Archive for Minor Leagues

KATOH Projects: Arizona Diamondbacks Prospects

Previous editions: Baltimore / Boston / Chicago AL / Chicago NL / Cincinnati  / Cleveland / Colorado / Detroit / Houston / Kansas City / Los Angeles (AL) / Miami / Minnesota / Milwaukee / New York (NL)

Way back in November, before I had finished tweaking my KATOH model, lead prospect analyst Dan Farnsworth published his excellently in-depth prospect list for the Arizona Diamondbacks. In this companion piece, I finally get around to looking at that same Arizona farm system through the lens of my recently refined KATOH projection system. The Diamondbacks have the 21st best farm system according to KATOH.

There’s way more to prospect evaluation than just the stats, so if you haven’t already, I highly recommend you read Dan’s piece in addition to this one. KATOH has no idea how hard a pitcher throws, how good a hitter’s bat speed is, or what a player’s makeup is like. So it’s liable to miss big on players whose tools don’t line up with their performances. However, when paired with more scouting-based analyses, KATOH’s objectivity can be useful in identifying talented players who might be overlooked by the industry consensus or highly-touted prospects who might be over-hyped.

Below, I’ve grouped prospects into three groups: those who are forecast for two or more wins through their first six major-league seasons, those who receive a projection between 1.0 and 2.0 WAR though their first six seasons, and then any residual players who received Future Value (FV) grades of 45 or higher from Dan. Note that I generated forecasts only for players who accrued at least 200 plate appearances or batters faced last season. Also note that the projections for players over a relatively small sample are less reliable, especially when those samples came in the low minors. Read the rest of this entry »


KATOH Projects: Los Angeles Dodgers Prospects

Previous editions: Baltimore / Boston / Chicago AL / Chicago NL / Cincinnati  / Cleveland / Colorado / Detroit / Houston / Kansas City / Los Angeles (AL) / Miami / Minnesota / Milwaukee / New York (NL)

Yesterday, lead prospect analyst Dan Farnsworth published his excellently in-depth prospect list for the Los Angeles Dodgers. In this companion piece, I look at that same LA farm system through the lens of my recently refined KATOH projection system. The Dodgers have the third best farm system according to KATOH, trailing only the Brewers and Astros. They have the most projected pitching WAR and the most WAR coming from 3.5+ WAR players.

There’s way more to prospect evaluation than just the stats, so if you haven’t already, I highly recommend you read Dan’s piece in addition to this one. KATOH has no idea how hard a pitcher throws, how good a hitter’s bat speed is, or what a player’s makeup is like. So it’s liable to miss big on players whose tools don’t line up with their performances. However, when paired with more scouting-based analyses, KATOH’s objectivity can be useful in identifying talented players who might be overlooked by the industry consensus or highly-touted prospects who might be over-hyped.

Below, I’ve grouped prospects into three groups: those who are forecast for two or more wins through their first six major-league seasons, those who receive a projection between 1.0 and 2.0 WAR though their first six seasons, and then any residual players who received Future Value (FV) grades of 45 or higher from Dan. Note that I generated forecasts only for players who accrued at least 200 plate appearances or batters faced last season. Also note that the projections for players over a relatively small sample are less reliable, especially when those samples came in the low minors.

1. Corey Seager, SS (Profile)

KATOH Projection: 12.3 WAR
Dan’s Grade: 65 FV

Seager showed what he’s capable of last September when he slashed .337/.425/.561 with the Dodgers. Prior to that, he hit a strong .278/.332/.451 in Triple-A. Seager’s 2015 numbers weren’t particularly gaudy, but he did manage to cut down on his strikeout rate, which was previously the one flaw in an otherwise promising stat line. Shortstops who hit that well at such a young age are few and far between. That’s why Seager has the chance to be a special player.

Corey Seager’s Mahalanobis Comps
Rank Name Proj. WAR Actual WAR
1 Chipper Jones 14.9 33.3
2 Aramis Ramirez 14.4 17.1
3 D’Angelo Jimenez 11.5 7.4
4 Omar Infante 13.2 6.5
5 Jimmy Rollins 12.0 25.6
6 B.J. Upton 16.8 22.4
7 Derek Jeter 11.8 32.9
8 Dustin Pedroia 8.7 30.1
9 Jose Offerman 12.9 7.3
10 Andy Marte 9.3 0.3

Read the rest of this entry »


KATOH Projects: New York Mets Prospects

Previous editions: Baltimore / Boston / Chicago AL / Chicago NL / Cincinnati  / Cleveland / Colorado / Detroit / Houston / Kansas City / Los Angeles (AL) / Miami / Minnesota / Milwaukee.

Yeaterday, lead prospect analyst Dan Farnsworth published his excellently in-depth prospect list for the New York Mets. In this companion piece, I look at that same New York farm system through the lens of my recently refined KATOH projection system. The Mets have the 23rd-best farm system in baseball according to KATOH.

Read the rest of this entry »


KATOH Projects: Milwaukee Brewers Prospects

Previous editions: Baltimore / Boston / Chicago AL / Chicago NL / Cincinnati  / Cleveland / Colorado / Detroit / Houston / Kansas City / Los Angeles (AL) / Miami / Minnesota.

Last week, lead prospect analyst Dan Farnsworth published his excellently in-depth prospect list for the Milwaukee Brewers. In this companion piece, I look at that same Milwaukee farm system through the lens of my recently refined KATOH projection system. The Brewers have the top farm system in baseball according to KATOH, largely due to their recent rebuilding efforts.

Read the rest of this entry »


KATOH Projects: Minnesota Twins Prospects

Previous editions: Baltimore / Boston / Chicago AL / Chicago NL / Cincinnati  / Cleveland / Colorado / Detroit / Houston / Kansas City / Los Angeles (AL) / Miami.

Last week, lead prospect analyst Dan Farnsworth published his excellently in-depth prospect list for the Minnesota Twins. In this companion piece, I look at that same Minnesota farm system through the lens of my recently refined KATOH projection system. The Twins have the sixth-best farm system in baseball according to KATOH.

Read the rest of this entry »


KATOH Projects: Miami Marlins Prospects

Previous editions: Baltimore / Boston / Chicago AL / Chicago NL / Cincinnati  / Cleveland / Colorado / Detroit / Houston / Kansas City / Los Angeles (AL).

Earlier this week, lead prospect analyst Dan Farnsworth published his excellently in-depth prospect list for the Miami Marlins. In this companion piece, I look at that same Miami farm system through the lens of my recently refined KATOH projection system. The Marlins have the worst farm system in baseball according to KATOH. They’re even worse than the Angels. As you’ll see below, there isn’t much to get excited about in Miami’s system, especially from a statistical standpoint.

Read the rest of this entry »


Ruddy Giron: Possible Sleeper in the Padres System

A month ago, I put out the most recent version of KATOH’s top-100 prospect list. The top of the list looked like this:

  1. JP Crawford
  2. Jose Peraza
  3. Orlando Arcia
  4. Corey Seager
  5. Ozhaino Albies
  6. Julio Urias
  7. Max Kepler
  8. Ruddy Giron

Seven of those eight players are consensus top prospects. Baseball Prospectus and Baseball America ranked each of the first seven in their top 100s this winter, while six of those seven — excluding Peraza — cracked Keith Law’s list. Crawford, Arcia, Seager, Albies and Urias didn’t just make those lists, but ranked very close to the top. And then, ranked eighth overall, is a prospect excluded from all the industry’s most notable top-100 lists: Ruddy Giron.

Who?

Read the rest of this entry »


Revisiting Baseball America’s Top-10 Prospects from 2006

Flashback to February of 2006. Lindsay Lohan has never been to jail, Steve Irwin’s alive and well, and we still have three years of Bieber-free living to look forward to. More importantly, though, Baseball America has just put out its annual top 100 prospect list.

Now that a decade’s passed, and we know how each of these players turned out, let’s look back at some of these players’ prospect years. Perhaps there are lessons to be learned — statistically or otherwise — from their case studies that might be useful in evaluating today’s prospects. Keep in mind that these players are all just anecdotes. They represent merely a few data points among thousands, and therefore shouldn’t be used to draw any sweeping conclusions. But still: real-world examples are always fun, and names and faces are a great way to bring macro-level trends to life.

Below each name, you’ll see three WAR figures. The first is that player’s historical KATOH forecast — that is, what KATOH would have projected given the relevant prospect’s minor-league numbers. The second was calculated using the formula derived by Jeff Zimmerman in this year’s Hardball Times Annual applied to each player’s 2006 BA ranking. The third is that player’s actual (positive) WAR total throughout the period of time forecasted by KATOH. (So for players 22 and younger, that’s thru age-28. For players 23 and over, it’s the first six years.)

Essentially, you have KATOH’s projection, BA’s projection, and what actually happened. I tried to glean some sort of lesson from each of these case studies, even if the lesson wasn’t particularly ground-breaking.

1. Delmon Young, OF (Profile)

KATOH: 13.9 WAR
BA: 20.3 WAR
Actual: 3.6 WAR

Just like everyone else, KATOH was all in in Delmon. It was kind of hard not to be. Young hit .322/.388/.538 as an 18-year-old in A-Ball, and then slashed .315/.354/.527 between Double-A and Triple-A. And he stole bases, too. He had it all, or at least it looked like he did.

His one flaw was his plate discipline. Both his strikeout and walk numbers left a little to be desired, but dwelling on those numbers feels like nitpicking. His 7% walk rate was certainly acceptable, and his 19% strikeout rate wasn’t terribly concerning (even considering that 19% then might be equivalent to 22% now). When a player is so good at everything else, you can let things like that slide. You kind of have to, or else you’d be down on nearly every prospect.

As you know, Delmon never panned out. The plate discipline was the biggest culprit — although his weight problems certainly didn’t help, either. As of this writing, Young is a 30-year-old who’s been without a team for the better part of the last year. He was a replacement-level player or worse for most of the last decade.

Lesson
I guess the takeaway is to be wary of hitters who have great tools and minor-league numbers, but also possess an unrefined approach at the plate. Although, I’d be lying if I said I could have seen this coming. The strikeout rate was a warning sign, but the truth is that 19-year-old Delmon Young gave us little warning that we were in for a decade of replacement-level play. More often than not, players as talented as Young make the necessary adjustments. Sometimes they don’t.

Read the rest of this entry »


KATOH Projects: Los Angeles Angels Prospects

Previous editions: Baltimore / Boston / Chicago AL / Chicago NL / Cincinnati  / Cleveland / Colorado / Detroit / Houston / Kansas City.

Earlier this week, lead prospect analyst Dan Farnsworth published his excellently in-depth prospect list for the Los Angeles Angels of Anaheim. In this companion piece, I look at that same LA farm system through the lens of my recently refined KATOH projection system. The Angels have the second worst farm system according to KATOH, edging out only the Marlins.

Read the rest of this entry »


KATOH Projects: Kansas City Royals Prospects

Previous editions: Baltimore / Boston / Chicago AL / Chicago NL / Cincinnati  / Cleveland / Colorado / Detroit / Houston.

Yesterday, lead prospect analyst Dan Farnsworth published his excellently in-depth prospect list for the Kansas City Royals. In this companion piece, I look at that same Kansas City farm system through the lens of my recently refined KATOH projection system. The Royals have the 20th-best farm system according to KATOH.

There’s way more to prospect evaluation than just the stats, so if you haven’t already, I highly recommend you read Dan’s piece in addition to this one. KATOH has no idea how hard a pitcher throws, how good a hitter’s bat speed is, or what a player’s makeup is like. So it’s liable to miss big on players whose tools don’t line up with their performances. However, when paired with more scouting-based analyses, KATOH’s objectivity can be useful in identifying talented players who might be overlooked by the industry consensus or highly-touted prospects who might be over-hyped.

Below, I’ve grouped prospects into three groups: those who are forecast for two or more wins through their first six major-league seasons, those who receive a projection between 1.0 and 2.0 WAR though their first six seasons, and then any residual players who received Future Value (FV) grades of 45 or higher from Dan. Note that I generated forecasts only for players who accrued at least 200 plate appearances or batters faced last season. Also note that the projections for players over a relatively small sample are less reliable, especially when those samples came in the low minors.

1. Cheslor Cuthbert, 3B (Profile)

KATOH Projection: 4.1 WAR
Dan’s Grade: 40+ FV

Cuthbert hit .277/.339/.429 as a 22-year-old in Triple-A last year, which earned him a late-season cameo with Kansas City. Cuthbert likely won’t be a star, but he makes a lot of contact, plays a semi-premium defensive position and is young enough that he still has time to improve. Statistically, he looks like a future everyday player, and those don’t grow on trees.

Cheslor Cuthbert’s Mahalanobis Comps
Rank Name Proj. WAR Actual WAR
1 Ian Stewart 4.8 3.1
2 Willy Aybar 3.7 2.4
3 Arquimedez Pozo 3.2 0.0
4 Chad Tracy 2.6 8.0
5 Kevin Young 3.2 4.9
6 Aubrey Huff 4.4 10.9
7 Hank Blalock 4.5 10.4
8 Chase Utley 2.2 32.1
9 Scott Cooper 1.6 6.3
10 Scott Spiezio 1.6 6.6

Read the rest of this entry »