Archive for Daily Graphings

JABO: The Attempted Reinvention of Elvis Andrus

There’s no simple explanation for why the Rangers are in first place in the AL West. I mean, there kind of is, if you accept “they have the best record” as an explanation, but for explaining that record — it’s complicated. And the Rangers, of course, didn’t even look like a fringe contender for months. They’ve mostly come on strong since the All-Star break, and some of that’s because of Shin-Soo Choo. Some of that’s because of Adrian Beltre. Some of that’s because of a much-improved bullpen. And some of that’s because of Elvis Andrus.

This might be the easiest way to lay things out. You know Wins Above Replacement, or WAR? Famous statistic. Flawed statistic, but famous and useful statistic. Andrus, this year, has been worth 1.1 WAR. Here’s a neat little breakdown of that:

First Half: 0.0 WAR
Second Half: 1.1 WAR

It’s not that Andrus literally didn’t do anything in the first half, but if you’re looking for when he’s been valuable, it’s almost all about the past couple months. As he’s come on, the Rangers have come on. And though Andrus still hasn’t been a great hitter, he’s certainly been a lot better. He’s always been able to handle himself in the field. More recently, he’s been someone to pay attention to at the plate.

If you’re looking for something that’s changed, nothing too dramatic happened midseason. It’s incredibly difficult to work in big changes on the fly, with games every day, and midseason work is mostly about tweaks. Andrus, though, has been tinkering. He’s made little modifications to his hands and to his leg kick. He says he’s starting to feel comfortable. And that’s where it gets particularly interesting, because the big change didn’t happen two months ago. It happened between seasons.

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Projecting Milwaukee’s Slew of Late-September Call-Ups

On Monday night, the Biloxi Shuckers, the Brewers Double-A affiliate, fell to Chattanooga in the Southern League championship. Following the loss, the Brewers rewarded several members of the Biloxi squad with promotions to the big leagues. Among Tuesday’s call-ups were: outfielder Michael Reed, infielder Yadiel Rivera, and right-handed pitchers Yhonathan Barrios, Adrian Houser, Jorge Lopez and Tyler Wagner. Let’s have a look at what the data have to say about these prospects. (Note: WAR figures represent projected WAR totals through age-28 season, according to KATOH system.)

Michael Reed, 4.5 WAR

Michael Reed opened the year with Double-A Biloxi, and was promoted to Triple-A on August 1st. He was later reassigned to Double-A for the playoffs to get a few more reps. All told, the 22-year-old hit a respectable .270/.377/.408 on the year with an impressive 27 stolen bases.

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Chris Young on Working Up (and Down) in the Zone

Chris Young, of the Kansas City Royals, is known for both his Princeton pedigree and his height. The 6-foot-10 right-hander is also known for getting outs up in the zone, with a slow fastball. Young’s four-seamer averages 86.4 mph, and he has the highest FB% (58.2) and the lowest BABiP (.217) among pitchers who have thrown at least 100 innings. The velocity and fly balls are in line with his career norms; his probability defying BABiP is even more striking than the .248 he’s registered during parts of 11 seasons.

Thanks in large part to his frame, Young has a deceptive delivery. He also has a high spin rate on his lukewarm heater. It’s not elite, but it ranks among the top 20% of hurlers and contributes to his above-the-belt success. The 35-year-old has appeared in 32 games this year — half of them starts — and has a 10-6 record to go with a 3.29 ERA and a 4.71 FIP. Read the rest of this entry »


The Yankees Saw a Different Marcus Stroman

Marcus Stroman isn’t David Price. Maybe, if Stroman had been healthy all year, the Jays wouldn’t have gotten Price at the deadline, so Stroman would be their No. 1, but that isn’t how things went, so Price is No. 1, and Stroman’s looking to be No. 2. Stroman himself would happily concede that Price is on another level, but then, just about every World Series-winning team ever has needed more than one starting pitcher, and this is where Stroman becomes important. It’s a minor miracle to just see Stroman already back on the field, but his own focus is on starting and helping. It’s gone beyond just getting healthy. And if Wednesday’s any indication, Stroman’s rounding into top form with the playoffs coming up.

Stroman has made three big-league starts since returning, pushing his pitch count close to 100. His first start came in New York, and he managed a half-decent five innings. Wednesday, he faced the Yankees again, only this time in Toronto, and he worked his way through seven, allowing no runs while striking out five. In easily the biggest game of his life, Stroman rose to the occasion, reducing any doubts he might not be ready to help. And it’s interesting to note just how Stroman looked. Two times out of three, Stroman has faced the Yankees. And the second time, owing in part to Stroman’s broad repertoire, the hitters saw a different pitcher.

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Trying to Find Meaning in Exit Velocity for Pitchers

An increase in publicly available data can often help our understanding of the sport. The rollout of Statcast data has been fascinating. Learning how hard Giancarlo Stanton hits a ball, how fast baserunners and fielders move to steal bases and make catches, and how hard outfielders and catchers throw the ball is all very interesting information. Up to this point, it can be tough to determine if the information is useful or if it is more akin to trivia knowledge, like batting average on Wednesdays or pitcher wins. An examination of the batted ball velocity against pitchers provides some hope of providing potentially important information, but until we have more data — and more accurate data — conclusions will be difficult.

Looking at the top of the leaderboard in exit velocity, it is easy to see why linking a low exit velocity with good performance is enticing. I looked at all pitchers with at least 150 batted balls in the first half and 100 batted balls in the second half. Here are the top-five pitchers in batted-ball exit velocity this season, per Baseball Savant, along with their ERA and FIP.

Batted Ball Exit Velocity Leaders for Pitchers
Exit Velocity (MPH) Batted Balls FIP ERA
Clayton Kershaw 84.86 382 2.09 2.18
Jake Arrieta 85.50 433 2.44 1.88
Chris Sale 85.71 344 2.67 3.47
Dallas Keuchel 85.91 505 2.89 2.51
Collin McHugh 85.92 475 3.65 3.93

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Ranking the 30 Minor League Systems Statistically

As September draws to a close, postseason baseball beckons, and prospect-ranking season is in full bloom. I’m going to take a slightly different approach than most, and simply focus upon overall organizational depth rather than the players specifically. Which systems have the most and least talent on hand, and which have taken the largest steps forward on backward in 2015?

Up front, let’s lay out the basics of my prospect-ranking system. I evaluate position players and starting pitchers separately. All full-season league position players’ on-base (OBP) and slugging (SLG) percentages are compared to the average of their league’s regulars. A sliding scale of performance targets, dependent on players’ age relative to level, are utilized. All players meeting such targets are included on my list; there is no limit as to the number of players who qualify. This year, 329 position players made the cut.

The system is very similar for starting pitchers; the statistics measured are strikeouts per nine innings (K/9) and strikeout-to-walk ratio (K/BB). The same age-dependent performance targets, measured by standard deviations above/below league average, are utilized. This year, 179 full-season league minor league pitchers made the cut.

On the position player side, Carlos Correa lapped the field, with last year’s #1, Joey Gallo, finishing second. This year marked the third consecutive season that Correa ranked within the top-11 position players, and Gallo’s third straight in the top 17. On the starting pitcher side, it was a much tighter battle, with the Dodgers’ Julio Urias finishing first for the second straight season, nosing out the Twins’ Jose Berrios. Prior to finishing first in 2014 and 2015, Urias ran second in 2013, while Berrios’ runner-up finish was his second in the top 10 and third in the top 50.

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The Relationship Between Pace and Power

Sam Fuld was checking out his FanGraphs page the other day, and noticed that he’s a fairly fast-paced guy at the plate. He produced in 2011 the 36th-fastest pace between that season and the present one (minimum 300 plate appearances), and he’s the 20th-fastest paced batter this year. He also noticed something about the guys around him. “They’re all slap hitters!” he told me before a game against the Rangers.

He wondered if pace was correlated to power, and if this slower pace came through the mechanism of confidence. “I’m the star here,” he said, mimicking a step back out of the box and a shrug of the shoulders that’s a little foreign to the Athletics outfielder with 12 career home runs spread over nine years and 1500-plus plate appearances.

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Cy Young Voting and the Impact of a Catcher

I have an NL Cy Young ballot this year, and with 10 days left in the regular season, I legitimately don’t know who I’m going to vote for. If I was the kind of voter who looked only at run prevention and credited that entirely to the pitcher on the mound, it might be a fairly easy decision in favor of Zack Greinke, given that he’s at +9.4 RA9-WAR, putting him in pretty historic company in terms of keeping runs off the board. If I went solely by the measures that we have a pretty good idea are primarily influenced by the pitcher and not his defenders behind him, it would be pretty easy to cast a vote for Clayton Kershaw, given that he’s leading the fielding in FIP-based WAR by a pretty good margin.

But as we’ve discussed many times here over the years, both of those extremes are clearly incorrect; giving a pitcher no credit or blame for all the non-HR contact he allows is definitely wrong, but so is assigning the entirety of the results of those balls in play to him and pretending that defense does not play a role in run prevention. In reality, a pitcher should get credit (or blame) for some of the impact of events that FIP does not capture, so FIP-based WAR is definitely an incomplete measure of a pitcher’s performance. How much credit or blame should be assigned isn’t entirely clear, and if you just throw your hands up in the air and split the credit down the middle — blending FIP-based and RA9-based WAR together — you’ll note that Jake Arrieta ends up in the top spot, though the differences between all three pitchers at that point are so small as to be insignificant.

As you probably know if you’re reading FanGraphs, I’m not going to simply cast my vote based on total run prevention, since I believe in attempting to isolate player performance when handing out individual awards, and simply using run prevention metrics and pretending like defense isn’t a thing strikes me as a particularly lazy shortcut. But I’m also not going to just use FIP, and not just because it ignores a bunch of plays that do matter; it also has (albeit to a smaller degree) issues with teammate interaction. As our ability to measure a catcher’s impact on balls and strikes has grown, it has become clear that no pitching event is really “fielding independent”, and a pitcher’s walks, strikeouts, and home run rates are indeed impacted by the performance of the guy he’s throwing the ball to.

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Projecting Twins Outfielder Max Kepler

Shortly after the Chattanooga Lookouts took home the Southern League championship on Monday, the team’s best player packed his bags for the big leagues. That player, of course, was Max Kepler, who will spend the final two weeks of the season in Minnesota following a well-deserved promotion.

Kepler put up crazy good in the minors this year. The 22-year-old spent nearly the entire season at the Double-A level, where he hit an absurd .322/.416/.531 in 112 games, while also kicking in 18 steals in 22 attempts. Kepler also accomplished the rare feat of walking more than he struck out this year, posting walk and strikeout rates of 14% and 13%, respectively. Even more impressively, he complemented this control of the strike zone with a healthy amount of power. Although he hit just nine homers on the year, his 32 doubles and 13 triples at the Double-A level produced an isolated power of .209.

There isn’t much to dislike about Kepler’s minor league performance this year. He drew walks, rarely struck out, clubbed oodles of extra base hits and stole a fair amount of bases. In other words, he did it all; and as a result, KATOH’s very bullish on him. My system projects him for an impressive 13.2 WAR through age 28, making him one of the highest-ranked prospects in the game. This represents a dramatic improvement over the weak 1.1 WAR yielded by his 2014 campaign.

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The Royals Are Basically the Best Contact Team Ever

A funny thing about doing a job like this is that you’re expected to write all the time. Which means you’re expected to write early in seasons, and you’re expected to write analytically, and when you write analytically early in seasons, you can end up looking like a moron. Earlier this season, for example, I remember writing reasonably positive things about Carlos Peguero. And early last year, over at JABO, I wrote about how the Rockies weren’t striking out anymore. You can guess what happened to Peguero. And you can guess what happened with the Rockies. The Rockies resumed striking out. They lost lots of games.

So, this isn’t anything new, but early information can mislead. We’re always just trying to separate what’s real from what’s fake, and we tend to be too impatient about that. But every so often, you can spot something legitimate. Several months ago, also at JABO, I observed that the Royals were barely ever striking out. They were on a potentially historic pace, and it was definitely something to stay aware of. To be honest, I at some point stopped being aware of it, but then I noticed again. The season’s about over, now. The Royals are thinking about the playoffs. They’ll be taking with them one hell of a group of contact hitters.

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