Showing posts with label Bronson Arroyo. Show all posts
Showing posts with label Bronson Arroyo. Show all posts

23 March 2014

Science of Baseball: The Most Deceptive Repertoire for a Pitcher, Chris Tillman

Predicting a Baseball's Path
Bahill et al. 2005
American Scientist
Imagine being at the center of the most dramatic moment in baseball. It's the bottom of the ninth inning of the seventh game of the World Series—two outs, the tying run on second, the winning run on first, and you are the batter. Everything depends on you. The trouble is: The most fearsome pitcher in baseball stands on the mound. He has an awesome assortment of pitches: fastball, change-up, curveball, slider and knuckleball. You want any advantage that you can get in predicting where each pitch will go.

With the crowd going wild and sweat pouring from your every pore, you have to concentrate on the ball that is about to be launched in your direction. You must gather as much information about the pitch as quickly as you can in order to make crucial decisions.

As we will show, you get just a few hundreds of milliseconds to figure out what kind of pitch—perhaps traveling at almost 100 miles per hour—is heading toward the plate. In that instant, you must observe the ball's spin and predict how it will move on its way to the plate. It's a daunting computational task. Luckily, we can describe a few clues for you to use. And you will need them soon, because that fearsome pitcher is rocking back on his pivot leg. In a split second, his arm will swing through a great arc and send a baseball hurtling your way.
Usually, we stick to peer-reviewed original research or, when feeling a bit playful, a thesis.  However, the above article comes from a science magazine and is a piece that is too often forgotten.  The article considers pitch movement, how a pitch chances velocity, and other factors a pitcher can use to deceive hitters.  However, my focus will be on the pitch repertoire they suggest.

4S on left, 2S on right
Much of this is already known, but it is good to get actually empirical data on seam flickers with pitches.  Briefly, what they found was that a four seam fastball and a curveball appear the same.  They look white with a slight red tinge.  Meanwhile, a two seam fastball has two lines on it due to the back seam rolling over and over.  This suggests that batters should have more difficulty discerning differences between a four seam fastball and a curveball as opposed to a two seam fastball and a curveball.  As such, we should expect a larger proportion of pitchers utilizing the four seam fastball / curveball combination and that this pitch selection probably results in a more successful pitcher.

A mix of a four seam fastball and a curveball is actually a rather common one and a pairing that is utilized by many successful pitchers (a third of all starting pitchers who had enough innings to qualify for ERA used this approach).  In fact, 69% of pitcher who throw a four seamer more than 40% of the time also utilized a curveball more than 10% of the time.  The list of pitchers who did that is listed below (note: I combined curveball and knuckle curve designations even though the study did not considered recognition issues with knuckle curves. Locke, Minor, Tillman, and Burnett were noted as knuckle curve throwers).


4S CU
Shelby Miller 74 19
Jordan Zimmerman 62 12
Clayton Kershaw 61 13
AJ Griffin 59 16
Jeff Locke 58 19
Matt Harvey 58 13
Mike Minor 57 14
Lance Lynn 56 10
Jose Fernandez 53 34
Jose Quintana 53 19
John Lackey 52 10
Chris Tillman 50 17
Stephen Strasburg 49 23
Julio Teheran 47 13
AJ Burnett 46 35
Felix Doubront 46 14
Eric Stults 45 11
Justin Verlander 44 14
Far fewer starters lean on two seamers, which might be telling in and of itself.  Where the 40% or more four seam use had a group of 26 pitchers, the two seam 40% or more use has a group of twelve (15% of qualified SP).  Only Kris Medlen (44% 2S, 18% CU), Joe Saunders (42% 2S, 11% CU), and Bronzon Arroyo (41% 2S, 12% CU) utilize the curveball to any significant extent.  With such a small sample size, it is difficult to tell whether the group mark of 25% is significantly less than the 69% displayed in the 4S group using their curveballs, but it certainly looks like there is a difference between those populations.

Moving forward, there is a great analytical opportunity I hope to be able to investigate further.  We should be able to take a look at optically similar projectiles and compare that to the flight path in a ball at the last point of batter reaction, which is about a third of the way to the plate.  I would think that the more similar in position a pitch is that looks like each other, the more deceptive it will be.  Likewise, there is probably some sweetspot where dissimilar pitches that take the same path will be as confusing as similar looking projectiles with more different paths.

11 February 2014

Peter Schmuck Is Wrong on Bronson Arroyo

Peter Schmuck of The Baltimore Sun has been beating the "Orioles and Peter Angelos aren't spending enough money on free agents" drum pretty loudly, and it's a popular one among fans. I agree that spending money on free agents -- specifically top-tier ones -- seemed like a good idea heading into the offseason. The O's made the playoffs in 2012, were competitive in 2013, and could use a couple of talented players to go with the solid core of players they currently have. But the O's have only signed Ryan Webb and a bunch of fringe major leaguers and minor league free agents. And they opted to stay out of the bidding wars for Robinson Cano, Jacoby Ellsbury, Masahiro Tanaka, and Shin-Soo Choo. Those were arguably the top four players on the market, and the Orioles have been unwilling to shell out that kind of money for free agents.

At various points throughout the offseason, the O's have been linked, in one way or another, to several free agent starters: Ervin Santana, Ubaldo Jimenez, A.J. Burnett, Bronson Arroyo, and Bartolo Colon. Colon and Arroyo have been signed, and theoretically the O's could still sign any of the first three, though it will surprise no one if that does not happen. (At Camden Depot, we've covered the Jimenez, Santana, and Burnett possibilities.)

The most recent to sign, Arroyo, agreed to a two-year, $23.5 million deal with the Diamondbacks on Friday. The deal includes a $11 million option in 2016 (and a $4.5 million buyout). According to The Sun's Dan Connolly, the Orioles were in it for Arroyo:
According to multiple sources, the Orioles' final offer to Arroyo was exceptionally competitive with Arizona's, with the guaranteed money similar but slightly lower. But there was a chance for Arroyo to make more money with the Orioles than with the Diamondbacks if a third-year option had kicked in.
So the Orioles tried for Arroyo, but they didn't have the best deal (even if the third-year option offer from the Orioles was more lucrative). Still, as Connolly notes, there were other factors that likely contributed to Arroyo's choice: pitching in Arizona, staying in the National League, and avoiding the O's recent adventures with players' physicals (involving Grant Balfour and Tyler Colvin). So Arroyo not signing with the Orioles makes sense, and it's not like the O's made him an offer he couldn't refuse. But why should they have, anyway?

But Schmuck wasn't happy with the Orioles letting yet another free agent get away. Here's his case for Arroyo:
This has a chance to be one of those for-want-of-a-nail-the-kingdom-was-lost situations. If the Orioles end up falling short of the playoffs by a couple of games this season, it'll be easy to look back and see how shortsighted they were by not making a better play for a pitcher who, at a stage this late in the offseason, still offered just about everything the club was looking for.

Arroyo is no Clayton Kershaw, but he's a consistent, productive pitcher who has worked at least 199 innings in each of the past nine seasons. He's about to turn 37, but he still seemed like a reasonably safe play since he was willing to sign for just two years guaranteed.
First, it's good that we've pointed out that Bronson Arroyo is not Clayton Kershaw. Second, can we stop with the "if the O's end up falling short of the playoffs by a couple of games" scenarios? If that happens, then looking back at one single anything, barring a single miraculous play that is solely responsible for a team missing the postseason, is misguided. Some fans did this last season with Jim Johnson's blown saves. It's just not that simple. Johnson blew several saves, sure. But other players missed chances to win games at various points late in games; starters got shelled early and were forced to leave games; and players made mental mistakes at inopportune times. If the Orioles end up simply being a Bronson Arroyo short of missing the playoffs, then we're either massively underrating their current roster or overrating the rest of the AL East (or both). And if Arroyo was the single missing ingredient, then the Orioles would certainly have missed a golden opportunity to make a very good roster that much better with one or two of the top names listed above. And I think it's reasonable to slam the Orioles on that front.

Still, let's be clear: As Schmuck says, Arroyo is a fine pitcher. But the Orioles already have a collection of fine pitchers. They are in need of a great one, or two. Beyond the Box Score had a couple of smart tweets about that on Monday:
Arroyo's stretch of innings pitched over the last decade is impressive, and he'd bring a little bit more stability to the O's rotation. But is he really that much of an improvement over Miguel Gonzalez or Bud Norris, or even Kevin Gausman (or whoever wins the O's fifth rotation spot)? I'd say no. Not only will he be 37, but he's a risky signing because his earned run averages are somewhat misleading, and because he has a platoon split issue that could become more of a problem now that he's leaving the NL Central.

Arroyo made some sense for the Orioles because he's a starter who stays healthy and has been able to pitch a bunch of innings. But there were players who made more sense to go after, and Arroyo wasn't in the top five of starters the O's should have been targeting from the beginning of the offseason.

If you want to stomp your feet and complain about the O's refusal to increase the payroll more, go ahead. I'm just as irritated at some of the team's current philosophies on bringing in free agents. This entire offseason has been perplexing. But the O's not signing Arroyo shouldn't be the last straw. Burnett makes more sense for the Orioles anyway, and I will be more frustrated if/when he doesn't land in Baltimore. He may want to stay in the National League, and that's his right. But if he's truly only going to pitch one more season, the can't-refuse type of offer would make more sense for Burnett, not Arroyo.

07 January 2014

A.J. Burnett vs. Bronson Arroyo: Which Starter Should the Orioles Sign?

The Orioles have previously been linked to A.J. Burnett and as recently as yesterday to Bronson Arroyo, which isn't that surprising since the O's should add another starter to their underwhelming collection of rotation options. Of course, the Orioles have reportedly been interested in plenty of free agents this offseason, but other than reliever Ryan Webb and a plethora of fringe major leaguers (and obviously the Grant Balfour deal falling apart), they have yet to net a notable free agent. Inking Burnett or Arroyo probably wouldn't be the free agent splash that fans have been clamoring for, but doing so would be a good idea. And since the O's are likely sitting out the Matt Garza, Ubaldo Jimenez, and Ervin Santana qualifying-offer-induced marathon, Burnett and Arroyo are two of the best starting pitching options remaining. But which starter should the Orioles target? (And yes, this post will proceed under the assumption that Burnett does indeed want to pitch in 2014.)

Let's look at their 2013 numbers:

Burnett: 191 IP, 3.30 ERA, 9.85 K/9, 3.16 BB/9, 56.5 GB%, 9.1% HR/FB
Arroyo: 202 IP, 3.79 ERA, 5.52 K/9, 1.51 BB/9, 44.4 GB%, 14.0% HR/FB

And their career numbers:

Burnett: 3.99 ERA, 8.34 K/9, 3.65 BB/9, 50.4 GB%, 11.2% HR/FB, 37.5 fWAR
Arroyo: 4.19 ERA, 5.84 K/9, 2.46 BB/9, 40.6 GB%, 10.9% HR/FB, 23.4 fWAR

Burnett and Arroyo are nearly the same age -- Burnett turned 37 four days ago, and Arroyo turns 37 in late February. Burnett, though he used to throw in the mid-90s, still throws between 92-93 mph and is capable of racking up strikeouts. Arroyo, on the other hand, throws around 87 mph and does not record many strikeouts. But he does limit his walks.

Perhaps because of his declining velocity, Arroyo has had to rely more on sinkers and curveballs and less on four-seam fastballs.

Bronson Arroyo's pitch usage chart
Arroyo now mostly throws sinkers (41% in 2013) and curveballs (39%), with some change-ups sprinkled in. The rise in sinker usage, though, has not really led to more groundballs.

Burnett's groundball percentages have been over 56% in each of the past two seasons, which would far away be the best in the O's rotation. Last year, the leader in the groundball percentage department for O's starters was Scott Feldman (48.6%), who won't be returning. Chris Tillman, Miguel Gonzalez, Wei-Yin Chen, and Bud Norris are not groundball pitchers, and Kevin Gausman, who may start the season in Norfolk's rotation, probably isn't either. Being a groundball pitcher isn't a requirement to pitch effectively, but it does help, especially in a ballpark like Camden Yards and with Manny Machado and J.J. Hardy on the left side of the infield.

Until the 2011 season, Burnett had primarily been a four-seam fastball/curveball pitcher. But in 2012, he went from throwing his four-seamer 42% of the time to about 22%, and he began throwing his two-seamer/sinker a lot more (from 13% in 2011 to 36%). That trend continued in 2013, and an increase in sinker usage seems to have helped Burnett keep the ball on the ground. Overall, his sinker has been very good, and his curveball has been excellent as well.

A.J. Burnett's pitch usage chart
So Arroyo and Burnett both now throw mostly sinkers and curveballs, but Burnett has been able to do a much better job of keeping the ball on the ground. That extra 5-6 mph in velocity likely comes in handy. Burnett's sinker and curveball both move more horizontally, and he gets more bite on his curveball (which he throws about 8-9 mph harder than Arroyo).

-----

The Orioles should sign Burnett. He strikes more batters out, induces more groundballs, and his home run rate is about the same while allowing about 8% fewer fly balls than Arroyo. Arroyo's advantage comes in the walks department, but that's about it. Arroyo also is seeking a multiyear deal, while 2014 may be the last year Burnett pitches before he retires. He made $16.5 million each from 2009-2013, and it might take something north of $12 or $13 million for him to sign. But for one year, that doesn't seem like such a steep price.

There are cases to be made that the Orioles should be targeting Garza, Jimenez, Santana, or even Masahiro Tanaka instead of older arms like Burnett and Arroyo. (Jon Shepherd wrote about Tanaka back in October, and here are two other calls for the O's to sign Tanaka, which they won't be doing.)  I would somewhat agree, especially in Tanaka's case. But the Orioles do not offer long-term deals to pitchers.

Stats and data via FanGraphs and Brooks Baseball.