Archive for Projections

Projecting Indians Game 5 Starter Ryan Merritt

In a few hours, Ryan Merritt will take the mound for the Indians in Game 5 of the ALCS. Statistically, Merritt doesn’t look like much. He’s posted exceptionally low strikeout numbers at every stop, and although he’s coupled them with minuscule walk rates, KATOH isn’t sold. KATOH likes tall pitchers who strike guys out. As a 6-foot hurler who pitches to contact, Merritt is the exact opposite of that.

KATOH pegs Merritt for just 1.4 WAR over his first six seasons by the traditional method and 1.5 WAR by KATOH+, which integrates Baseball America’s rankings. To help you visualize what his KATOH projection entails, here is a probability density function showing KATOH+’s projected distribution of outcomes for Merritt’s first six seasons in the major leagues.

merritt

To put some faces to Merritt’s statistical profile, let’s generate some statistical comps for the command-oriented lefty. I calculated a weighted Mahalanobis distance between Merritt’s performance this year and every Triple-A season since 1991 in which a pitcher faced at least 350 batters. 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.

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Projecting Dodgers Left Fielder Andrew Toles

I’ll be honest: three months ago, I had never heard of Andrew Toles. I first became aware of the 24-year-old’s existence back in July when I was finalizing my latest KATOH model, and Toles projected favorably. Even then, I didn’t give him much thought. Sure, his performance was encouraging, but he was hardly the only obscure player with a great projection. While I’d contend that all prospects of this ilk deserve more attention, most of Toles’ success had come below the Triple-A level. KATOH is built for the long game, and relatively few A-ballers have an immediate big-league impact.

Toles had an immediate big-league impact. He started hitting as soon as the Dodgers promoted him to the majors in July and he hasn’t stopped since. He ended the year with a .314/.365/.505 batting line in 48 games and played his way into near-regular playing time against right-handed pitchers. His .385 BABIP suggests luck played a role, but at the very least, he showed he belongs on a big-league roster.

Toles’ minor-league numbers from this year strongly resemble what he did in LA. In fact, they were a bit better. Between High-A, Double-A and Triple-A, he slashed .331/.374/.511. Toles made a reasonable amount of contact, showed a healthy amount of power and was active on the bases — all while playing mostly center field. From AbBall to the majors, it’s hard to poke holes in what Toles has done this year.

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Projecting Orioles Call-Up Trey Mancini

With the minor-league playoffs finished, the Baltimore Orioles summoned first-base prospect Trey Mancini from Triple-A Norfolk this week to help sure up their offense. Mancini wasted no time making an impact for the O’s, notching his first career home run in Tuesday’s game against the Red Sox. Mancini broke out in 2015 when he slashed an outstanding .331/.370/.539 between High-A and Double-A. His raw numbers regressed a bit this season as he moved to a more pitcher-friendly park, but he still managed a strong .282/.357/.458 showing, with almost all of that coming at Triple-A.

Mancini’s power is enticing. In each of the last two seasons, he’s reached the 20-homer mark and ISO’d over .175. However, some of his other attributes take away from some of that shine. Mancini’s a first baseman, meaning he’ll need to hit a bunch to have a long-term future in the bigs. He also turns 25 next spring, making him a bit old for even the Triple-A level. And perhaps most importantly, he kind of strikes out a lot — likely due in part to his long swing.

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Projecting Manny Margot and Other Padres Call-Ups

Following the end of their Triple-A affiliate’s championship season in the Pacific Coast League, the San Diego Padres promoted a small collection of players to their major-league club on Tuesday. Below are forecasts for the three most notable prospects of that group — Carlos Asuaje, Hunter Renfroe, and Manuel Margot — according to my KATOH system and presented in order of projected WAR.

Note that KATOH represents the WAR projection for the relevant player’s first six years in the majors; KATOH+ is that same thing, except with the player’s Baseball America ranking included as a variable.

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Manny Margot, CF (Profile)

KATOH: 13.0 WAR
KATOH+: 13.6 WAR

Margot’s game centers around speed and contact. The 21-year-old struck out in just 12% of his plate appearances in Triple-A this year on his way to a .307/.355/.442 slash line. He also racked up an exciting 32 steals, while playing elite center field defense by Clay Davenport’s numbers. Margot also isn’t a zero in the power department, as he managed a respectable 46 extra-base hits in the minors this year, including seven homers. He’s one of the very best prospects in baseball by my math, and he’s big-league ready.

To help you visualize what his KATOH projection entails, here is a probability density function showing KATOH+’s projected distribution of outcomes for Margot’s first six seasons in the major leagues.

margot

To put some faces to Margot’s statistical profile, let’s generate some statistical comps for the speedy outfielder. I calculated a weighted Mahalanobis distance between Margot’s performance this year and every Triple-A season since 1991 in which a center fielder 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.

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Projecting Oakland Call-Ups Renato Nunez and Matt Olson

On Monday, the Oakland Athletics promoted a couple of hitting prospects from Triple-A: Renato Nunez and Matt Olson. Both Nunez and Olson came off the bench on Monday to make their big-league debuts. With Billy Butler out of the picture, and Danny Valencia likely soon to follow, Nunez and Olson might see a decent chunk of playing time these next two weeks.

Olson’s numbers have trended in the wrong direction since his 37-homer season in the Cal League in 2014. He slashed .249/.388/.438 in Double-A last year and only managed to hit .235/.335/.422 in the PCL this year. Throughout his minor-league career, Olson has demonstrated good power and a willingness to draw walks. He’s also a 22-year-old with a 6-foot-5 frame, which suggests he may still have some untapped upside. But his underwhelming performance, defensive limitations and 24% strikeout rate don’t bode particularly well for his future in the show.

KATOH pegs Olson for 3.7 WAR over his first six seasons by the traditional method and 2.8 WAR by KATOH+, which integrates Baseball America’s rankings. To help you visualize what his KATOH projection entails, here is a probability density function showing KATOH+’s projected distribution of outcomes for Olson’s first six seasons in the major leagues.

Olson

To put some faces to Olson’s statistical profile, let’s generate some statistical comps for the newest Brewers prospect. I calculated a weighted Mahalanobis distance between Olson’s performance this year and every Double-A season since 1991 in which a first baseman or corner outfielder 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.

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Projecting Astros Debutant David Paulino

The Houston Astros have summoned David Paulino from the minor leagues to make his big-league debut against the Indians today. Paulino was utterly dominant in the minors this year. Splitting time between Double-A and Triple-A, the 6-foot-7 righty whiffed 29% of batters faced on his way to a 2.00 ERA and 2.24 FIP. Somewhat quietly, Paulino put together one of the best seasons in the minors in 2016.

Paulino had shown flashes of excellence in the past, but his triumphs in the low minors have been regularly interrupted by injury. He put up a 2.63 FIP across three levels of A-ball last year, and was missing bats in rookie ball as far back as 2011. But his 2016 campaign marks the first time he’s logged anything resembling a full season, and the first time he’s had the opportunity to prove himself against advanced hitters.

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Projecting Brewers Acquisition Ryan Cordell

Back at the trade deadline, the Milwaukee Brewers dealt Jonathan Lucroy and Jeremy Jeffress to the Texas Rangers in exchange for prospects Lewis Brinson and Luis Ortiz, along with a player-to-be-named-later. That player now has a name, and it’s Ryan Cordell. Cordell spent all of 2016 playing at the Double-A level, where he slashed a solid .264/.319/.484 with 19 homers and 12 steals. He produced a similar batting line last year, though it was split up between a dominant performance at High-A and an underwhelming showing at Double-A.

Cordell doesn’t have any one skill to separate him from the crowd offensively, but he doesn’t have any massive weaknesses either. He hits for decent power, doesn’t strikeout terribly often and provides some value on the bases. Defensively, he grades out as well above average in the outfield, with the plurality of his games coming in center. Altogether, that makes for a promising young player.

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Projecting the First Wave of September Call-Ups

September call-ups are upon us. Now that the minor-league regular season has come to an end, players are getting called up left and right. Some of those players are organizational catchers and journeyman relievers*, but a few of the recent call-ups are prospects who appear to have promising futures in the Show.

*Editor’s note.

With the long weekend, I’ve fallen a bit behind on projecting the prospects who were called up over the past few days. In what follows, I attempt to make up for lost time by projecting several of the players who have recently gotten the call. In case you missed it, I projected Yoan Moncada last week. As usual, KATOH denotes WAR forecast for first six years of player’s major-league career. KATOH+ uses similar methodology with consideration also for Baseball America’s rankings.

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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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