Showing posts with label hardball. Show all posts
Showing posts with label hardball. Show all posts

Wednesday, December 23, 2009

The Fine Line Between Awesome & Awful

Monday at The Hardball Times, Nick Steiner attempted to figure out what stats (particularly Pitch f/x) could tell us about the difference between a pitcher at their best and at their worst. We continually lean on clichés like "He didn't have his best stuff today" to explain why a pitcher has a bad outing. It seems apparent fairly early in a game, at least in hindsight, when a starter is dealing or is not.

But how much of that is confirmation bias? In other words, how much does the outcome of the start effect how we remember our perceptions of the beginning of the game? Maybe the difference between a 7 inning shutout and a 7 run disaster isn't "stuff". Perhaps, from the pitcher's perspective, there isn't much difference at all. Is it possible that Joba Chamberlain really did "throw a lot of good pitches" in some of his poor outings?

For a subject, Steiner chose A.J. Burnett, because of the stark difference between his best and worst outings. When sorted by Game Score, Burnett's 10 best starts in 2009 added up to an ERA of 1.06 while his 10 worst came out at 9.13. He went (6-2) in his top 10 and (0-6) in his bottom 10.

There should be some major differences between these two groups of starts. You'd expect to see some patterns emerging in terms of velocity, or movement, or location or pitch selection, right?

In short, no. There was almost no difference at all.

Steiner dug through all of Burnett's Pitch f/x data for this year, painstakingly categorizing it by pitch type (4-seam fastball, 2-seam fastball, change up, curveball, slider), movement (horizontal, vertical), location (outside, border out, border in, middle), batter (lefty, righty) and count (pitcher's, hitter's, neutral).

He sliced the data in lots of intuitive ways but found almost no significant differences between Burnett's good and bad starts. And for every directional variation which might explain his better starts (fewer pitches down the middle in good starts), there is another which runs counter to what is expected (better velocity in bad starts). In my own look at the numbers, I found that Burnett actually walked fewer batters (29) is his bad starts than he did in his good ones (32).

So what separates a great start from a terrible one, if not for pitch selection, movement and location?

For one thing, there is a whole lot more luck involved with pitching than we realize. In a span of three starts this year, Burnett bookended a 4 2/3 inning, 7 run outing against the White Sox with two shutouts against the Rays and Red Sox, each at least 7 innings. Three starts, two absolutely brilliant ones and one that a AAA call-up would be ashamed of. (Relax conspiracy theorists, Jorge Posada caught all three of them.) There are few other professions where such wild variations between success and failure are common at such a high level.

Part of this is the fact that it only takes one pitch to alter the outcome of a game. One three run home run can change the complexion of a start entirely. And the difference between it ending up as a round tripper and a fly ball on the warning track is a matter of a fraction of an inch on the bat. That's just one pitch out of 100 or more.

If you look beyond Pitch f/x, some other things turn up in Burnett's starts. While his percentage of strikes looking was almost exactly the same regardless of the type of outing (18.7% to 18.5%), the occurrence of strikes looking was much higher in his better starts (10.4% to 6.6%). He also allowed almost twice as many fly balls and line drives in his 10 worst starts while ground balls were between 7% and 8% in both.

Are we to believe that he is throwing the same quality of pitches in both groups of outings and getting wildly different results just based on luck? If it was a random chance, the swings and misses, line drives and fly balls would be more evenly distributed. I think it's more likely that there is something that Pitch f/x isn't capable of telling us.

Especially in a broad analysis like the one Steiner conducted, it's difficult (maybe impossible) to zero in on the things that separate a curve ball that induces swings and misses from one that results in an opposite field single. It would have a hard time telling a fastball down the middle in a 3-0 count (unlikely to be swung at) from one when the batter was ahead 2-1. It can't tell which locations are preferable to which hitters, given that some like the ball inside while others favor it out over the plate, for example. Mistakes made with men on base are most costly than ones with the bags empty. What about pitch sequencing, or the amount of pitches hitters saw, how often Burnett was working from behind in the count and so on and so on...

One of the great things about baseball is the amount of data available, but it's a double-edged sword. It makes general questions like this one almost impossible to answer because of the endless number or variables. No two outings are exactly alike and something tells me that even if there was a parallel universe where two of the same games began at the same time, they would probably turn out completely differently anyway.

Friday, October 2, 2009

A Rare October Call Up

Good morning, Fackers. Let's start the day off on a positive note.

Our friend Jason has some big news:
It's About The Money, Stupid has been selected by Rob Neyer and ESPN to be a charter member of what will be a new blog network on ESPN.com known as ESPN.com's SweetSpot Blog Network! IIATMS has the distinct honor of being the sole blog representing the New York Yankees in this network throughout the 2009 Playoffs, and hopefully into 2010 and beyond.
The network won't officially launch until Monday so there's nowhere to direct you to just yet, but I will of course provide that info once it become available. Check out the post linked above for Jason's reaction. He's justifiably excited and those guys at IIATMS should be in for a fun ride.

ESPN.com is a pretty lofty place for a blog to ascend to and let's hope that they do the blogs in that network justice and feature them prominently as they should. There's a lot of interesting insight and analysis be churned out by hobbyists like Jason, Will, Tamar and Brendan and ESPN has the chance to elevate blogs as a whole by placing them in front of baseball fans who don't really visit them or understand the concept... yet. Who knows how assertive they'll be on this front, but there's hope.

A good amount of you probably haven't been around long enough to be aware of this, but Fack Youk also sprouted underneath of the Rob Neyer/Shysterball/IIATMS blogging tree to some extent. Jason was one of the first bloggers to take interest in our site, allowing me to do a couple guest posts to promote this operation early on and linking to us more than one could rightfully expect over the past 9 months. Craig was more than generous with his advice when I first started doing this back in December, and has been kind enough to point people to the site in the past as well.

In short, those guys did more than their fair share to introduce our site to some of you. They offered a helping hand up onto the already crowded stage of baseball blogging and it's good to see some of that good karma coming back around. Whether it be Craig getting absorbed by the Hardball Times and NBC or Jason now appearing on ESPN.com, it's cool to be able to recall the simpler days of reading them on Blogspot, you know, back before they were big internet celebrities.

Congrats, Jason. Enjoy the ride.

Tuesday, February 3, 2009

Diamonds

It's only natural that comparisons between baseball and football start to pop up this time of year. In recent years, Hardball and Pigskin have begun to separate themselves as the two most popular sports in the US, and writers are looking for a way to transition from the Super Bowl into Spring Training. As you may have noticed, all of the contributors on this blog are big fans of both sports.

Via IIATMS, Richard Justice gives 10 "reasons" why baseball is better than football. If they were good, I probably wouldn't have bothered to write this post.

2. Skill level

Hitting a baseball is the hardest thing to do in sports. Throwing a baseball from 60 feet, 6 inches is the second-hardest thing. The NFL has some phenomenal athletes. None of them is[sic] as gifted as Albert Pujols, Lance Berkman and Roy Oswalt.

I would say getting past a guy who runs a 4.4 40 yard dash and catching a 45MPH pass in the corner of the endzone while still dragging both of your feet on the ground is probably harder than either of those things. This is just a dumb argument made by average-sized white people to explain to themselves that if they only were born with more skill, they could have cracked the Bigs. And Lance Berkman is a fat shit. If we are talking about being "gifted" Justin Tuck is Christmas and Lance Berkman is Easter.

3. Diamonds - It's[sic] still one of God's greatest creations. It's perfection on every level. Next time you walk into Minute Maid Park, take a moment to appreciate it. From the perfectly trimmed grass to the raked infield dirt to the chalked lines, it's about the base[sic] place on earth to spend a few hours. No matter how bad a day I've had, stress flows from me when I see a big league diamond.

Actual diamonds may or may not be "God's creation", but a baseball diamond is most certainly man's creation, unless there are some naturally-formed infields along a deserted stretch of the Chilean coastline no one has ever told me about. And you really picked Minute Maid Park, the same place with a fucking ramp in centerfield?

4. Ballparks - Baseball's worst parks are better than football's best. If you've ever spent an evening at Dodger Stadium, you'd understand. It's both tranquil and energizing if one place can be both. If you're really lucky, you'll someday stand on the right-field concourse at AT&T Park and admire the view of the bay, the odor of garlic fries, the majesty of the place.

So the HHH Metrodome or fucking Tropicana Field are better than Gillette Stadium or Qwest Field? Football stadiums sell out almost every game all season long, with crowds of about 70,000 people. I like baseball's venues better too, and hardly ever go to football games, but that is some ham-handed hyperbole. And I'm not quite sure "the odor of garlic fries" at one place really factors into a comparison between roughly 60 stadiums. There are probably NFL stadiums that have pretty good culinary options as well.

And you really put those two back to back? I'm gonna go out on a limb and say you probably could have combined "Ball Park" and "Diamonds" (part of a ballpark) into one point.

7. Cheerleaders - Football has 'em. Baseball doesn't.

Rich... you're making the case for baseball, remember? Are the cheerleaders so offensive that you can't stand the 12 second clips they show of them coming in and out of commercials? And not every football team "has 'em"; the Giants don't. I'll take cheerleaders over fucking Cotton Eyed Joey twelve times out of ten.