SSNS: Tanaka, McCutchen, Karns, Judge

#3: May 3
#2: April 24
#1: April 13

* * *

It’s episode No. 4 of my Small-Sample Normalization Services, which, in Star Wars terms, means this will be, like… the 3rd-best post of the series? Is that how that works? I know to nothing about what’s believed to be the consensus on the merits of each film. I already regret making this stupid comparison.

Allow me, then, to touch upon (and revisit) some players whose performances through six weeks are worth critiquing. Six weeks is still a considerably small sample when it takes hundreds of plate appearances (or, for ball-in-play metrics, batted balls) for certain standard and advanced metrics to become reliable (or, in common but sometimes misused parlance, “to stabilize”). Check previous posts for the rules, but know that a rating of 1 means Hype City and a rating of 5 means, uh, Alarm City. A 3, therefore, would be neutral.

All graphs pulled prior to yesterday’s games.

* * *

Name: Masahiro Tanaka, NYY SP
Games started: 8
ERA: 5.80
xFIP: 4.22
EPL: 5
Assessment: I featured Tanaka barely two weeks and two starts ago. The situation has only grown more dire, adding a buck-64 to his ERA following the worst start of his career. Although he’s racking up more ground balls than ever, his strikeouts and walks per nine innings (K/9, BB/9) have suffered demonstrably. Meanwhile, his batting average on balls in play (BABIP) — which, for nearly 500 innings, bested the league average by 30 points — now stands at an awful-for-him .312. And the strand rate (LOB%), at 70.4%, suggests there might not be much ERA relief in sight, unless his inflated rate of home runs per fly ball (HR/FB) regresses sharply toward his career mean. And that probably could and should happen. But the xFIP, which normalizes HR/FB, is still an eyesore. Yet a light at the end of this tunnel:

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It’s hard to tell, given they’re on different scales, but you can distinguish the trend: Tanaka’s strikeout rate (K%) moves in tandem with his swinging strike rate (SwStr%). The two correlate strongly with each other; eyeballing it, you see that when his swinging strikes are above average (in other words, above the red dashed line), so, too, are his strikeouts (above the blue dashed line), and vice versa. Yet while his swinging strike rate has remained mostly above-average this year, his strikeouts have vanished. It seems sequencing has absolutely ravaged his ability to suppress baserunners. (To attest: his whiff rate is a full 3.5 percentage points higher in two-strike counts, so it’s not like he’s less dominant in such situations.) Even his contact quality allowed is not atypical for him.

So, I’m optimistic. Everything looks good under the hood, including his velocity (for those concerned with his once-balky elbow), which has actually ticked upward. It’s hard to stomach, but I think you have to wait it out. If the regression gods smile upon him, he could be in for a huge second half. One day, maybe I’ll regret this analysis. But I’m having a very hard time finding a smoking gun.

AEPL: 3

* * *

Name: Andrew McCutchen, PIT OF
Games played: 37
ISO: .190
BABIP: .221
EPL: 4
Assessment: It’s nice to see Cutch making more contact and sustaining his power. And he’s on pace for about a dozen steals — a pleasant development in light of his 6-for-13 success rate on stolen base attempts last year. (His baserunning demise was slightly overblown, but I think it’s still likelier than not that he doesn’t reach double-digit steals this year, despite what Steamer and ZiPS think.) Unfortunately, I’m not here to discuss McCutchen’s merits. I’m here to discuss his faults:

I frequently discuss the ebb and flow of player performance, and you can see it in the graph. Like a (sine) wave, Cutch’s BABIP rises and dips in sustained sequences. Yet that wave no longer revolves around his career mean, which since the start of 2016, has been in freefall:

McCutchen could barely scrape together a .325 BABIP for any prolonged period in 2016, let alone a .425 BABIP (as he did in 2015). For me, 2017 would be a test to see if 2016 was a fluke. He’s obviously off to a bad start, and we should probably grant him patience for that. But it does nothing to dispel my concern. It would be blasphemous if his BABIP didn’t rebound to some degree this year, but I have dismissed the idea of it ever again being robustly (or, perhaps, at all) better than league average. It effectively caps his batting average at .270.

AEPL: 4

* * *

Name: Nathan Karns, KC SP
Games started: 7
K%: 28.4%
BB%: 7.7%
EPL: 1
Assessment: The Royals are allotted one starting pitcher breakout per year, apparently. Jason Vargas‘ early-season shine has started to fade; his 3.72 xFIP betrays his ridiculous 1.01 ERA (so if you haven’t sold high on those still buying a true breakout, you might want to… but, to be clear, this doesn’t mean I don’t believe in him to an extent). No, it appears its’s Karns who has received the baton from Danny Duffy. Oftentimes, I happen upon these leads on my own, but it’s a tweet by Stephen Nickrand (of BaseballHQ) that brought Karns, of whose recent success I was completely oblivious, to my attention. Of course, I sought to find out why he started to succeed so remarkably:

His curveball has abused opposing hitters, registering a 26% whiff rate and 69% ground ball rate. This might be an easy development to dismiss were it not for the additional 1.7 mph he has tacked onto the pitch since last year and he’s living almost half a foot lower in the zone. Combine all of that with his decision to throw more curves with each passing game (approaching half of all of his pitches thrown), and it’s easy to understand this recent surge. It remains to be seen how well these gains hold up in the long-term. I’m concerned that his evasion of the zone and lack of first-pitch strikes could disappear should the league figure him out. Fewer hacks at his borderline pitches could lead to not only fewer strikeouts but also more walks. Overall, color me skeptical, but my excitement far outweighs my concern.

AEPL: 2

* * *

Name: Aaron Judge, NYY OF
Games played: 33
HR: 14
SB: 2
wRC+: 209
EPL: 1
Assessment: Normally, I come here to shrug off undue hype. Here, I wish to catalyze it.

Aaron Judge might already be better than Giancarlo Stanton.

Behold, my masterful Microsoft Paint skills. Judge’s power display thus far is exemplary, but it surprised me to know it straight-up rivals Stanton’s best streaks. Moreover, Judge has put forth his best Peak Stanton impression with better contact skills; never has Stanton accomplished an ISO as high as Judge’s .427 mark in conjunction with a swinging strike rate as good as Judge’s 11.7% mark. In fact, Stanton’s best-ever 33-game rolling whiff rate is 10.4%, during which he only (“only”) achieved a .254 ISO. In other words, Judge, while hitting way over his head, definitely holds a candle to Stanton, Major League Baseball’s most prodigious power threat, when he’s at his best, and then some. If it felt up until now like the hype was overblown… well, it might actually be warranted. I’ll allow it.

AEPL: 1





Two-time FSWA award winner, including 2018 Baseball Writer of the Year, and 8-time award finalist. Featured in Lindy's magazine (2018, 2019), Rotowire magazine (2021), and Baseball Prospectus (2022, 2023, 2024, 2025). Biased toward a nicely rolled baseball pant.

23 Comments
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dl80Member since 2020
9 years ago

The order from best to worst goes:

V, IV, III.5, VI, VII, (insert awful prequels here in any order)

So in initials, that’s ESB, ANH, RO, ROTJ, TFA, awful prequels here.

Choos on first
9 years ago

Rogue One was great, and I have no problems ranking it interchangeably with A New Hope or Jedi

WerthlessMember since 2020
9 years ago

Not sure why you’re comparing Stanton and Judge small sample ISOs to small sample Swinging strike %. How about HR/FlyBall% instead?

Judge has hit 30 flyballs in 34 games, and somehow has 14 HRs (47% of flyballs are HRs). What is he going end up at? 35%?

jskelly4
9 years ago

So, given this analysis would you trade Stanton to get Judge straight up?

Also, love this series!

thwerve
9 years ago
Reply to  Werthless

I think Alex could make a pretty similar point using HR/FB rate – Stanton has held a 40-45% HR/FB rate 4 times during using a 33-game rolling average (held for some time thrice), never higher than that, running a 26-36% K rate.

http://www.fangraphs.com/graphs.aspx?playerid=4949&legend=1,2&statArr=35,47&split=base&time=game&ymin=&ymax=&start=2010&end=2017&rtype=mult&gt1=33

Judge is basically sitting for a 33-game stretch with a very slightly higher HR/FB rate than Stanton has ever had, with similar K rate and significantly better SwStr%. I mean I don’t think anybody expects Judge to maintain that HR/FB, but to reach a 33-game small sample peak that Stanton has only touched 4 times is quite impressive and indicative of a player who could be very, very productive even after some regression to the mean.

If Judge can continue to make contact at this rate, I think his biggest flaw next to Stanton might be that he’s only hitting 36% flyballs this year compared to Stanton’s career 40%. However, I also just noticed that Judge’s career IFFB% rate is a rather sexy 1.9%, something Stanton struggles quite a lot with. So probably a good argument there that Judge shouldn’t go out and try to add and loft to his swing.

WerthlessMember since 2020
9 years ago
Reply to  thwerve

Yes, thanks for researching. Very interesting statistic.

Do we conclude that Judge is more amazing than Stanton because he’s hitting a level that Stanton has rarely reached, or are we more skeptical of the sustainability of Judge’s performance since even Stanton has rarely reached it?

Big Judge fan here, and it’s an interesting discussion, and certainly a temptation to believe that true talent changes are what is being reflected when a player makes a leap. We’ll see if pitchers can find a weakness over time…

thwerve
9 years ago
Reply to  Werthless

I mean I think my main conclusion is that Judge is remarkably more Stanton-esque than any of us really believed early in the season. I think it’s within the range of possibilities that he’s more amazing, but it’s more probable he settles into a very good hitter somewhere below Stanton’s peak years as things naturally fluctuate and he’s almost certainly at a high-water mark.

For example I would not be surprised if his strikeout rate spikes up from his early season – the fact of the matter is he’s a power hitter with a huge frame with gigantic levers and a big strike zone to cover. Maybe the pitchers will be able to coax more groundballs out of him. But however it goes, you see him achieve the near-Stanton exit velocities with a shorter swing than Stanton, you him take swings that look like he got jammed and somehow the ball just floats out of the yard, you see the 35.7% xHR/FB, you see his chase rate, it’s looking awfully like a very good hitter even if not a great one.

Francis C.
9 years ago
Reply to  Werthless

FWIW, I tried to calculate Judge’s Park Adjusted xHR/FB using Mike Pod’s xHR/FB equation before yesterday’s game and I got 35.7%. A delta of 11% from his current (before yesterday’s game) 46.7% HR/FB rate. 35.7 HR/FB% would still be 7% higher than last season’s leader, Ryan Braun at 28.8%.

Mike PodhorzerFanGraphs Staff
9 years ago
Reply to  Francis C.

Yes, while Judge has obviously been “lucky”, the smarter takeaway is holy shit, Judge is actually for real.

fangraphs3
9 years ago

Does the fact Tanaka had a 6.89 ERA vs Houston in three career starts prior to his matchup with them on Sunday ease any concern? He hasn’t been typical Tanaka, but the Astros seem to just have his number

Ryan DCMember since 2016
9 years ago

I missed out on Morton so I’ve been thinking about picking up Karns (probably dropping Taijuam Walker) because as soon as his home runs drop to a more sustainable level (probably not worse than 1.4HR/9 given his grounder rate and Ks, possibly much better given his home park) I have a feeling he is going to break out in a big way.

znaon13Member since 2021
9 years ago

Would you rather have Tanaka or Arrieta ROS?

Frederic Kass
9 years ago

Do you prefer Karns to Godley, Manaea and Wheeler?

wobatusMember since 2024
9 years ago

I thought the link was going to be to John Mulaney’s Law & Order routine, judge who allows everything: “Hmmm, I’ll allow it…but watch yourself, McCoy.”

danMember since 2016
9 years ago

I think we are getting a little too deep into the numbers on Tanaka (i know that’s what we do here!!).

It has been mentioned more than a few times that he has a mechanical flaw.

“Tanaka has shown a tendency this season to have “his legs get just a bit out front of his body,” [one] scout said.

The result: Tanaka’s right arm being slightly behind in his delivery, causing all sorts of problems, from poor location to loss of movement, the scout said.”

Supposedly, Tanaka has worked hard this week to fix this flaw. For me, I’m going to be watching the next 3 starts, since I don’t think he’ll be able to just flip the switch immediately. After that – I’ll check back with the numbers.