Archive for Daily Graphings

Welcome Back Again, Alex Wood

14 months ago, Jeff wrote a post titled “Welcome Back, Alex Wood“. In the piece, Jeff noted that Wood’s arm slot had been dropping each year, corresponding with decreases in effectiveness since he debuted with the Braves and established himself as one of the game’s best young starters. But during Spring Training of 2016, Wood got his arm slot back up to where it was earlier in his career, and his velocity also was higher than it had been in 2015, when the Braves decided he was about to break down and traded him for Hector Olivera.

With better velocity and a return to his previous release point, Jeff suggested that the Dodgers might get the good version of Alex Wood again, and to some extent, that turned out to be right. His strikeout rate jumped from 17% to 26% while also posting the highest GB% (53%) of his career, so while his 3.73 ERA wasn’t amazing, his FIP and xFIP were both back to his Atlanta levels. But Wood also battled elbow problems that put him on the shelf at the end of May, and when he returned at the end of the year, the team used him as a low-leverage reliever. He showed flashes of promise in his 10 early-season starts, but 2016 wasn’t exactly the hoped-for justification of why the team targeted Wood at the 2015 trade deadline when better pitchers — specifically Cole Hamels — were available.

2017 looked like more it might continue that trend, as Hyun-Jin Ryu‘s return to health pushed Wood back to the bullpen to start the year. And even when he was pressed into starting duty a week into the season due to Rich Hill’s blister problem, the results weren’t that encouraging, as he walked five of the 19 batters he faced and couldn’t make it out of the fourth inning. But despite the wildness, there as one big reason for optimism that came out of that start; Wood showed that his spring training velocity bump wasn’t just preparation for a relief role, but that his fastball might really be back to 2013 levels.

While he sat 94-95 in relief in his first appearance of the year, that could have easily been written off as a normal velo bump that starters get when they move to relief work. But when pressed into a starting role, he still managed to sit 93-94, which is what Wood was throwing back when he was a dominating rookie in Atlanta. The command wasn’t there, but stuff wise, this was as good as Wood had looked in years. And after Hill and Ryu’s DL stints gave Wood the chance to rejoin the rotation for more than just a spot start, Wood has finally looked like the guy the Dodgers hoped they were trading for.

Since April 21st, Wood has made four starts, throwing 20 2/3 innings in the process. And while he hasn’t been asked to pitch deep into those games, he’s dominated opposing hitters over that span.

Alex Wood, Since April 21st
BB% K% GB% BABIP LOB% ERA FIP xFIP
5% 36% 64% 0.327 61% 3.48 1.31 1.48

Wood has struck out 30 of the 84 batters since rejoining the rotation, including 11 strikeouts in his start against Pittsburgh last night. He’s walked just one batter in each of those four starts (one of them intentionally), so his 30/4 K/BB ratio shows how well he’s owned the strike zone. But his dominance goes beyond even that level, as 32 of the 50 batters to put the ball in play against him during that span have hit the ball on the ground. You almost never see a pitcher combine a better than 30% strikeout rate with a 60% ground ball rate, but during these last four starts, Wood’s at a 36% strikeout rate and a 64% groundball rate.

That is Dallas Keuchel‘s groundball ways combined with Chris Sale’s control of the strike zone. Those are good things to have, and insanely good things to have simultaneously. And it’s not like the groundballs Wood is giving up have been rockets; he’s allowed just an average exit velocity of 86 mph during these last four starts, and his .216 expected wOBA based on Statcast data is actually lower than the already-absurd .233 wOBA he’s allowed during this stretch.

Of course, this is all super small sample data. We’re talking about four starts, and only 84 batters faced in those four starts. But it’s worth noting that Wood has never really had a four start stretch this good in his big league career. The closest he came was back at the end of 2014, when he ran a 34/5 K/BB ratio across 28 innings while getting grounders on 54% of his batted balls. Even in the best year of his career, when he ran a 2.78 ERA/3.25 FIP/3.19 xFIP, he didn’t quite dominate over four starts like he has since rejoining the Dodgers’ rotation.

The key for Wood this year really does seem to be the effectiveness of his fastball. For reference, here’s the amount of contact on fastballs in the strike zone against Wood, by year.

Z-Contact% on Fastball
Year Z-Contact%
2013 86%
2014 88%
2015 91%
2016 95%
2017 85%

In the first couple of years, when Wood was really good in Atlanta, his sinker not only got grounders, but it missed enough bats in the zone to help him get ahead in counts as well, and then he could get hitters to chase his curve and change-up out of the zone. Over his first four years, the pitch became more and more hittable, and Wood lost the ability to miss bats, relying on walk-avoidance and grounders to keep him afloat.

This year, though, the fastball is missing bats again, like it was earlier in his career, and that’s putting him in more advantageous counts, which leads to chases on breaking balls out of the zone. Last year, opposing batters swung at just 33% of his curveballs out of the zone, but this year, that’s up to 46%. Wood’s ability to get early strikes with his fastball has put him in a position to bury his off-speed stuff in the ground and still get hitters to chase.

And so, for the first time in a Dodger uniform, Alex Wood looks like the guy Atlanta had at the beginning of his career. He’s mixing a mid-90s fastball with a mid-80s curve and a high-80s change-up, and getting both whiffs and groundballs with all three pitches. He’s never been a guy who has pounded the strike zone, but by getting ahead in counts and getting chases out of the zone, Wood can keep his walks down and his strikeouts up. And even when he’s giving up contact, it’s been of the weak groundball variety.

For right now, the Dodgers are effectively manufacturing injuries in order to keep Wood in the rotation, pushing back a decision to ship someone else to the bullpen in order to keep Wood starting every five days. But with the way he’s throwing right now, Wood might be the team’s second or third best starter (depending on Rich Hill’s ability to stay on the mound), and it’s hard to see him getting bumped back to the bullpen again any time soon. This version of Alex Wood is a high-quality starting pitcher, and the one the Dodgers have been waiting for since they acquired him.


Eric Longenhagen Prospects Chat 5/9

12:02
Eric A Longenhagen: Morning from an anomalously cool Tempe.

12:02
Eric A Longenhagen: Today’s chat will be held tight to an hour as I’ve got some games to hit today.

12:02
Eric A Longenhagen: Begin!

12:03
Jack: Is Jake Gatewood’s power here to stay now? 2015-16 were rough but seems to have tapped into that frame so far this season

12:03
Eric A Longenhagen: The power hes always been there and totally undermined by swing and miss issues.

12:04
Eric A Longenhagen: He’s strijing out a lot this year, walk rate has gone from 3% to 14% which is too big of an uptick to be entirely real.

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Robot Umps and Velocity Incentives

Had a few calls gone differently in the ninth inning Sunday night, everyone could have gone to bed earlier. The poor beat scribes could have returned home, or to their Marriott Courtyards or SpringHill Suites, at a reasonable hour. I wouldn’t have fallen asleep on my couch. And the Cubs would have scored victory of sorts as they would have arrived to their charter flight earlier. The Cubs traveled to Denver after the game. The first night in adjusting to altitude in Denver after an 18-inning affair in Chicago is the kind of game some believe you can pencil in for a loss.

If Austin Romine could have had a better night receiving in the ninth inning, everyone could have enjoyed an earlier night. Romine is a league-average framer. Of course, it’s not easy to catch Aroldis Chapman.

Others have studied velocity and the affects it has on framing, including FanGraphs’ Jeff Sullivan way, way back in in 2013 when framing was still a relatively new development. Sullivan devised his own home-made recipe to quantify the effect:

For starters, the correlation between average fastball velocity and Diff/1000 is -0.26. For relievers, the correlation between average fastball velocity and Diff/1000 is -0.34. These aren’t real strong, but they are meaningful, and they don’t account for catcher identity. What the numbers show is that, the harder a guy throws, the less favorable a strike zone he gets.

For the first time, this season, we, the people, have the ability to search a more detailed strike zone at BaseballSavant.com. Instead of 13 zone to study, there are 29. I was curious to look at that new gray area on the edge of the zone you can search at Savant, zones No. 11-19 on the detailed search. I wanted to study borderline calls there by velocity. What I found:

Fastballs 92 mph or less: 2,805 called strikes, 2,602 balls (51.8% called strikes)
Fastballs between 93-96 mph: 2,474 called strikes, 2,627 balls (48.5% called strikes)
Fastballs 97 mph or greater: 251 called strikes, 363 balls (40.8% called strikes)

So a league average fastball, this season, has been called a strike 11% more often than a high-velocity fastball on the edge of the zone. That’s interesting.

Chapman threw eight fastballs in the border region Sunday night, five were called for balls. While many hitters probably feel Chapman has plenty advantages as is he could benefit from another one: a robot ump.

The balls:

The strikes:

This is not one of the pitches studied, but consider the amount of momentum created by this pitch to have Romine nearly skid into the home team’s on-deck circle.

This is also not one of the pitches in question, but it is glaring evidence to demonstrate it is not easy to simply to catch a 100 mph fastball if it is off target.

Catching Chapman ain’t easy.

The bottom of the ninth inning began Sunday night, with Chapman walking Addison Russell without controversy. Chapman missed badly with location.

Jon Jay followed by singling on a 2-2 pitch, but consider the 1-2 offering:

The 1-2 pitch was a ball, just missing the corner. But consider the movement of Romine, moving not just his glove but his upper body moving to his left, perhaps needing to get his body behind the ball to limit his glove being demonstratively moved out of the zone.

After a Wilson Contreras strikeout, Chapman began Albert Almora with this pitch, which was unjustly deemed a ball. We know the difference between a 2-1 and 1-2 count is nearly 200 points in batting average. So that missed call represents a significant swing in probability. Again, the 99 mph pitch caused some recoil to Romine’s glove.

Almora singled in Russell to cut the Yankees’ lead to 4-2. Javier Baez followed with a single to score Jay and make it a 4-3 score with one out. Chapman struck out Kyle Schwarber for the second out and then faced the reigning NL MVP with. The one-strike, one-ball offering to Bryant:

If Chapman gets that pitch perhaps he more aggressive attacks Bryant, gets the third out, and the Yankees win. Instead, Bryant is ultimately intentionally walked to load the bases and Chapman hits Rizzo to tie the score at 4. Nine innings later, the game ended.

Chapman did not get many benefits of the doubt in the ninth inning, rare velocity doesn’t help a pitcher in every regard. Sure, you’d rather have elite velocity than not have it. But sometimes it can hurt an arm.

Sunday was a glaring reminder that velocity must be taken into account when evaluating a catcher’s framing, along with playing on the road and trying to close out a game in the ninth inning in a hostile environment. Umpire ball-strike bias explains much of home-field advantage. Sunday night was also a reminder that as great as Chapman’s stuff is, sometimes it can work against him.

It is Chapman, and the other high-velocity arms in the game, that would benefit most from an automated zone. An automated zone, would make some of the most dominant arms even better.


Grading The Pitches: 2016 NL Starters’ Four-Seamers

Previously
Changeup: AL Starters / NL Starters.
Curveball: AL Starters / NL Starters.
Cutters and Splitters: MLB Starters.
Four-Seamers: AL Starters.

We’re over halfway through this analysis of 2016 ERA’ qualifiers individual pitches, based on their relative bat-missing and contact management performance. Once complete, those 2017 sample sizes will be nice and plump, and the focus will turn to this season. Today, NL four-seam fastballs are on the docket.

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Jameson Taillon has Surgery for Suspected Cancer

We ought to consider Jameson Taillon the person before we consider Jameson Taillon the pitcher.

On Sunday, the Pirates sent burgeoning top-of-the-rotation arm to the 10-day disabled list for groin discomfort. A day later, the club announced that Taillon had undergone surgery for suspected testicular cancer.

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Behold the Twins’ Defensive Turnaround

It’s not just the White Sox who have been an early AL Central surprise. There are also the Twins, who, at 15-14, stand just a game and a half behind the Indians. Now, the Twins are not as good as the Indians. For all I know, the Twins might not be as good as the White Sox. You don’t want to overreact too much to a season’s first five weeks. But you might at least want to understand how the Twins have gotten here. One part of the answer: a much-improved defensive unit.

Last season, by Defensive Runs Saved, the Twins ranked 28th in baseball. By Ultimate Zone Rating, they again ranked 28th, giving them an average rank of…28. This season, by DRS, the Twins rank third in baseball. By UZR, they rank fifth, giving them an average rank of 4. That’s an average rank improvement of 24 places.

Here is how every team has moved so far, according to the same method.

There are, obviously, other teams who have played better defense. And there are other teams who have played worse defense. Here’s just another area where the Blue Jays underwhelm. But no one’s moved quite like the Twins have. This is just an InstaGraphs post, so I’m not going to dig in too deep; the Twins have gotten better at catcher, shortstop, and in the outfield, in particular. By pitching WAR last year, the Twins ranked 28th. This year they rank 27th. By hard-hit rate last year, Twins pitchers ranked second-worst. This year they rank second-worst. And yet by BABIP allowed, last year, the Twins ranked second-worst. This year they rank 10th-best. It’s nothing amazing, but the Twins have been able to prevent some hits. That’s something they struggled to do a season ago. The Twins haven’t ridden some complete fluke to an above-.500 record.

Incidentally, I know this isn’t about the Cubs, but as you’ll recall, last year the Cubs set a team BABIP record. This year their BABIP allowed is tied for 14th. Okay! I don’t have anything for that quite yet.

The Minnesota Twins have a defense. The Minnesota Twins have an offense. We’ll see about the pitching staff. We’ll see about Jose Berrios. You can squint and see something interesting in development here.


Hello! Now You Love Wandy Peralta

There is a pitcher named Wandy Peralta. You’re familiar with the name Wandy, and you’re familiar with the name Peralta, but chances are you aren’t familiar with a name that combines the two. That’s okay. Most of you aren’t Reds fans. This guy pitches for the Reds, and, just to jump ahead to the point — one thing that’s sexy that pitchers do is miss bats. Another thing that’s sexy that pitchers do is work fast. The two generally don’t go hand in hand. There’s a variety of reasons for that. Anyway, this year, 342 pitchers have thrown at least 10 innings. Here are all of them.

On the x-axis: pace

On the y-axis: swinging-strike rate

Highlighted in red: Peralta

Out of those 342 pitchers, Peralta ranks first in pace. And, out of those 342 pitchers, Peralta ranks first in whiff rate. I’m not going to claim that this will continue. I don’t know what Peralta’s going to do from this point forward. But, last year, in a brief cup of coffee, he also worked fast. That just seems to be a part of his game. And the whiffs? Well, Peralta’s gotten better. This is a guy who keeps his fastball in the mid-90s. His preferred secondary pitch had long been a changeup. Now he has a changeup *and* a slider, and a fastball he still throws. Peralta is a reliever who consistently throws three pitches. Think he’s gotten better about locating? Here’s where his pitches have gone.

Peralta wasn’t good in his debut. Missed a lot to his arm side. So far he’s been able to mostly live down. You’d be hard-pressed to find two more different heat maps, and now it’s time for more visuals! Here’s Wandy Peralta throwing a dynamite changeup.

Here’s Wandy Peralta throwing a hilarious slider.

Peralta has thrown 56 sliders. Out of 234 pitchers who have thrown at least 25 sliders, Peralta ranks seventh in swinging-strike rate. Peralta has also thrown 37 changeups. Out of 176 pitchers who have thrown at least 25 changeups, Peralta ranks first in swinging-strike rate. When Peralta’s thrown a slider, it’s gotten a whiff nearly a third of the time. When Peralta’s thrown a changeup, it’s gotten a whiff nearly half of the time. Mid-90s fastball. These pitches. A faster pace than any other pitcher.

When one thinks about the Reds pitching staff, so much focus ends up on Raisel Iglesias and Michael Lorenzen. They deserve it! So does Peralta. I loved him before this little InstaGraphs post. You probably love him now, after.


The Many Versions of Brandon McCarthy

We created computers in our own image, as hard as it is to believe. The hardware that looks so different from us, in this analogy, is our skin, sinew, and skeleton. The software here are the mental processes that control that hardware. Both are equally important, but the software here is the most interesting, maybe. While we can train to get the most of the hardware that is our bodies, and surgery can repair it, it’s our approach, the software, that we can revise on the run.

Here’s another way of putting it. While relievers and starters both lose velocity at similar rates, it’s starters that age more gracefully. That’s because their software is more complex, and they have more ways to alter it. Now let’s take this to Brandon McCarthy, who has graded out as an above-average major league starter so far (2.4 wins per 180 innings pitched). We can identify at least four different versions of McCarthy’s software. Each revision has taught him more, and has given him more weapons.

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An Appreciation of Francisco Rodriguez

Francisco Rodriguez is perhaps getting closer to riding off into the sunset, at least as the analogy applies to ninth-inning and/or high-leverage responsibilities.

The man dubbed K-Rod has, quite frankly, has been awful this season. He’s blown four saves already, and back-to-back opportunities in back-to-back days in Oakland over the weekend. On Sunday afternoon Ryon Healy
did this …

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The Yankees Have Been the Best Team in Baseball

It’s not supposed to be the Yankees’ time — not yet. I think we’ve all sensed a coming resurgence, given their resources, and given their farm system. We knew the Yankees would bounce back eventually, and it’s considered a foregone conclusion they’re going to grab at least one of the big-name future free agents. But this year — this was supposed to be an average year. Maybe a wild-card year, one of those years where, if everything went right, the Yankees could scrape to 85 or 90 wins. The division was going to belong to the Red Sox. How could that division not belong to the Red Sox?

Still might. Red Sox are good. But everyone’s aware of the Yankees, now. They opened the season 1-4, losing consecutive series to the Rays and Orioles. Yet they just pulled off a road weekend sweep in Wrigley Field. If you sort the regular standings, the Yankees have baseball’s best winning percentage. If you sort the nerd-friendly standings, the Yankees have baseball’s best BaseRuns winning percentage. By outcome and by process, the Yankees have been better than anyone, and what might be truly frightening is just how much has gone wrong.

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