My Favorite Andrew Miller Fact
Most of what I do here is provide you with fun facts. Let’s be real — you already have a decent idea of which players are good and which players are bad. A healthy portion of my job, then, is to tell you what you already know, but in some new and different way. When it works, I think we all get to come away feeling smart! Hopefully it continues to work.
What I have for you here is an Andrew Miller fun fact. Not just a fun fact — my absolute favorite Andrew Miller fun fact, at least of the moment, at least as long as it’s factual. It’s not like you didn’t already know that Andrew Miller is good. We all came to terms with that years ago, and Miller hasn’t gotten any worse. He’s gotten better! Boiled down, this post is just “Andrew Miller is great at pitching.” But there’s this thing, see. He turns hitters to brain-dead mush.
You know what O-Swing% is. It’s a PITCHf/x stat. It measures the rate of swings at pitches out of the strike zone. Similarly, you know what Z-Swing% is. It measures the rate of swings at pitches in the strike zone. Pretty obviously, batters are more likely to swing at strikes than balls. This year, the league-average O-Swing% is 30%. The league-average Z-Swing% is 63%. These numbers have remained fairly stable over the years.
Focusing now on Miller — setting an embarrassingly low minimum of 10 innings pitched, Miller owns baseball’s highest O-Swing%. (He’s easily cleared that minimum, but I just wanted to be inclusive.) That’s a good thing for Miller, because pitchers love it when hitters chase. Now we can move a column over in the leaderboard. Miller also owns baseball’s lowest Z-Swing%. That’s another good thing for Miller, because a taken strike is a free strike. No damage possible on taken strikes!
That gets us most of the way to the fun fact. Let’s put it all together now. Miller doesn’t just lead the league in both statistics. As I write this on Wednesday afternoon, Andrew Miller actually has a higher O-Swing% than Z-Swing%.
Think for just one second about what that means. One second is all you should need. Batters have been more likely to swing against Andrew Miller when he’s thrown would-be balls. That’s an absurdity, something that shouldn’t be possible, and even though I know we’re working with a smaller sample size, look at the current top 10 in swing-rate difference:

| Pitcher | O-Swing% | Z-Swing% | Gap |
| Andrew Miller | 46% | 44% | 2% |
| Oliver Perez | 33% | 46% | -13% |
| Dellin Betances | 33% | 49% | -16% |
| Pedro Strop | 38% | 54% | -16% |
| Aaron Nola | 34% | 51% | -17% |
| Hector Neris | 44% | 61% | -17% |
| Jeremy Jeffress | 40% | 58% | -18% |
| Joba Chamberlain | 35% | 54% | -19% |
| Luke Gregerson | 43% | 62% | -19% |
| Ryan Pressly | 41% | 60% | -19% |
Miller’s O-Swing% is two points higher than his Z-Swing%. Perez is second-best here, yet worse than Miller by 15 points. The difference between first and second place is the same as the difference between second and 77th place. Statistically speaking, Andrew Miller shouldn’t exist. And though this particular truth doesn’t hold up if you expand the sample to the last calendar year, Miller does remain in the big-league lead in this measure.

| Pitcher | O-Swing% | Z-Swing% | Gap |
| Andrew Miller | 43% | 51% | -8% |
| Dellin Betances | 33% | 51% | -18% |
| Zach Britton | 43% | 62% | -20% |
| Xavier Cedeno | 38% | 58% | -20% |
| Luke Gregerson | 43% | 63% | -20% |
| Pedro Strop | 37% | 58% | -21% |
| Ryan Pressly | 40% | 61% | -21% |
| Aaron Nola | 33% | 54% | -21% |
| Tony Zych | 33% | 55% | -22% |
| Tyler Lyons | 35% | 58% | -23% |
It’s pretty clear this isn’t a fluke — Miller simultaneously discourages swings, and encourages them. He just encourages hitters to take the wrong swings, and he’s doing that in 2016 more than ever. Some short time ago, I wrote about how Aaron Nola is good at this. He’s very good at this! Miller is just on another planet. I also remember writing, way back, about how Henderson Alvarez had a higher O-Swing% than Z-Swing% as a hitter. Andrew Miller has effectively turned hitters into bad-hitting pitchers.
This plot shows the course of Miller’s progress since the dawn of PITCHf/x:
Just in case you missed that:
You can see Miller getting better and better, and now the lines have crossed. I don’t know if they’ll stay crossed — it’s hard to imagine they could stay crossed — but Miller most assuredly has this skill. It’s the skill of strike-zone deception, and it appears to be related to increasing slider usage. Batters don’t know what to do with it, and Miller has a keen sense of when to throw a slider in the zone, or when to throw a fastball. Here is how Miller has used his pitches this season, with fastballs on the left and sliders on the right:
The slider works right off of the fastball, darting glove-side and down. Miller has been consistent with how he’s thrown it, controlling the pitch better than ever, which leads to a 62% rate of sliders thrown, which leads to the following plot of swing rates by area:
As a hitter, you go up expecting the slider. It’s Miller’s primary pitch, so it’s right there in a hitter’s mind. Because hitters are thinking about the slider, Miller can put a fastball by them — only R.A. Dickey has a lower fastball Z-Swing%. But the slider is still overwhelming, because Miller uses it with such expert precision. It still looks like a fastball until it does things fastballs don’t do, and that’s when batters are left helpless. Miller can think along with them, and when a pitcher has smarts, stuff, and accuracy, that’s how you get something like Miller’s present stat line.
Here is a representative plate appearance. It’s not always this easy for Miller, but it might as well be.
It’s not representative, in that Miller threw twice as many fastballs as sliders. But Jean Segura was not expecting that, which Miller used to his own advantage. The two fastballs were perfectly placed, and then the slider was perfectly placed, and even when Segura was probably expecting the slider, it didn’t matter for a hill of beans. A good pitch, thrown properly, is almost untouchable. Andrew Miller throws only good pitches.
What Miller has done to this point is almost genuinely unbelievable. I do believe it. I have to — I wrote a whole damn post about it. But even I wonder about some kind of glitch. Something that explains why Miller looks so extraordinary. What I have to conclude for now is that Miller is just a glitch of nature.
Jeff made Lookout Landing a thing, but he does not still write there about the Mariners. He does write here, sometimes about the Mariners, but usually not.




As you started talking about O zone % and Z zone %, and with the background of it was going to be an amazing fact, the thought that his O zone % might be higher than his Z zone % flashed into my head, but I instinctually dismissed it as absurd.
I had the exact same reaction. I read, ‘You know what O-Swing% is’, and thought, “Could it be? No, that’s insane. It has to be something like, he’s highest in O-Swing and lowest in Z-Swing. That would be crazy, but it wouldn’t be impossible.” Turns out, I was right! Except it was also the other thing too.
Andrew Miller is crazy. Recently, there was a rumor that the Giants might be interested in him, and I am generally opposed to signing incredible relievers because of the inherent volatility they carry and the potential to overpay. But I really, really want Andrew Miller, and I don’t care if my team gives up significant assets to get him.
He’s obviously great but i hope that the giants wouldn’t give up much in terms of young talent to get him, and i seriously doubt they would. That’s the thinking of a team which desperately wants one championship so much that they don’t think about the future. It’s for losers.
Yeah they would never trade away a Zack wheeler.
Are you referring to the same Zack Wheeler that last pitched in 2014. In his last season he played, he had 185.1 IP, ERA+ of 97 and was worth .9 WAR. I understand he was 24 at the time and he had some promise but I think that as he’s being discussed, he’s a pretty overrated player. Now that he’s had a TJ as well, I just don’t see the shine on Zach Wheeler that others see.
His performance after the trade is moot. John said the giants don’t give up young talent and that it is for losers, I was making mention of when they did it. Granted he is now throwing off a mound and should be back around the break.
While I agree that the way that John phrased his argument was a bit off-putting, it’s not like Zack Wheeler was a great prospect a the time either. In 2011 he was in High A ball San Jose. He was 2 years young for the league at the time. He had a very high 4.81 bb/9 and solid 10.02 k/9. He threw 88IP in 16 starts and had a 4.49 FIP. I don’t see that as an elite prospect. His performance at High A likely was not the reason for prospect status but more likely due to his draft position, 1-6.
I do not believe the process of that trade was as bad as some would like you to believe. At the time of the trade the Giants were 3 games up on the DBacks for the division lead. Acquiring Beltran for the playoff push made sense with Posey out for the duration of the year.
He was a ~top 50 prospect at the time. Bp had him at 36.
He is also on pace* to be just the 2nd relief pitcher since 2002 to have an xFIP below 1. (Kimbrel 2012)
So batters would be better off deciding whether to swing before the pitch is thrown based on the likelihood that the pitch will be in the zone (according to how often Miller throws strikes in certain counts).
Pretty much. Judging high velocity fastballs from high velocity sliders is the most difficult thing to do at the plate.
There’s a reason why sliders thrown and batter strikeouts have increased together (along with velocity).
Plus he doesn’t throw “backdoor sliders” which sometimes hang out over the plate (also know as “Rusty Nails”). His sliders go down and in to RHBs, down and away from LHBs. They’re both screwed.
I would bet that they guys that go from “failed starter” to “dominant reliever” are pretty much all high velocity fastball-slider types. It’s an awesome combo for relief, but not generally for starting. An elbow just cant tolerate that high of a percentage of sliders for that many pitches.
I believe that’s how Mark Reynolds swings against every pitcher.
The Yankees 7th and 8th inning guys are #2 and #1 in this over the last calendar year respectively. That is just silly.
“That’s an absurdity, something that shouldn’t be possible…”
I agree that having a higher O-Swing % than Z-Swing % is absurd, but there’s nothing that says it shouldn’t be possible. Unless I’m confused about the way Pitch-FX determines the whether a pitch is in zone or not (I’m not really sure how it works).
I don’t think you’re confused about Pitch-FX, I just think you’re confused about the typical use of the English language
Love this! So hitters that face Miller act irrationally…the question then becomes if this article was a must read for all players, would they learn and adjust to improve against him? If not, we’d have the definition of insane…
This has many parallels with stock markets as investors regularly buy high and sell low, while the market, Miller, continuing to deceive the, day and night.
Great analysis!
Even more amazing considering he was a guy who had horrible control for the first 6-8 years of his career. Oh, the beauty of converting to RP!
Imma let Andrew Miller be awesome, but holy shit, Ollie Perez is second on the list?
Hey, this is only the 3rd straight season that he’s put up more than a 11 K/9.
And hector rondon is beating him in fip. Crazy world.
Fascinating article! Can’t help but notice Aaron Nola’s name on this list, further proof that his curveball is a truly devastating pitch, wouldn’t be surprised to see opponents attack him earlier in the count as his FB is merely average.
Excellent.
Best sports writing I’ve read in months.