A Decade of ERA-xFIP: Is Clay Buchholz a Buy Low?

The other night was just another typical evening for Clay Buchholz. Five earned runs, including four early, caused frustrated fantasy owners to see 7.11 ERA, 1.74 WHIP in the box score. A quick Twitter search for Buchholz shows the bandwagon (if there was one) has emptied fast. Mass media is feeding the frenzy, especially with the Red Sox performing so poorly over the first few weeks of the season. Buchholz continues to say things about not getting breaks, such as “…ground balls when you want to get them hit at guys for double plays. It seems like the ball is finding a lot more holes right now.” But is he lying?

Below is a table of the top ten qualified starters sorted by ERA-xFIP. Larger ERA-xFIP values indicate that their actual performance seems to be worse than the peripherals involved in the xFIP calculation (K%, BB%, HR/FB%) would imply their results should be more in line with.

Name K% BB% K-BB% BABIP LOB% ERA xFIP Hard% SwStr% ERA-xFIP Y! Own
Kyle Kendrick 13.1% 7.2% 5.9% 0.324 61% 8.73 4.79 43% 5.6% 3.94 2%
Clay Buchholz 27.4% 6.9% 20.6% 0.407 61% 6.03 2.93 31% 11.3% 3.10 35%
Drew Hutchison 15.9% 8.3% 7.6% 0.324 57% 7.47 4.69 28% 8.6% 2.78 46%
Kyle Lohse 15.4% 5.4% 10.1% 0.271 59% 7.01 4.42 34% 8.7% 2.59 39%
Joe Kelly 25.6% 6.6% 19.0% 0.299 59% 5.72 3.23 35% 8.9% 2.49 19%
James Paxton 21.5% 6.6% 14.9% 0.313 56% 5.74 3.50 28% 8.1% 2.24 48%
Mark Buehrle 8.3% 5.3% 3.0% 0.38 72% 6.75 4.64 35% 4.5% 2.11 14%
Rubby de la Rosa 24.4% 6.3% 18.1% 0.293 64% 5.40 3.44 26% 10.2% 1.96 6%
Chris Sale 21.1% 5.3% 15.8% 0.373 63% 5.32 3.42 17% 11.6% 1.90 99%
Jon Lester 23.0% 4.9% 18.0% 0.36 64% 4.71 2.85 24% 9.7% 1.86 98%

We see a few middling names on the list who have gotten off to bad starts. For example, Kyle Kendrick, Kyle Lohse, Mark Buehrle. While they have large splits, even assuming they are projected to pitch better going forward is probably not enough. Their version of “better” might not be satisfying enough for typical mixed leagues (although a few names on the list are probably nice targets in deeper or AL/NL-onlies). Toward the end of the top ten, we see two giant names from Chicago who haven’t had the greatest of starts this season, but should be expected to improve going forward. But one name sticks out like a sore thumb. At the top of the list, posting the best K%-BB% and second best xFIP on the board is Buchholz. The Boston righty has put up elite ratios to open the season (9th in all of baseball in xFIP) but with terrifying results (10th worst ERA among qualified SP).

So we can easily establish that Clay Buchholz has an enormous ERA-xFIP split. The easy gut reaction is to say Buchholz has gotten horribly unlucky, and his .401 BABIP should come down, especially for a guy whose hard-hit ball percentage is a little elevated, but still lower than Clayton Kershaw’s has been in the small sample size of 2015.

But maybe ERA-xFIP isn’t a good proxy for “luck” for Buchholz. Maybe he’s mentally weak. Maybe he is throwing well 4 out of 5 pitches, but his other 20% are just meatballs down the middle of the plate. Maybe it’s terrible pitch calling/framing/sequencing. Maybe he just is a terrible pitcher, and terrible pitchers are overly buoyed when it comes to DIPS-type metrics. Well, it’s quite easy to observe whether or not these terrible pitcher outliers exist. The next plot shows the frequency distribution of yearly ERA-xFIP among qualified starting pitchers over the entirety of the last decade, binned by 0.06 increments (772 data points, or approximately 80 pitchers per year). The two gray vertical lines highlight the lowest and highest deciles; that is, 80% of all seasons fall between these lines. In simplified parlance, points which fall towards the right side of the curve are “unlucky” (ERA worse than peripherals) and points on the left side of the curve are “lucky” (ERA better than peripherals).

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ERA-xFIP_freq

We can see over the last decade that the median ERA-xFIP is slightly below 0.00 (technically, -0.15). The vast majority of these seasons are clustered around the origin in a nice peak, showcasing that over longer times, ERA tends towards xFIP. Tell me something we don’t know, right? What is perhaps more important for this discussion is how compressed this peak is. On the side of the curve we are interested in (right), only 10% of the seasons have an ERA-xFIP worse than +0.69, with the worst single season being owned by Ricky Nolasco’s +1.83 mark in 2009. Only 5 of the 772 data points are higher than +1.50, and only 33 (~4%) are above 1.00. Buchholz is now labeled as the red dot on the far left portion of the spectrum. With a +3.10 ERA-xFIP split, Buchholz’s start to 2015 (should it persist) would make him the biggest outlier over the last decade but an enormous sum. Perhaps he is the terrible outlier where the peripherals are deceiving and subjective analysis tells the real story, but if he was, he’d certainly be trailblazing ground utterly unheard of in this era of pitching.

What this result establishes is a feasible “upper bound” for an ERA-xFIP split over the course of a full season. There is undoubtedly evidence to envision why a pitcher’s ERA might not match his peripherals. He may give up exceedingly weak contact on fly balls, suppressing his HR/FB% (hello, Matt Cain). Alternatively, he may throw fastballs over the heart of the plate in an attempt to knock his BB% down. Maybe he’s just a giant headcase that melts down when the going gets tough. That said, these “hidden” anomalies which we have not quantified tend to be relatively small, even for the pitchers with the largest splits. Approximately 95% of pitchers post ERA-xFIP splits which are between -1.00 and +1.00 over the course of a full season. This range almost certainly narrows as we start clustering multiple years together. There is very little evidence suggesting that larger gaps (such as the one Buchholz owns) can remain once we start talking about 125 innings instead of 25.

The Boston media and fantasy sphere are filled with stories about how Clay Buchholz should be on the edge of being DFA’ed. As evidenced by his ownership rates, fantasy owners have abandoned ship, even though the righty has posted one of the best peripheral marks in the league. There is just no evidence to suggest his performance to date is sustainable (in a bad way) going forward. And it is tough to recall instances where you’ve seen a guy with his kind of rates floating around on the wire or who can be had for a song. Heck, I saw him go for David Phelps (!) in a 20-team dynasty league after this weeks’s game. Even if you think he can’t sustain his K%/SwStr% gains (i.e., his xFIP is somewhat of a mirage) and he will fall back to the middle, it seems almost a certainty that there’s plenty of profit to be had for patient investors, especially as the depth of one’s league increases. Savvy owners would pounce.





There are few things Colin loves more in life than a pitcher with a single-digit BB%. Find him on Twitter @soxczar.

20 Comments
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Jmerts
11 years ago

It’s his pitch sequencing. He’s getting more Ks because he’s using his changeup and curveball less (which, in my assumption, means he’s almost exclusively using them in two-strike counts, because their K rates are through the roof) but is getting hammered because he’s becoming too reliant on hard stuff. He’s throwing his two-seamer more than ever before by a wide margin, and he’s paying the price for it (.942 opp. OPS against the pitch) As a result, all of his fastball offerings, including the cutter, are getting hit really hard right now. All he has to do is mix his offspeed stuff more, because it seems like hitters know what’s coming.

Sean
11 years ago
Reply to  Jmerts

With the caveat that I haven’t actually watched any of his starts this year, the hard and soft contact numbers say that the type of contact he’s allowing is about in line with his past few years (granted, one of those years was terrible, but the other was excellent). So, if he’s allowing the same type of contact, and the same profile of balls hit, then his increased strikeout rate and decreased walk rate should mean really good things for him this year.

Damaso
11 years ago

Buchholz’ line is extremely similar this year to last year aside from 2 big differences: 1. K% way up 2. Babip way up.

if you dial in a little closer at his batted ball data, you see the only significant change is that he has yet to generate a pop up this year, when last year if my calcs are correct they were about 3% of his balls in play.

popups and strikeouts are near identical in actual value, afaik, even though one generates much prettier fip and xfip numbers than the other.

So I’m thinking all that’s happened in a small sample this year is a bunch of high fastballs have been swung and missed at instead of weakly popped up.

Statistics don't lie
11 years ago

Wondering how Buchholz compares to Arietta as an Oriole. A change of scenery, a new pitching coach – could work wonders. Maybe buy low candidate for White Sox.

Dumpelganger
11 years ago

Shhhhhhhhhhhh

Dan 114
11 years ago

9th worst LOB% this year, and the worst LOB% last year (among qualified pitchers).

Is there any way to filter out performance with men on base outside of the LOB% stat? I’d love to see if his velocity dips or something else happens when someone reaches base because he lets way too many base runners score.

Timbooya
11 years ago
Reply to  Dan 114

Tim Lincecum had this problem – not the velocity dip, but his K%, BB%, babip, etc. were all similar in his Cy Young years and the last few years with bases empty. When runners got on, though, he was one of the worst pitchers.

neal
11 years ago

He melts down with runners on base. don’t know if there’s some deeper reason or if it’s just randomness, but worth looking into maybe.

given the track record of health and performance, you should probably stay away anyway.

pft
11 years ago

Clay has been a mess since Salty left and started the revolving door of Catchers. He is real picky about his C and when he does not click he over thinks on the mound (and thats not his strong point). He was working well with Vazquez but he is gone.

Red Sox should have brought back Salty and made him Clays personal C

He also has been awful working out of the stretch, and RHB’ers have an incredible 500 BABIP. FIP loves him. I think he can be turned around with the right C.

grassyjones
11 years ago

It’s all about how much hair gel he gets on the ball.
Sometimes its too much and his breaking balls go crazy. Other times not enough and they turn into flat meatballs. When it’s just right, hitters can’t touch him.

Seriously, check the tape, he runs his hands through his soaking wet hair and then rubs it on his ass.
Sometimes too much, sometimes not enough.

danny c
11 years ago

most of these theories are…interesting? Since his cost is so low i’d still try and trade for him.

i like kelly as well

elgato7664
11 years ago

There have been 8 pitchers from 2010-2014 with an xFIP under 3.30 and an ERA-xFIP of 2 or more through April.

The average* April ERA was 4.91 with an xFIP of 2.70.
The rest of season* ERA was 3.09 with an xFIP of 3.16.

*Excludes CC Sabathia because he only made 2 starts after his April, remaining 7 starters averaged 26 game starts

Those other 7 starters were: B.McCarthy, Strasburg, Scherzer, Josh Johnson, Hamels, and twice, David Price.

This is much more of an interesting tidbit rather than a prognostication of what’s to come for Clay.

elgato7664
11 years ago
Reply to  elgato7664

FYI, the pitchers added to that list for 2015 are: Lester, B.McCarthy (TJS), and Clay Buchholz. Just missing the prerequisites: Sabathia (3.33 ERA), K.Hendricks (1.95 ERA-xFIP)

Sean
11 years ago
Reply to  elgato7664

Agree that this was a key piece of information missing from the article.

Sure we know that xFIP and ERA will be more in line when the season ends than now. The problem for fantasy owners is understanding which of those metrics is more likely to change and why. If ERA-xFIP is 0.0 for Buchholz at the end of the season, but it’s because xFIP has increase to 6.00 to match ERA, then Clay really wasn’t a great “buy low”

But this shows us that he probably is! Along with his favourable batted ball profile. This post from a few weeks ago is a great complement to the analysis presented here: http://www.fangraphs.com/fantasy/buchholz-up/

Kevin
11 years ago

just seems to be a guy that there are always a myriad of excuses made up for to explain why he’s going to be better, only that by now he’s been around long enough that you probably shouldn’t expect it. i believe there is something systematic at work that keeps him from attaining any kind of consistency even in his underlying skills, never mind his results.

his sterling peripherals could easily go in the tank even as his “luck” normalizes. reminds me of Brandon Morrow in a lot of ways.

Bodio
11 years ago

Buchholz leads the league in 0.471 BABIP with runners on base this year. His GB/FB rate of 3.0 is 6th best while his 18.2% HR/FB rate is bottom-15 (out of 112 qualified pitchers) in those circumstances. If you thought his ERA-xFIP of +3.10 was out of line for the full year numbers (it’s +2.5 now actually), his ERA is 13.2 and xFIP of 3.1 when runners are on base.

evo34Member since 2023
11 years ago

Why on earth use xFIP to compare to ERA? xFIP is not park-adjusted. Take a look at the team xFIP-ERA for the Padres for the last 5 years, if you don’t understand how big of an issue this is..