Archive for Daily Graphings

Building the 2015-16 All Free Agent Team

It’s free-agent time again. Our yearly intrigue is upon us! It’s the time of year when, after hearing for a full baseball season about how teams shouldn’t be built through free agency, teams are built through free agency. So let’s play a game. Let’s forget all about trading, drafting, and developing players. Instead, let’s build a team entirely out of free agents.

Before we construct this hypothetical all free agent team, we must lay some ground rules. First, this is an expansion team, so there are no current payroll obligations on the books nor are there any minor leaguers coming up through the ranks yet. Our owner is Mr. Fatpockets and he’s authorized a payroll of $200 million, and because we like our job pretending to sign free agents more than cleaning out Mr. Fatpockets’ cats’ litter box, we’re going to stay at that figure.

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The Dark History of Andrelton Simmons and Travis d’Arnaud

Ian Desmond is 0-for-14 with 10 strikeouts and zero walks against Craig Kimbrel.

I know, I know. Small samples, noise, predictive value and whathaveyou — I get it. Usually, it’s best not to read too much into batter-pitcher matchup stats. Sometimes, though, it’s clear that a certain batter just doesn’t stand a chance against a certain pitcher. Sometimes, it’s clear that a Craig Kimbrel can turn an Ian Desmond into a helpless puddle of mush in the batter’s box simply by standing on the mound.

What if I told you that, in rare cases, fielders could possess the same ability? What if I told you that, in early 2014, Andrelton Simmons learned he had such a power? That simply by taking the field, he could render Travis d’Arnaud completely and utterly powerless? Not only that, but that Simmons could actually control the game with his mind, so long as d’Arnaud was on the field with him?

* * *

The date was April 9, 2014. Spirits were high in the Mets’ clubhouse. The season was young. They’d shut out the host Braves in their home opener the night before. Young catcher Travis d’Arnaud had collected his first two hits of the season and scored a run. He hoped to build upon that success against Braves hurler Ervin Santana the next day. He strode to the plate, confident and unknowing.

This was young d’Arnaud’s first encounter with Simmons. The result was unexpected, yet also unsurprising. d’Arnaud had heard tell of Simmons’ skills. Now, he’d experienced them firsthand.

“What can you do?” d’Arnaud thought to himself. “Gotta tip your cap.”

In fact, as he lunged toward first base, d’Arnaud did tip his cap. It fell right off the back of his head and down to the Earth behind him. As the helmet hurtled toward the dirt, it eclipsed the print on the back of d’Arnaud’s jersey, momentarily displaying the word “dUD.”

Screen Shot 2015-11-07 at 6.47.56 PM

This could be interpreted as foreshadowing.

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The Best Changeups of the Year by Shape and Speed

No, we aren’t just going to do a leaderboard sort for best movement in each direction and call it a day. It’s a little bit more complicated to figure out the best changeups by shape and speed, mostly because it’s all relative. The changeup, as the name implies, functions off of the fastball, as a change of pace and movement. So we need to define anything the changeup does relative to the pitcher’s fastball.

Then we can do a sort and call it a day.

In order to define fastball movement, let’s just group together all of the fastballs thrown by a pitcher. It’s probably more nuanced than that; the concept of tunneling or sequencing shows that pitchers can pair their changeup with one fastball or the other for different results. But some of this comes out in the wash: by averaging movement across fastballs, their selection of different fastballs will weight the movement in the direction of the pitcher’s usage.

So then our x and y movement, and velocity, are defined against this average fastball for each pitcher. Using a minimum of 50 changeups thrown, and z-scores to sum up the values, we can get a list of best changeups quickly.

First, the relievers.

Best Reliever Changeups by Movement, Velocity
Pitcher FB (pfx_x) FB (pfx_z) FB (velo) CH (pfx_x) CH (pfx_y) CH (velo) Sum Z CH swSTR%
Brad Boxberger -3.3 10.6 92.6 -7.8 2.0 79.8 6.7 14%
Shawn Tolleson -2.6 11.0 92.9 -4.8 4.0 79.8 4.9 15%
Josh Fields 0.1 11.5 94.1 -0.6 3.7 81.4 4.5 8%
Roberto Osuna -4.2 10.7 95.5 -8.0 6.9 82.3 4.0 16%
Josh Smith -4.1 7.6 89.9 -8.4 1.9 79.4 4.0 8%
Chasen Shreve 7.3 10.6 91.4 6.3 1.5 82.6 3.5 18%
A.J. Ramos -3.0 8.6 92.4 -7.5 1.0 85.5 3.5 35%
Jeff Ferrell -4.1 10.2 93.0 -7.4 4.9 82.4 3.5 20%
Danny Farquhar -5.0 8.5 92.7 -7.5 1.0 84.5 3.2 24%
Fernando Rodney -6.7 7.1 94.7 -9.6 3.3 82.7 3.1 17%
Andrew Schugel -7.9 7.8 91.6 -9.6 2.3 80.5 3.1 23%
Joaquin Benoit -6.5 8.9 94.2 -7.5 1.9 84.1 3.1 24%
Tyler Thornburg -0.8 11.1 92.2 -5.8 6.3 83.8 3.0 19%
Arnold Leon -5.1 9.8 91.6 -4.6 2.8 80.2 2.9 22%
Pat Neshek -8.5 4.9 89.9 -4.6 3.7 68.4 2.9 9%
Tommy Kahnle -1.9 7.4 94.8 -7.6 2.8 87.2 2.8 23%
Mike Morin -4.7 8.9 92.3 -0.5 6.8 71.7 2.8 25%
Deolis Guerra -5.1 10.0 90.8 -6.7 4.0 80.7 2.8 15%
Daniel Hudson -6.6 8.3 96.0 -9.9 4.9 84.8 2.7 18%
Erik Goeddel -3.9 9.2 93.0 -4.7 2.0 84.3 2.5 32%
SOURCE: PITCHf/x
pfx_x = horizontal movement
pfx_z = vertical movement
Sum Z = sum of the z-scores for the differentials between fastball and changeups in x, y movement and velocity
swSTR% = swinging strikes over pitches for the changeup
Minumum 50 changeups thrown in 2015

If you listen to The Sleeper and The Bust, you know I talk about this all the time and do the math in my head. Now the math is there for us on the sheet of paper.

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Why This Free Agent Class May Hit the Jackpot

If you’re a team looking to add a significant piece to your roster, this is a pretty great winter to be a buyer. Unlike most recent free agent crops, this group of available players boasts both legitimately elite players and a host of quality mid-tier options. Especially for teams looking for starting pitching or outfield help, the supply of talent is unlike anything we’ve seen in a while, since the boom of early-career extensions has served to keep a lot of the game’s best players from reaching the open market.

Of course, supply and price are often inversely correlated, so when there’s a lot of talent available, it’s easy to conclude that teams will price-shop across multiple options, and we might see less inflation this year than we have in previous years. However, in this case, I don’t know that the increased supply of talent is actually going to lead a stagnation in salary inflation; in fact, I think there are some reasons to believe that we may see some significant spending, above and beyond what is already expected, by MLB teams this winter.

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Sunday Notes: Dyson’s Theft, Yost, Collins, Cubs, Madson, more

You’ve probably read about the role scouting played in Jarrod Dyson’s 12th inning stolen base in Game 5 of the World Series. The Royals knew that New York’s Addison Reed would slow his delivery in certain situations, and “a little shimmy with his hip” was going to be Dyson’s key to run. First base coach Rusty Kuntz shared that bit of info after the game, and I touched on it my recap.

Mark Topping, the team’s video coordinator, had a hand in the theft. As Kuntz explained, “Topper gives me 20 moves to the plate, and 20 pick-offs, for every pitcher.”

The video, Topping told me, allows Kuntz to “See if there’s any kind of tell; a guy moves his front front, or his toe, or whatever.”

The information is supplied via iPad, and it includes pitchers’ times to the plate. More than eyeball scouting is at play. Software is used to calculate the measurements, so they’re “extremely precise.” Read the rest of this entry »


Trying to Put a Value on Jason Heyward in Free Agency

There are few who doubt that, after finishing up his sixth season in Major League Baseball, Jason Heyward is a good player. Up for debate is precisely how good Jason Heyward has been during his career, and more importantly for whichever teams signs him this winter, how good Heyward will be moving forward. Attempting to measure defense with advanced statistics like UZR and DRS has its critics, and attempting to place a value on it can be difficult. Heyward has been an above average offensive player, incredible on defense, and heading into free agency a few months after turning 26 years old, provides few realistic players for comparison. Heyward will get paid. How much will he be worth?

Heyward’s main drawback, perhaps only drawback, as a player seeking more than $100 million is his lack of power. He hit 27 home runs in 2012, but recorded just 13 of them this year along with an isolated slugging percentage of .146, essentially league average. Combining average power with a low strikeout rate (14.8% in 2015) and a solid walk rate (9.2%), Heyward’s wRC+ of 121 puts him in the upper third in terms of the league’s hitters. Adding in 23 steals on 26 attempts and the rest of his baserunning, Heyward’s 22 runs above average on offense placed him within the top quarter of qualified hitters. Lacking in top shelf power, Heyward still provided solid numbers on offense, and after a disappointing start with he Cardinals, he hit .306/.375/.455 with a wRC+ of 130 from the beginning of May to the end of the season.

The lack of power does prevent easy comparison to most free agent mega-deals. The names brought up most recently with regard to Heyward are Jacoby Ellsbury, who got seven years and $153 million from the New York Yankees two years ago, and Carl Crawford, who received seven years and $142 million from the Boston Red Sox five years ago. While those deals might no look great now, age is a major factor. When Ellsbury was Heyward’s age, he had just completed his second full season. Crawford debuted young, but due to a team-friendly contract, he did not become a free agent until after his age-28 season, three years older than Heyward. Ellsbury, now 32, has been worth 21 wins since turning 26 while Crawford, 34, has been worth 22 wins over the last eight seasons. Solid production, that, despite some disappointing seasons mixed in.

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JABO: The NL East Was the Worst Division In a Decade

Given the assorted other advances in the game, it’s a little weird we’re still talking about divisions. Divisions have been there all along, so it’s not like they’re some unusual concept, but a perfectly balanced version of baseball doesn’t have them. It’s because of the divisional structure that we had the Cubs and the Pirates forced into a wild-card showdown despite finishing second and third in the National League standings. There’s a good argument to be made that divisions should be completely abolished.

But, you know, that’s not on the horizon. Divisions are presumably here for a while. There are practical considerations that get in the way of idealized baseball. Our reality is one with divisions, and with unbalanced schedules. Sometimes that helps a team, and sometimes that hurts a team. The hope is that in the long run it all evens out.

As long as there are divisions, the makeup of the divisions is going to matter. And as long as there are divisions, they’ll be easy enough to analyze. For example, what follows is a plot of 2015 divisional strength. I thought about doing this in a more advanced way, by, say, folding in WAR or something, but I settled on comfortable simplicity. There are six divisions, yes? In the plot, each division’s overall winning percentage, and also each division’s winning percentage in games against opponents from outside the division. Within, the teams always go .500, by necessity, so that reduces the spread.

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The 2015 National League Gold Gloves, by the Numbers

The American League edition of this post ran yesterday, and can be found right here.

There’s no sense in bogging the top of this down with words, really. My comments on the history of the Gold Glove, its improvements, and defensive metrics can be read in yesterday’s post. For those interested, I will re-publish the qualification rules and selection process before we begin:

Regarding eligibility, I used the same qualification rules used by Rawlings for the official award. If you’d like, you can find those here. Once having my player pool, I pulled three advanced defensive metrics for consideration: Defensive Runs Saved, calculated by Baseball Info Solutions, Ultimate Zone Rating, calculated by Mitchel Lichtman and used as the in-house FanGraphs metric, and Fielding Runs Above Average, calculated by BaseballProspectus and used as their in-house defensive metric. I summed the three, then averaged them together to figure a “total” defensive runs saved number.

For catchers, things are a bit trickier, so instead I’ve just broken it down to the three major components of catching: controlling the run game (rSB, from FanGraphs), framing (from BaseballProspectus) and blocking (also from BP). These numbers are all represented in run values above or below average, and summed to give us a total defensive runs saved figure for catchers. UZR doesn’t exist for pitchers, so only DRS and FRAA are used.

To the awards!
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Grading the Royals’ World Series Celebration

The season is over. The games have been played, the asses have been crowned. That’s the end. All done.

Except of course, no, not at all. Baseball season is like outer space, or an order of breadsticks at WTF Thursday’s Neighborhoodish Restaurant. It never ends. But before we move on to the business of baseball’s business, our topic for the next [checks watch] five months, let’s look back just a tad. You’ll recall, in a bit of foreshadowing, that I graded the Royals’ division-winning celebration in September. It has been suggested by some that, now that Kansas City are champions, I should grade their World Series-winning celebration, and see how it stacks up. See if they’ve learned anything over the last month. So, rather than think too hard about a different, more original topic idea, I thought, “Yeah. Sure.” So here we are! Exciting!

We’ll start where we started last time: the beginning. Which is really the end. It’s here:

Screen Shot 2015-11-05 at 10.22.11 AM

With two strikes, Wade Davis threw a fastball inside that may or may not have caught the corner. Didn’t matter. The game was already over. Wilmer Flores, already focused on his off season of deep disappointment akin to learning that WTF Thursday’s Neighborhoodish Restaurant closes at 9pm — meaning endless breadsticks are a myth — took the pitch. I’ve watched the play over and over and despite solid video evidence to the contrary I’m not convinced Flores didn’t wander back to the dugout three pitches earlier.

In any case, let’s get to the grading. You may (not) recall that the Royals’ division-winning celebration garnered 58 out of 70 possible points, or 83%. Not bad. But let’s see if the Royals can improve on that effort, or if I even remember what the categories are.

*****

Appropriate Excitement Level

Heh. Remembered that one.

Look, I really want to talk about the appropriate excitement level. I mean, heck, it’s the heading and everything. And sure, fine, the Royals were super excited. Ten points out of 10, boys. Well done. But the thing I keep noticing after Davis’ strikeout of Flores is Flores. Just watch this.

Davis throws the game’s final pitch.

Screen Shot 2015-11-05 at 10.46.36 AM

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The Worst Called Strike of the Season

The worst called ball of the season was literally a fastball in the middle of the strike zone. That makes it genuinely the worst called ball imaginable, with the consolation being that it at least didn’t matter very much. When I’ve written these posts in the past, I’ve noted that the bad called balls look worse than the bad called strikes. There is no called-strike equivalent of a ball on a pitch down the middle. You’ll never see a called strike on a pitch at the eyes. You’ll never see a called strike on a pitch in the dirt. I think the default is to call a ball, unless the pitch does enough convincing, and there are limits to that. Still, one post has to be followed by the other. Writing about the worst called ball means I have to write about the worst called strike. That’s below, and I’m sorry it isn’t more visually hilarious, but this is still the worst of something, over seven months of baseball, and the devil is in the details. The devil loves details.

The second-worst called strike of the season? I’ve already written that up, because it was the worst called strike of the season’s first half. It was a lefty strike, thrown by Max Scherzer to Odubel Herrera to open a ballgame. The pitch measured 11 inches away from the nearest part of the strike zone.

Unsurprisingly, the worst called strike of the whole season is similar, in that it’s a lefty strike away off the plate. Over time, we’ve grown kind of used to the lefty strikes getting called, but the thing about this is lefty strikes are balls. The zone shouldn’t extend off the plate in either direction, for anyone, but it has and it does, and hitters have to live with that. The second-worst called strike was 11 inches away from the zone. The worst called strike was 12 inches away from the zone. That’s 9% worse. Pretty big gap when you’re at an extreme.

The good news is nobody cared.

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