Hellickson 13.8% 6.2% 7.6%
Sean Newcomb 13.8% 6.9% 6.9%
Domingo German 14.0% 7.2% 6.8%
Rick Porcello 17.7% 11.0% 6.7%
Liam Hendriks 16.3% 10.2% 6.1%
Sonny Gray 7.9% 16.9% -9.0%
Trent Thornton 8.9% 16.1% -7.2%
Patrick Corbin 5.3% 11.7% -6.4%
Dereck Rodriguez 4.4% 10.7% -6.3%
J.B. Wendelken 4.1% 10.4% -6.3%
Tyler Skaggs 3.2% 9.1% -5.9%
Adam Warren 7.3% 13.1% -5.8%
Josh Hader 5.6% 11.1% -5.5%
Zach Eflin 1.5% 6.8% -5.3%
Robert Gsellman 4.2% 9.1% -4.9%

A simple look at Statcast also suggests that Nola’s getting hit a lot harder than in the past. His average exit velocity has jumped from 85.9 mph to 90.0 mph and his barrel-percentage has doubled. The algorithms of Willman, Petriello & Friends predict that a player with Nola’s profile ought to be allowing a .490 slugging percentage; hitters are actually slugging .533 against Nola. So while one can say he’s getting hit a little harder than expected, you still don’t want any of your starting pitchers to be that crushable. In 2018, only a single qualifying pitcher allowed a slugging percentage worse than .490: Dylan Bundy at .523, with a shocking difference between him and Jakob Junis in second place at .455.

So why is it happening? That’s a tricky question, in that there’s no giant red flag, no significant dip in velocity or worsened movement on his pitches. You can see a lot of what’s going on with that first-pitch strike percentage, which shows a troubling difference from 2018. Last year, batters swung at 29% of Nola’s first pitches, whiffing on 28% of those swings. This year, those numbers are 18% and 19%. Nola’s started off 32 plate appearances this year throwing a curveball and he’s gotten a swing-and-miss on…zero. It’s a similar story with his fastball. 27% of his first-pitch fastballs resulted in a 1-0 count last year. This year, that number is 55%.

From this graphic, Nola’s thrown 60 pitches outside the strike zone on 0-0. Batters have swung at only three of them.

At least in the early going, batters seem to simply be taking a more passive approach to Nola after his breakout 2018 season, and he hasn’t adjusted. And he’s getting away from some of the things that he did successfully in 2018, such as daring to throw curves to lefties when behind in the count (he’s dropped from 39% to 20%). Batters are more patient and Nola’s been more predictable.

With the division expected to remain a tight race, every loss is of enormous consequence. ZiPS estimates that Nola’s four starts, when you combine what he’s already done and the decline in his projection, will eventually cost the Phillies 1.2 wins from their preseason forecast. To get an idea what this costs the Phillies in terms of their October fate, I set ZiPS to project the Phillies with Nola performing as predicted before the season (3.9 WAR prorated over the remaining games) and how Nola is predicted to perform now (3.4 WAR), along with a few worse projections, based on how long it takes Nola to get back to where he should be.

Phillies Playoff Probabilities by Aaron Nola Performance
Nola Rest-of-Season WAR Phillies Division % Phillies Playoff %
3.9 25.2% 58.1%
3.4 23.1% 55.0%
3.0 21.5% 52.7%
2.0 17.8% 46.7%
1.0 14.5% 40.7%
0.0 11.5% 34.8%

The Phillies are surviving so far without Nola in top form, but the longer it lasts, the more damaging it becomes to the team’s playoff hopes. It’s not time for Philadelphia to panic about their star pitcher, but with it unlikely that there’s a pitcher equally as good available for trade, it’s time to mix in some serious concern with the cheesesteaks.

(Please note that I don’t mean ketchup. Please don’t do that ever.)


Hot Starts to Believe In

T.S. Eliot once mused that April is the cruelest month, but for me, it’s the most curmudgeonly one. While baseball returning is always a good thing, a good portion of my April job is to (partially) crush the hopes and dreams of fans excited about hot starts from their favorite players. While stats don’t literally lie, April numbers, thanks to our old friend and scapegoat small sample size, only tell a little bit of the story of 2019. But as cautious as I try to be about jumping to conclusions in baseball’s first month, at least some of those torrid beginnings will contain more than the customary grain of truth. So let’s go out on that proverbial limb and try to guess which scorching Aprils represent something real.

Yoan Moncada

I’ve been burned before touching this hot stove, but there’s something so compelling about Moncada’s early-season performances as to once again disarm the skeptic in me. In 2018’s version of this piece, Moncada’s high exit velocity and his .267/.353/.524 April line had me believing that he had finally turned the corner, the one long-expected from a young, talented player with impressive physical tools.

As the narrator meme goes, he had not turned that corner. Moncada spent the next two months with an OPS that didn’t touch .600, and his final 2018 line represented no real improvement over his 2017.

Moncada is hitting the ball just as hard as he did last year, with his average exit velocity ranking sixth in baseball. But this time around, his performance is also coming with some significant progress in his contact statistics. Moncada’s profile has always been a bit weird in that he doesn’t seem to have a serious problem chasing bad pitches, certainly not as you would expect from a player who just led the league in strikeouts with the fourth-highest total in baseball history. But Moncada was in the top 20 in not swinging at pitches outside the zone.

In 2019, he’s been more aggressive, swinging at more bad and good pitches, but there hasn’t been a corresponding contact tradeoff, and he’s in fact making more contact overall, especially against good pitches. Given that one of the purposes of plate discipline is for hitters to actually hit the good pitch they eke out of the dude on the mound, I once again return to the ranks of the believers. Read the rest of this entry »


Dan Szymborski FanGraphs Chat – 4/15/19

12:00
Avatar Dan Szymborski: I WANT MY ELEPHANT

12:00
Avatar Dan Szymborski: Begin communiqué.

12:02
Andy: Is it unfair that some teams can use like an 8 man rotation, and just send some of the players to triple A and not use up roster spots?

12:02
Avatar Dan Szymborski: Next year, minimum option times are going to be 20 days.

12:02
Avatar Dan Szymborski: err 15 days

12:02
Avatar Dan Szymborski: 2020

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