Archive for Astros

ALCS Notebook: Cashman on Yankee Analytics, Luhnow on Hiring Hinch

Unlike their ALCS opponents, the New York Yankees aren’t widely known for being at the forefront of analytics. According to their longtime general manager, they should be. When I asked Brian Cashman about the team’s not-as-geeky-as-the-Astros reputation, his response was, “I would put our analytics in the top five in all sports.”

Regardless of where they rank, any suggestion that Cashman’s club isn’t cutting edge would qualify as folly. Under the direction of assistant general manager Mike Fishman — his previous title was director of quantitative analytics — their reliance on data has grown exponentially over the last decade.

“It started as a department of one — Mike was the director and the staff — and now it’s a major part of our operation,” said Cashman. “And it should be. This is the New York Yankees, and we want to use every tool in the toolbox. One of those important tools is analytics.”

Joe Girardi doesn’t disagree. As a a matter of fact, the Yankees skipper seemed almost taken aback when I asked the following question at Tuesday’s pre-game press conference:

The Astros are known as a team that incorporates analytics in their decision-making process pretty heavily. Your team isn’t really seen that way. Should you be?

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Charlie Morton Is the Unluckiest of the Playoffs

When Charlie Morton was a Pirate and this author a beat reporter covering Pittsburgh’s ball club, I became familiar with Morton through a number of conversations.

He was one of the first players I encountered who discussed having employed PITCHf/x data to better understand his performance, to move away from the box score as a means of evaluation. He would have phone calls with his father during which they discussed the velocity and movement from his appearances as recorded by pitch-tracking technology. Morton struggled mightily at times early in his career with Pittsburgh and Atlanta before that, but not all of it was his fault. He was one of the first pitchers with whom I spoke who wanted to better understand how to separate his own performance from those other variables that lead to run-prevention and -allowance. He wanted to know how he could better control what he could control. Data helped keep Morton sane.

This is pertinent today, because we might not see a better performance lead to a poorer pitching line this postseason than the performance and line produced by Morton on Monday night.

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A.J. Hinch Is Right About Lance McCullers

The Astros announced last night that Lance McCullers will take the ball in today’s Game 4 of the ALCS. When asked why he chose McCullers over Brad Peacock, A.J. Hinch responded with a simple answer: “He’s really good.”

McCullers certainly has been really good at times, and he was one of the AL’s best pitchers in the first half of the season, running a 3.05 ERA/2.74 FIP/2.74 xFIP before the All-Star break. But back problems put him on the DL a few times in the second half, and when he did pitch, he wasn’t particularly effective, running an 8.23 ERA/4.29 FIP/4.58 xFIP. At the end of July, I noted that the Astros had a Lance McCullers problem, and they never really got it fixed.

If the Astros were convinced that McCullers was healthy and back to his first-half form, they would have started him in the ALDS. Instead, they went with Peacock as their 4th starter in that series, and used McCullers in relief when that didn’t go well. So why are they showing confidence today in a guy who hasn’t gotten hitters out regularly in several months?

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We Need to Talk About Todd Frazier’s Home Run

I have a handful of rules I try to abide as an everyday writer. For example, I try not to pick favorites. My job isn’t to have any favorites. My job is to try to be as objective as possible. I also think it’s vitally important to not tell people how they ought to feel. This is sports. You’re in it for your own reasons. It’s not my business to dictate how you consume your chosen form of entertainment. You should get from baseball whatever you want to get. You should feel about baseball however you want to feel.

That being said, now I’m going to cross myself. I’m going to violate one of my own rules. Let’s focus on Todd Frazier’s early three-run homer in Monday’s Game 3. The internet response was fairly consistent: joke of a stadium, and/or the ball is juiced. The response was uniformly derisive. I get it, because I felt the same way! But I’ve come all the way around, and I’d like to encourage you to do the same, if you can. That wasn’t a home run to be mocked. That was a home run to be celebrated. For Todd Frazier, it was a good piece of hitting.

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We Need More Astros

My wife and I were driving from the west side of Cleveland to my parents’ place on the east side of the city over the weekend. During a lull in the in-car conversation, I elected to carry out a small-sample experiment.

Before I detail the finer points of that experiment, though, a bit of context. As you’re likely aware, there’s been much discussion about and handwringing over the increasing frequency of the Three True Outcomes in the game, over the decline of balls in play, and, by extension, the greater amounts of downtime between moments of action.

Consider this remarkable nugget from Dan Hirsch:

What we see here is an effect with a number of causes: fewer balls in play, greater stretches of time between pitches, and longer commercial breaks. It took John Lackey about five minutes to throw six pitches on Sunday night.

That’s a remarkable trend, and I think we all understand why the commissioner’s office has been concerned about the dwindling number of balls in play while also wanting to experiment with pitch clocks and pace rules.

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Justin Verlander’s Slider Was Fixed Before Houston

During the Astros’ walk-off win on Saturday, Justin Verlander threw a 124-pitch complete game, which I didn’t think was allowed. Verlander piled up 13 strikeouts, and, of those, nine came on sliders. Verlander threw 39 sliders in all, 30 of which went for strikes, in large part because the Yankees swung at the slider 27 times. Verlander’s always been known for his fastball, and, in Game 2, the heat was there from start to finish, but the slider appeared overwhelming, with the Yankees having absolutely no answer.

This part’s almost obligatory. Let’s watch a couple strikeout sliders, if only just for the memories.

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Sunday Notes: Corey Knebel is Still an Adrenaline Junkie

Corey Knebel has come a long way since I first talked to him four years ago. At the time, the hard-throwing right-hander was wrapping up an Arizona Fall League season, five months after the Detroit Tigers had drafted him 39th overall out of the University of Texas.

Knebel is now 25 years old and coming off a season where he logged 39 saves and a 1.78 ERA for the Milwaukee Brewers. In January 2015, the NL Central club acquired him from the Texas Rangers, who’d earlier procured his services from the perpetually-bullpen-deficient Tigers.

According to Knebel. while some things have changed since our 2013 conversation, overs haven’t. By and large, he’s the same guy on the mound.

“I guess I’ve kind of grown into this new role,” the 6’4″ 220-lb. fastball-curveball specialist told me in September. “Other than that, I’ve just tried to perfect two pitches. I like to focus on what I know I can do. My delivery is the exact same — I’m still herky-jerky — although I don’t go from the windup anymore; I’m just straight stretch.”

There has been a velocity jump. Knebel’s heater averaged 97.8 MPH this season, up a few ticks from previous seasons. He didn’t have an explanation for why that is, but he does know one thing — it’s not because of a weighted-ball program. Read the rest of this entry »


Astros-Red Sox ALDS Game 4 Notebook

This past Sunday’s Notes column led with Alex Bregman talking about how hitting the ball in the air became a priority once he’d signed with the Astros. That approach paid off in spades yesterday. With his team down a run, the 2015 draft pick took a Chris Sale pitch over Fenway Park’s Green Monster to tie the game in the eighth inning. Houston went on to win 5-4 and advance to the ALCS.

When I approached Bregman after the game, his first words were, “How was the launch angle on that?” (I hadn’t looked it up yet, but it was 32 degrees.) Asked if he liked whatever the launch angle was, he smiled and said that he loved it.

Needless to say, the youngster was in seventh heaven.

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The Eighth Pitch to Josh Reddick

In the wild and remote southeast corner of Oregon, tucked near to the eastern side of the Owyhee River, there’s a canyon that used to be known as Dugout Gulch. It was renamed Leslie Gulch in remembrance of Hiram E. Leslie, an area rancher who, in 1882, was struck by lightning. It wouldn’t be fair to say that getting struck by lightning was a habit of Leslie’s. He was no more likely to get struck than any other rancher in the region. Yet get struck by lightning, Leslie did. Well past a century later, it’s how we recall him today.

Josh Reddick has spent a career being unclutch. Greatly unclutch, incredibly unclutch, almost unfathomably unclutch. Ben Lindbergh wrote about it at the end of June. We have a win-expectancy-based Clutch metric on our leaderboards, and, since Reddick debuted, no hitter has a lower Clutch score. We actually have this stuff going back to 1974, and, since then, on a per-600-plate-appearance basis, Reddick currently stands as the least-clutch hitter out of everyone. He just edges out Ron Kittle and Richard Hidalgo. If you think that this is somehow misleading, it’s not. When Reddick has batted with the leverage low, he’s posted a 121 wRC+. When he’s batted with medium leverage, he’s posted a 99 wRC+. When he’s batted with the leverage high, his wRC+ has been 70. The history is all right there, inarguable. Josh Reddick has not exactly risen to the occasion.

This always seems to lead to the same conversation, about how clutch performance isn’t predictive. That’s true — it’s not. Or at least, it’s not easy to spot when it is. Possibly, or even probably, Reddick isn’t an unclutch hitter. But Hiram E. Leslie probably wasn’t lightning-prone. At some point, you’re just defined by what’s happened. It’s not easy for Reddick to erase his own record.

Yet days like Monday can help. Monday, in Boston, Reddick drove in the go-ahead run in the top of the eighth. The Astros went ahead by one, and the Astros finished ahead by one, having eliminated the Red Sox in four games. A number of different players all helped the cause, but in the eighth, with baseball’s most unhittable pitcher on the mound with two outs, the least-clutch hitter in decades knocked an RBI single the other way. The Astros found themselves on the verge of advance.

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In October, Trust Your Depth Guys Too

Leading 2-1 in the series, and 2-1 in game four, A.J. Hinch just summoned Justin Verlander from the bullpen to try and protect the lead and allow the Astros to finish the ALDS without having to go back to Houston for a winner-take-all finale. Given how good Chris Sale has looked for the Red Sox, and how dominant David Price was for Boston yesterday, it’s easy to see the appeal of putting your best arm on the mound and just riding him to victory.

But this decision just felt like an overreaction given the alternatives. Warming up next to Verlander was Will Harris. Will Harris isn’t a big name, but for the last few years, he’s been one of the best relievers in baseball.

wOBA Allowed by RP, 2015-2017
# Name IP AVG OBP SLG wOBA
1 Kenley Jansen 189.1 0.165 0.204 0.272 0.207
2 Andrew Miller 198.2 0.151 0.221 0.249 0.212
3 Craig Kimbrel 181.1 0.158 0.248 0.268 0.234
4 Aroldis Chapman 174.2 0.177 0.269 0.251 0.238
5 Chris Devenski 164.1 0.183 0.239 0.311 0.238
6 Zach Britton 170.0 0.207 0.269 0.267 0.239
7 Wade Davis 169.1 0.175 0.262 0.265 0.239
8 Roberto Osuna 207.2 0.196 0.242 0.327 0.244
9 Will Harris 180.1 0.198 0.251 0.309 0.246
10 Pedro Strop 175.2 0.177 0.273 0.288 0.249
Minimum 150 IP

Harris was his usual dominant self this year, allowing a .262 wOBA. He posted the lowest BB% and the highest K% of his career. He doesn’t have Verlander’s velocity, but his cutter/curveball combination has led to consistently dominant results.

But despite being warm, Hinch went with Verlander. I’m not going to pretend that Andrew Benintendi’s home run — hit just 90 mph, and a ball that Statcast gave just a 5% hit probability to — was the obvious outcome here, or that the decision was clearly a mistake because the outcome went badly.

But as much as it is refreshing to question whether managers are too aggressive in using their best pitchers this year, as opposed to watching Zach Britton sit in the bullpen as his team’s season ended a year ago, it feels like this was an example of the tide turning too far in the other direction. It’s great to have a guy like Verlander that you really believe in, but you can’t win a World Series with just a few pitchers. You have to trust your depth guys too.

If we’ve gotten to the point where we’re choosing to put a starter who has never pitched in relief in before a guy like Harris, a legitimately elite reliever, then I think the pendulum has swung too far the other direction. Especially when the Astros didn’t have to win Game 4. The worst case scenario for them in this game was that they head home with a fresh Verlander to take the mound, and Dallas Keuchel to bridge the gap between him and Ken Giles.

Now, they’re down 3-2 in this game, and might still head back to Houston for Game 5, only Keuchel will likely be the starter, and Verlander might be the guy pitching a few innings of relief instead. The Astros may have just unnecessarily reduced their worst-case outcome in Game 4 to an even worse position, because they didn’t trust a really good reliever.