Archive for Nationals

It Doesn’t Get Much More Exciting Than Trea Turner

I read new baseball stories every day, and I forget most of them the instant I’m finished reading them, but I remember many of the players and anecdotes that taught me something I hadn’t thought about before. One of the stories that’s stuck with me is the tale of Carlos Gomez’s transformation. Gomez has always been fast, and because Gomez has always been fast, he was instructed earlier in his career to try to put the ball on the ground. Gomez, eventually, figured out he’d be better by tapping into his power, instead of trying to be a speed-only player. Fast players commonly end up being trapped. They run well, so that just ends up the focus.

You’re not going to find Trea Turner in a trap. An excerpt from an enjoyable article by Jorge Castillo:

[College coach Elliott] Avent isn’t the only confidant to relay this kind of advice to Turner. If not bunt, at least focus on putting the ball on the ground, the consultants advise. If the Washington Nationals’ rookie sensation can do that, he can leg out a few extra hits, the theory goes. And the more he’s on base, the more he can terrorize defenses with his speed. Turner listens and scoffs.

“People tell me that,” he said. “And I’m like, ‘Shut up.’?”

Read the rest of this entry »


Max Scherzer, Chasing History

For a good while this season, it looked like Clayton Kershaw was going to win the Cy Young Award this season for the fourth time in six seasons. It’s possible he still might: with a sub-2.00 ERA and FIP — and a WAR that still leads major-league pitchers — he has a strong case. But given his relative lack of inning (just 121 currently), he faces a steep uphill climb against those who will have spent far more time on the mound this season.

Jose Fernandez and Noah Syndergaard are likely to be mentioned for the most prestigious year-end pitching award. Kyle Hendricks is making a run at it, too. That said, no pitcher has been on the mound more this season than Max Scherzer. Only Fernandez is within 30 of Max Scherzer’s 238 strikeouts, and after a slow start this season, Scherzer is making a run at joining Roger Clemens, Roy Halladay, Randy Johnson, Pedro Martinez, and Gaylord Perry in winning the Cy Young both in the American and National League.

Read the rest of this entry »


Job Posting: Washington Nationals Baseball Research & Development Analyst

Position: Washington Nationals Baseball Research & Development Analyst

Location: Washington DC

Description:
The Washington Nationals are seeking a data analyst to join the organization’s Baseball Research and Development team. This role will focus on using data science to support Baseball Operations in player evaluation, roster construction and in-game tactics. This includes using machine learning techniques and predictive modeling to draw insights from our in-house baseball datasets. The analyst will work closely with the existing R&D team, including other analysts and developers, to design and build decision-support systems and tools for use throughout the organization.

Responsibilities:

  • Statistical modeling of baseball data.
  • Build automated solutions to import, clean, and prepare baseball datasets for downstream analyses.
  • Create informative visualizations of our baseball datasets.
  • Assist in the maintenance of our data warehouse.
  • Build information systems to support Baseball Operation’s efforts to improve player health and performance.
  • Review of public research in both baseball and data science.

Read the rest of this entry »


Oakland Acquires Improbable, Inevitable Future MVP in Trade

In January of this year, the author of this post, following some statistical perambulations, arrived at the conclusion that Max Schrock, a 13th-round selection out of the University of South Carolina during the most recent (2015) draft, would someday win an MVP award. The basis for that conclusion: no SEC batter in 2015 had produced numbers more similar to Josh Donaldson’s — during Donaldson’s own final year as a collegiate player (also in the SEC) — than Schrock. And Donaldson himself had just collected an MVP award in the American League. So, by a very liberal application of the transitive property, I concluded that Schrock would as well.

There were, of course, a number of reasons to suppose that Max Schrock would not win an MVP award in the major leagues. There remain a number of reasons. Chief among them is probably this: the best player of the current era — and possibly any one’s era ever — has received only one MVP award during his first four seasons in the majors and faces a non-negligible chance of extending that record to one in five years. If Mike Trout is capable of just a 20% conversion rate on MVP awards, everyone else’s chances are dramatically lower.

Moreover, there’s the matter of Schrock himself. Because, here’s a type of prospect who rarely develops into a perennial MVP candidate: a 5-foot-8 hitter. And here’s another kind: an infielder who’s incapable of playing a competent shortstop. And here’s a third sort: a player who’s selected in the 13th round. How many 5-foot-8, 13th-round second basemen have been recognized as their respective league’s best? I lack the requisite ambition to perform the search. But none seems like a reasonable answer. Let’s assume none or somewhere close to none. Indeed, even Josh Donaldson, whose ascent to stardom is regarded as improbable, is a former first-round selection. And features physical attributes that suggest the ability to hit for power. And offered, as a young player, the possibility of defensive value as a catcher. (And continues to offer it as a markedly above-average third baseman.) Schrock possesses none of these redeeming qualities.

Read the rest of this entry »


Projecting Max Schrock, the Return for Marc Rzepczynski

A 13th-round pick last year, infielder Max Schrock — received by Oakland today from Washington in exchange for left-handed reliever Marc Rzepczynski — has made something of a name for himself by putting up strong offensive numbers in the lower levels. He’s hitting .333 between two levels of A-ball this season, largely due to an 8% strikeout rate. That’s encouraging coming from a middle infielder with speed and decent power. As a result, he’s become a regular on Carson Cistulli’s Fringe Five column.

Despite his strong performance, KATOH isn’t a huge fan of Schrock. My system pegs him for 2.9 WAR over his first six seasons by the traditional method and 2.8 WAR by the method that integrates Baseball America’s rankings. That puts him in the #150-#200 range in terms of prospects. To help you visualize what his KATOH projection entails, here is a probability density function showing KATOH+’s projected distribution of outcomes for Schrock’s first six seasons in the major leagues.

Schrock

While Schrock’s hitting has been very good, KATOH dings him for being just 5-foot-8, and also for playing second base rather than shortstop. Second baseman with good numbers in the low minors don’t pan out all that often. There are some obvious exceptions to that statement, but it’s worth pointing out that those exceptions all provide defensive value, while Schrock has been eight runs below average at second base, according to Clay Davenport’s numbers.

To put some faces to Schrock’s statistical profile, let’s generate some statistical comps for the undersized second baseman. I calculated a weighted Mahalanobis distance between Schrock’s performance this year and every A-ball season since 1991 in which a batter recorded at least 400 plate appearances. In the table below, you’ll find the 10 most similar seasons, ranked from most to least similar. The WAR totals refer to each player’s first six seasons in the major leagues. A lower “Mah Dist” reading indicates a closer comp.

Please note that the Mahalanobis analysis is separate from KATOH. KATOH relies on macro-level trends, rather than comps. The fates of a few statistically similar players shouldn’t be used to draw sweeping conclusions about a prospect’s future. For this reason, I recommend using a player’s KATOH forecast to assess his future potential. The comps give us some interesting names that sometimes feel spot-on, but they’re mostly just there for fun.

Max Schrock’s Mahalanobis Comps
Rank Name Mah Dist KATOH+ Proj. WAR Actual WAR
1 Chad Akers 2.51 2.8 0.0
2 Jesus Mendoza 2.65 1.4 0.0
3 Lonnie Webb 2.91 2.1 0.0
4 Miguel Flores 2.94 3.3 0.0
5 Scott Hairston 3.20 2.5 5.2
6 Ralph Milliard 3.40 1.4 0.2
7 Kary Bridges 3.45 1.9 0.0
8 Delwyn Young 3.46 1.6 0.5
9 Marty Malloy 3.58 1.8 0.0
10 Alberto Callaspo 3.64 2.7 7.3

As Dave Cameron pointed out, Rzepczynski is a mediocre left-handed reliever, and a month of his services probably could have been had for next-to-nothing. Schrock probably won’t win any MVP awards, but there’s a pretty decent chance he’ll be a useful role player in a couple of years. That’s demonstrably more than next-to-nothing.


Nationals Play Scrabble, Probably Lose

One of the recurring themes over the last year has been the high price the market is putting on relief pitchers. Ken Giles and Craig Kimbrel brought back monster returns in trades last winter, while even decent middle relievers were getting two or three year deals as free agents. At last month’s trade deadline, Aroldis Chapman got the Yankees a terrific haul. It’s clearly a good time to be selling relief pitching.

And today, it looks like those rising prices have trickled down to mediocre lefty specialists, as the Nationals gave up a legitimately interesting prospect for a five week rental of Mark Rzepczynski. The guy nicknamed Scrabble is a useful situational reliever, having held lefties to a .270 wOBA in his career — don’t put any stock on his 2016 reverse split, which is all BABIP driven — but he’s useless against righties (.351 career wOBA allowed) so he’s effectively a one out guy.

Of course, the Nationals already have exactly this kind of pitcher in Oliver Perez, who they signed for $7 million over two years last winter. Perez hasn’t been as good as they hoped this year, and has been particularly bad lately, getting torched for a .473 wOBA in August. But he’s still held lefties to a .316 wOBA this year after keeping them to just a .230 wOBA last year, and is at .306 for his career; you’d have to really overreact to five bad innings in August to think that the Nationals needed to give up real value to improve their lefty specialist for the playoffs.

For the right to marginally upgrade their LOOGY, a guy who might face four or five batters in an entire playoff series, the Nationals surrendered a 21 year old currently running a 131 wRC+ in high-A ball. Max Schrock isn’t an elite prospect or anything, but he’s been a fixture on Carson’s Fringe Five all year, based on his strong contact rates and at least a little bit of power. As a diminutive second baseman, it’s easy to look at Schrock as a limited upside guy, but with Jose Altuve on the verge of getting AL MVP votes, we should remember that the idea of firm upside ceilings are much less concrete than is often thought.

Schrock’s more likely future is as a bench bat, but even if he’s just Alberto Callaspo 2.0, giving that up for a marginal gain in lefty specialists seems weird.

So why did the Nationals do this? Well, the deal was announced as Rzepczynski and cash for Schrock, so presumably, Oakland is paying some of the remaining ~$800K or so left on his contract this season. But according to sources in the game, Rzepczynski actually cleared waivers before this trade was completed, so the Nationals could have simply had him for just a the waiver fee, and kept a legitimately interesting prospect in their system.

So, effectively, the Nationals just sold a decent prospect for some cash savings in order to bolster the least important part of their bullpen. I know the value of relievers is going up, but deals like this still seem silly to me. Maybe Scrabble will get a big out or two in October and it will seem worth the long-term cost, but Rzepczynski seems like the kind of guy the Nationals should have gotten for next to nothing. When the market is inflating reliever prices to the point you have to give up a legitimately interesting 21 year old for a five week rental of a LOOGY, maybe it’s just time to stop paying market prices for relievers and go with what you already have.


Stephen Strasburg Has a Problem

There ought to be no shame in a pitcher struggling at Coors Field. Many of the greatest pitchers on the planet have been humbled in that stadium and, last week, Stephen Strasburg became merely the latest among them. Allowing nine runs before being pulled in just the second inning, Strasburg posted what was far and away the worst performance of his career. He’d never previously given up more than seven runs in a game and his game score of 1 was not only his lowest mark ever, but is tied for seventh worst in baseball this season. Ideally, this could be written off as a Coors fluke for one of the game’s best pitchers, but instead it’s served to illuminate the frustrating reality that Strasburg has struggled mightily of late.

Over his last six outings, Strasburg has given up 26 runs in 30.2 innings pitched. Crunch the numbers and you’ll find that works out to a decidedly un-ace-like 7.63 ERA. These six outings have caused his season ERA to rise more than one full run, from 2.51 to 3.59. The good news is that there’s more than a little hope to be found in his peripheral stats. Over this awful stretch, his FIP is a massively more palatable 3.25, largely on the strength of a solid 29.1% strikeout rate and a roughly league-average 7.8% walk rate. It also likely won’t surprise you to learn that he’s posted an inflated .388 BABIP during this rough patch. Unfortunately, this is not to say Strasburg’s swoon has been entirely devoid of red flags.

In mid-June, Strasburg hit the disabled list with a back injury. Considering a back injury was the primary culprit in Strasburg’s first-half struggles last season, this latest DL stint was an unavoidably alarming development. Fortunately, he made a swift return to the mound. Any hopes that he’d escape the performance struggles which plagued him a year ago, however, have been derailed by his recent stretch. Whether those struggles are directly related to the injury is unknowable, but there are observable things about Strasburg which have changed since his return.

Read the rest of this entry »


The Thing About Bryce Harper’s 2015

Bryce Harper was as good as Mike Trout, until he wasn’t. It hasn’t yet been that big of a deal, with the Nationals up in first place, but Harper has been slumping, and the slump hasn’t been short. For weeks on end, he’s hit barely .200, and though the walks have still been there, Harper’s supposed to be better than this. He’s supposed to be one of the best, actually. That’s what he just looked like, at 22 years old, and instead now he’s a 23-year-old in a lineup being carried by Daniel Murphy and Wilson Ramos. To be clear, there’s absolutely nothing wrong with being on track for a four-win season. It’s just not how you want to follow a nine-win season.

There are plenty of indicators to point to. What happened to Harper’s numbers? His BABIP is a lousy .237. That’s guaranteed to come up. More discouragingly, he’s making more contact against pitches out of the zone. Last year, 70% of Harper’s batted balls came against pitches within the strike zone. That ranked him in the 67th percentile. This year he ranks in the 18th percentile. That partially explains why Harper’s exit velocity has dropped — and it has indeed dropped. That’s another thing. Harper so far has lost a tick or two on average.

Yet there’s still more. We all figured that Harper’s 2015 dramatically changed his own baseline. What if it shouldn’t have?

Read the rest of this entry »


Three Ways to a Super Sinker

Try to imagine the ideal sinker. What do you see? Probably a pitch that sits in the high 90s, right? And features tremendous sink and fade. And induces ground ball after ground ball. And, because it’s being thrown with max effort, probably one coming out of a reliever’s hand, right?

If you’re imagining a pitch that meets all four of those criteria, you probably see Blake Treinen throwing it. Or Sam Dyson. Or Zach Britton. If not, you should be.

If you limit the pool of commonly used sinkers to those which average 94 or more mph and then sort for sink, those three names soar to the top. And each gets to that movement in a different way.

Read the rest of this entry »


Trade Deadline 2016 Omnibus Post

As it has been the past few years, the 2016 non-waiver trade deadline brought about a flurry of activity that was hard to keep up with even if it was the only thing you were doing. Since most of us have other things that we have to or would like to occupy our time with, we figured we would save you some hassle and create an omnibus post with all of our trade deadline content so that you have it all in one place. For clarity’s sake, I’m going to limit this to articles about trades that actually took place.

Read the rest of this entry »