Let’s Improve Some Pitching Arsenals
Yesterday, we talked about Corey Kluber and Jose Fernandez, who have both made an effort to improve their arsenals in the second half by maximizing the usage of their best pitch — in this case, their similarly frisbee-like breaking balls. Kluber and Fernandez, in this regard, have been inching closer toward following in the footsteps of pitchers like Rich Hill, Kenta Maeda, Lance McCullers, Matt Shoemaker, and Masahiro Tanaka each of whom has thrown some version of a breaking or offspeed pitch this season more often than they’ve thrown a fastball.
A comment by Hill in May seemed to suggest that more pitchers could benefit from being told that they should simply throw their best pitch more often, regardless of whether that pitch is a fastball. Indians pitching coach Mickey Callaway told me more recently that “traditional things take some time to change,” and that the thinking with Kluber was that he could become more efficient in getting ahead in counts by throwing his best pitch, the curve, more often, rather than the more traditional choice of his two-seam fastball.
Guys like Hill, McCullers, Shoemaker, and now potentially Kluber and Fernandez have already made the adjustment to lead with a non-fastball. Because this approach interests me so much, I’m now curious who else might benefit from such a change.
The thinking with Kluber was likely twofold. One, the breaking ball is fantastic. Two, the fastball has graded out as a subpar pitch. That’s what inspired our own Jeff Sullivan to predict the very change that wound up happening back in March, and so that’s where we’ll begin here: an average-or-worse fastball paired with a well above-average secondary offering that isn’t being thrown enough. Using the PITCHf/x individual pitch-type grades on our leaderboards, I identified 39 qualified starters whose fastballs this year have graded out as below-average. From there, to find potentially underused secondary offerings, I looked for breaking and offspeed pitches which have (a) graded out as +1.0 run above average or better per 100 pitches, and (b) been thrown less than 20% of the time this year (but more than 5%, to weed out classification errors and strictly show-me pitches).
This methodology nets us 11 names and 12 pitches, one of which just so happens to be Kluber and his curveball. The rest of the names, along with their primary fastball and potentially underused secondary pitch(es), are as follows:
| Name | Pitch Type | Usage | Runs/100 |
| Anibal Sanchez | Changeup | 15.9% | 3.88 |
| Brandon Finnegan | Changeup | 11.2% | 2.21 |
| Corey Kluber | Curveball | 18.6% | 3.33 |
| Jeff Samardzija | Slider | 17.9% | 2.54 |
| Jerad Eickhoff | Slider | 17.6% | 1.26 |
| Jeremy Hellickson | Curveball | 16.4% | 1.51 |
| Jimmy Nelson | Slider | 15.9% | 1.46 |
| Marcus Stroman | Slider | 11.2% | 1.64 |
| Mike Leake | Cutter | 18.4% | 1.61 |
| Scott Kazmir | Slider | 8.9% | 1.14 |
| Trevor Bauer | Curveball | 18.1% | 1.08 |
| Trevor Bauer | Changeup | 13.2% | 1.05 |
And now I’ll detail five of the pitchers who I find to have the most compelling and/or interesting cases to swap out some fastballs for some slower stuff.
Jerad Eickhoff
It’s funny that the slider popped up, because the pitch for which Eickhoff is more known is the curve, and that pitch just barely filtered out of our search with a 23% usage rate. So perhaps this one is twofold. Eickhoff’s two-seam fastball has been a major problem (.985 career OPS allowed) and the four-seam hasn’t done a great job of taming lefties (.720). The curveball’s been death on all hitters, but especially lefties (.368), yet Eickhoff’s actually thrown more sinkers (27%) to lefties than curves (24%) and has thrown his slider and its well above-average whiff rate to righties less than a quarter of the time.
The potential improvement: scrap the two-seam, more sliders to righties, more curves to lefties.
Jeremy Hellickson
I promise we’ll get to some non-Phillies pitchers in a second, but I found Hellickson too compelling to pass up, mostly because I just wrote at the trade deadline how Hellickson’s more interesting now than he’s ever been, due to a newly discovered changeup that’s getting more whiffs per swing than any other changeup in the game. Hellickson’s kryptonite has always been the lefty, and the changeup could go a long way toward solving that.
The potential improvement: fewer four-seams, way more curves.
Jimmy Nelson
What fueled the Eickhoff and Hellickson selections is that both pitchers possess what appear to be true plus pitches. What fuels Nelson’s selection has more to do with what the fastball’s done. The two fastballs thrown by Nelson this year have combined to be worth -17.1 runs below average, the sixth-worst among all pitchers. Nelson’s gone to the fastballs nearly three-quarters of the time, and the primary sinker’s allowed a .776 OPS. The slider doesn’t look great — it isn’t above-average by whiff rate or ground-ball rate — but the results have been excellent throughout his career (.398 OPS) and something’s got to give.
The potential improvement: fewer fastballs, more sliders.
Marcus Stroman
Maybe this one’s cheating a bit, because Stroman’s already taken the advice, and it’s yielding great results. But that’s worth a note on its own. As the season’s gone on, Stroman’s gone more and more to the slider, leaning less heavily on a sinker that’s been knocked around. At the start of the season, Stroman was throwing nearly 60% sinkers and just 12% sliders. Lately, the sinker usage has dropped down closer to 40%, with the slider and its insane ground-ball rate paired with an average whiff rate doubling in usage to 25%. Since the slider began seeing an uptick in usage, Stroman’s ran a 3.43 ERA and a 3.08 FIP.
The potential improvement: might have already been made; fewer sinkers, more sliders.
Trevor Bauer
Bauer is the only pitcher who had two secondary pitches pop up on our list: both the curve and change are potentially being underused. What makes Bauer’s inclusion interesting is that he’s already made the first step of the Kluber adjustment, in swapping out a four-seam fastball for a two-seam to get the ball on the ground more often.
The potential improvement: even fewer four-seams, more curves and changes.
* * *
Of course, Bauer and Stroman’s deep arsenals in particular provide another much-needed caveat to every suggestion in this post, in that every weapon in a pitcher’s arsenal works together, and perhaps the only reason why these secondary offerings have happened to grade so well is because the usage is already, in fact, close to optimized, and using them any more would only depreciate the value. Sequencing can be just as key, if not more, than usage rates. But there also exists the possibility that good pitches are being underused, like Kluber’s curve, which Callaway said was “such a good pitch that, even if he does throw it more, it’s not going to turn into an ordinary pitch.” None of these pitchers throw a pitch as good as Kluber’s curve, but that doesn’t mean they don’t still have weapons.
August used to cover the Indians for MLB and ohio.com, but now he's here and thinks writing these in the third person is weird. So you can reach me on Twitter @AugustFG_ or e-mail at august.fagerstrom@fangraphs.com.
I have to nitpick a little bit. Seth Lugo has made a couple of starts for the Mets now, and his curveball spin rate ECLIPSES every other starter in the league.
Now through 3 starts (and a dozen total appearances), Lugo’s curveball has an average spin rate of 3337 RPM, but was filtered out of your search because he hasn’t been in the league long enough to throw 200 curves yet. But at 82 samples, it appears to be the real deal.
Sidebar: Lugo’s curveball has a 16.1% swinging strike rate and is allowing a .501 OPS!!!
Awesome topic. For more, Ben Harris of Crashsburn Alley (Corinne’s home base before Fangraphs) did an analysis of Eickhoff’s slider usage back on June 22nd. They’ve also touched on the Hellickson change and curve on the site.
http://crashburnalley.com/2016/06/22/in-june-eickhoff-increasing-slider-usage-and-effectiveness/
What about the reverse? Any pitchers with good fastballs who are overly reliant on weaker breaking pitches?
Hmm, Clay Bucholz CB is a bad pitch, but he’s throwing it more than ever (though it’s only 18.9%) , his cutter is a good pitch, but he’s throwing it at a near career low rate (still 21%). Should probably throw more cutters and less curves.
Ian Kennedy’s fastball has been really quite good, none of his other pitches have been though.
Happ’s FB good, slider bad.
But the thing about abandoning a off speed/breaking pitch and throwing more fastballs, because typically a pitcher already throws a majority fastballs, it can let guys sit on that FB and then suddenly the fastball loses value. So, I suspect, but don’t know for sure, that even a bad breaking/off speed pitch is somewhat useful disproportionate to its actual value.
I’ve explained this before but you cannot judge pitches based on the values you see on Fangraphs or anywhere else for two reasons: One, there is too much noise or sample error, and two, most importantly, the values you see are completely dependent on the counts they are thrown in. For example, if pitcher A has little command of his off-speed pitches, yet they are good pitches otherwise, he is going to throw them much more often in pitcher’s counts and thus they will have very good values. If pitcher B, on the other hand, also has a very good off-speed pitch but he commands it very well, he is going to throw it more often on hitter’s counts and thus it won’t have as good a value even though it might be the same or even better quality pitch.
The value of a pitch also depends on the batters they are thrown to. If a pitcher has a particularly good off-speed pitch he might throw it more to better batters and thus it’s value will be less.
So you really can’t look at pitch values and draw any conclusions whatsoever I am afraid.
Technically if you want to know how good a pitcher’s pitch is, roughly, look at how often it is thrown. The better the pitch the more often it is thrown, regardless of the value. This is kind of circular reasoning if you are trying to figure out whether a pitcher throws a certain pitch too much or too little, but you have to give the pitcher and his pitching coach credit for having a pretty good idea as to how good a pitch is, regardless of it’s “pitch value.”
Remember that game theory tells us the pitch value of every pitch in a pitcher’s arsenal must be equal once we control for context (count, batter, inning, score, base runners, etc.). If it is not, then the pitcher is likely not using optimal frequencies. But you will still run into severe sample size/error issues even using this kind of analysis.
I do suspect that pitchers overall probably use the fastball too often, but you can’t really tell without the kind of analysis I discuss above.
The main point I want to make is that by looking at the pitch values of individual pitchers, you aren’t really going to get anywhere mostly because there is just too much noise. By definition if you look at pitchers who have the largest discrepancies in the values of their fastballs and off-speed pitches, you are looking at the ones with the most sample error. That is problematic.
Do the Fangraphs run values reflect at bats ending on that pitch, or everything afterwards? You want the benefit of an 0-2 count to be accounted on the pitches that generated that count, not the pitch that takes advantage of it. As you said,a crummy pitch thrown only in 0-2 will get good results. But those really come from the earlier pitches that got two whiffs, fouls, or called strikes.
we clearly need to develop a pitchcount neutral metric for pitch quality!
Far from expanding his use of the slider, Samardzija has given it up altogether in his last few starts. Presumably this is connected to him starting to throw a curve and a lot more split-finger changeups so that the slider has fallen by the wayside. I really don’t understand this reasoning as the slider is in any case his most effective pitch. Hopefully when he gets over the excitement of throwing a curve he’ll remember the slider, in time for the playoffs.
Tim Lincecum is running a 1.136 OPS against this season. Clearly he would improve by throwing a beanball on every pitch.
Well that won’t help… if he HBP the next ten consecutive batters his OPSA would go *up* to 1.161 [OBP goes up, SLG stays the same].
And he’d probably allow a lot of runs 🙂
Chris Archer should throw ONLY sliders. Also, did he actually just abandon the 2-seamer this year, or was PITCHf/x just wrong on that one?