Archive for Projections

KATOH on the Cape: Projecting Cape Cod League Pitchers

Last Tuesday, I published a post examining the hitters in this year’s Cape Cod summer league through the lens of my KATOH projection system. Today, I’m back to look at the pitchers. As I did with minor-league players and college players, I deployed a series of probit regressions to see what stuck when it came to forecasting major-league performance for Cape League players. I used those results to generate an expected WAR total — in this case, through age 28. These projections are far from gospel: scouting the stat line is always dangerous, and it’s even more dangerous than usual at the college level, where the samples are small, the players are raw, and the quality of opposing pitching runs the gamut. Nonetheless, statistical performance is an often overlooked component of prospect evaluation, and the performers often go on to exceed expectations.

A couple of caveats. Due to the poor quality of publicly available historical summer-league data, these projections do not directly account for pitchers’ home-run rates, which is obviously less than ideal. Secondly, these projections take into account only what these players have done this summer. Ideally, they’d account for college stats and summer-league stats. I do plan to link these two data sets at some point, but, unfortunately, it’s easier said than done.

Below, you’ll find a few notes on performances whom I deemed noteworthy. Below that, you’ll find a giant table for all hitters who recorded at least 75 batters faced (BFs) in the Cape Cod League this year. The two rightmost columns refers to each prospect’s ranking on Baseball America’s Cape Cod top-30 list and Frankie Piliere’s top-150 list from D1 Baseball.

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Projecting Red Sox Call-Up Yoan Moncada

Yoan Moncada has absolutely beasted in the minors this year. In 61 High-A games, he hit .307/.427/.496. In 44 Double-A games, he slashed .285/.388/.547. Not to mention his 45 stolen bases. Moncada in an excellent prospect. Very few players can hit like he does while also providing value in the field and on the bases. That’s why he was a fixture at the top of mid-season prospect lists this summer. Baseball America ranked him No. 1 overall,  while Baseball Prospectus and Keith Law both put him in the top five.

But for all his strengths, Moncada has some weaknesses that we shouldn’t overlook. Most notably, he strikes out a bunch. Moncada’s struck out in over 25% of his trips to the plate this year, including a 31% clip since he was promoted to Double-A. Though it’s somewhat hidden by Moncada’s high batting averages, Moncada has had a lot of trouble making contact against Double-A pitchers. This suggests he’ll have even more trouble doing so in Boston.

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KATOH on the Cape: Projecting Cape Cod League Hitters

The college baseball season wrapped up in June when Coastal Carolina defeated Arizona in the College World Series, but most of the top college players’ seasons don’t end when their team’s season does. Players with dreams of going pro often spend the summer months playing in collegiate summer leagues to gain extra reps and exposure. Teams in these leagues are composed entirely of college players, and — unlike at the college level — hitters use wooden bats instead of metal ones.

The most well known of these leagues is the Cape Cod Baseball League, which aptly takes place along Cape Cod in Massachusetts. The Cape attracts most of the best college players, and many of today’s stars spent their college summers playing there. Josh Donaldson, Evan Longoria, Buster Posey and Mark Teixeira are just a few notable alumni.

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Projecting Phillies Call-Up Jorge Alfaro

Jorge Alfaro’s physical tools have put him in the prospect conversation for years — he’s cracked Baseball Prospectus’ top-101 prospects in each of the past five seasons, for example — but his on-field performance has always left something to be desired. He hit a respectable-for-a-catcher .253/.314/.432 in an injury-shortened season at Double-A level last year, but his plate discipline was poor. Although he demonstrated enticing power, his 4% walk rate and 29% strikeout rate hinted at serious issues with his approach. 

He’s seemingly begun to make the right adjustments this year, as he’s hacked six points off of his strikeout rate without sacrificing much power. In just under 400 plate appearances in Double-A, he slashed a more-encouraging .279/.322/.444. Whatever development has occurred, it seems to have satisfied the Phillies, who will promote the catcher today according to Yahoo’s Jeff Passan.

Alfaro’s future looks brighter than it did five months ago, but he’s still far from a slam-dunk prospect. Though his strikeout and walk numbers are trending in the right directions, they’re still cause for concern. And though he’s only 23, Alfaro has been playing professionally since 2010, so he may not have a ton of improving left to do.

While he’s improved at the plate, Alfaro’s biggest strides seem to have taken place behind it. According to Baseball Prospectus’ pitch-framing data, Alfaro’s framing was nearly a run worse than average last year, but has been over 14 runs better than average this season. Clay Davenport’s data tell a similar tale: +1 last season and +12 this year.

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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.


Projecting Dansby Swanson, Atlanta Braves Cornerstone

Last night, Dansby Swanson, 2015’s first overall pick, debuted for the Atlanta Braves. After destroying High-A pitching to the tune of .333/.441/.562 in April, Swanson spent 84 games at the Double-A level. He hit a less exciting, but still respectable .261/.342/.411 at the latter stop.

During his brief stay in the minors, Swanson didn’t stand out in any particular area offensively, but was better than average across the board. He posted a healthy 11% walk rate this season, a .151 ISO, and made enough contact (recording an 18% strikeout rate) for it not to be a concern. Even his 13 steals indicate a guy who’s fast, if not exceptionally fast.

Swanson is a good hitter, but his bat alone doesn’t make him a particularly exciting prospect. What really sets him apart is that he’s a good hitter who also happens to play a mean shortstop. Eric Longenhagen noted yesterday that he thinks Swanson will be a plus defender at short. The data support that observation. In just 105 minor-league games at short this year, he’s been a +19 defender according to Clay Davenport’s model.

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Projecting Astros Call-Up Teoscar Hernandez

Teoscar Hernandez has always possessed an enticing combination of power and speed. His primary flaw, however, has been his inability to make contact. In 2014, he belted 21 homers and stole 33 bags, but struck out 28% of the time. Last year, he posted 17 homers and 33 steals with a 24% strikeout rate. The end result was a .219/.275/.362 batting line. More often than not, hitters who strike out that frequently don’t carry their success over to the big leagues, and it wasn’t at all clear that Hernandez was ever going to make enough contact to make it work.

But a funny thing started happening this year: Hernandez has seemingly learned how to avoid the strikeout. He opened the year at the Double-A level, where he hit .305/.384/.437 with a 17% strikeout rate. Following a promotion to Triple-A, he slashed .313/.365/.500 with a 16% strikeout clip. Despite the added contact, he still managed 10 homers in just over 100 games — plus one more in Houston on Friday. Read the rest of this entry »


Projecting Yankees Call-Ups Aaron Judge and Tyler Austin

Just hours after Alex Rodriguez walked off the field following his final game (in pinstripes, at least), the Yankees made the following string of transactions.

Capture

And just hours after making those transactions, both Aaron Judge and Tyler Austin had already homered in the big leagues. Out with the old, in with the new.

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Projecting Cardinals Call-Up Luke Weaver

Earlier this week, the Cardinals called up a promising young arm in Alex Reyes, who’s already enjoyed some success out of St. Louis’ bullpen. Another promising young arm is set to debut for the Cardinals tomorrow, as 22-year-old Luke Weaver will get the start against Cubs. What should we expect from him?

One thing we know for certain is that Weaver was undeniably excellent in the minors this year. In 13 starts this year — most of them at Double-A — he pitched to a sparkling 1.30 ERA and 2.11 FIP. He struck out an impressive 28% of opposing batters, while walking fewer than 4%, which is equally impressive. It wasn’t the first time he tasted success either, as he pitched well last season in High-A, albeit with a more underwhelming 21% strikeout rate.
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Projecting Cardinals Call-Up Alex Reyes

The St. Louis Cardinals recalled top prospect Alex Reyes yesterday and, a few hours later, the hard-throwing right-hander recorded his major-league debut, striking out one in a clean inning of relief work (box).

The book on Reyes is that his stuff is off the charts, but his control and command leave something to be desired. His numbers paint this picture vividly. His top-notch stuff enables him to miss a lot of bats, resulting in nearly unmatched strikeout rates the past couple of years. Meanwhile, his lackluster command has resulted in a concerning number of walks.

All else being equal, you’d prefer to have a pitcher that doesn’t have iffy command and an ugly walk rate. But all else isn’t equal with Reyes. His ability to generate strikeouts, especially at such a young age, is a huge point in his favor. I yanked some of those words from my recent Tyler Glasnow piece, but I’m recycling them here since they’re equally applicable to Reyes.

My KATOH projection system adores Reyes. It projects him for 7.6 WAR over his first six seasons by the traditional method and 12.6 WAR by the method that integrates Baseball America’s rankings. Reyes placed 18th and seventh overall, respectively, on KATOH’s recent top-100 lists. Among pitchers, though, he was third and first. KATOH’s lists tend to be relatively hitter-heavy — likely due to some combination of pitchers’ attrition rates and the fact that KATOH does not directly quantify “stuff.” But in terms of pitching prospects, scouting-infused KATOH thinks Reyes is the best one on the planet.

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