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Where Luck Ends and Skill Begins

I posted earlier today about Ubaldo Jimenez's uncanny combination of strikeouts and the ability to induce ground balls and prevent home runs. In fact he gave up just 11 homers last year in 198.2 IP despite playing his home games in Coors Field where the ball carries and doesn't break as much. Dalton commented on the post (click the link and scroll down) that Jimenez's excellent home run rate was luck, because only 6.9 percent of his fly balls left the yard, third lowest rate in the majors.

His basis for claiming the 6.9 percent HR/FB rate to be luck is that on average around 11 percent of fly balls leave the park, and that pitchers don't typically have control over whether a fly ball surrendered gets out. We believe this because from year to year, different pitchers will typically lead the league in luckiest and unluckiest in terms of HR/FB - unlike strikeouts where we can expect Jake Peavy and other power pitchers to be near the top consistently.

This is similar to BABIP for pitchers which typically hovers around 30 percent (on average), but can deviate unpredictably for all pitchers from year to year.

However, some players are freaks for whom the normal laws don't always apply. Tim Lincecum can throw 97 mph fastballs for lots of innings despite a small frame, and doesn't have to ice his arm. Carlos Zambrano's BABIP the last six years: .277/.275/.265/.258/.284/.291, i.e., his "luck" has always been above league average, sometimes well above it. And lest you think Zambrano had a 1 in 64 chance of getting lucky for six years in a row, (2^6), that's not the case. It would be 50/50 merely to be slightly under 30 percent for six years in a row. But to be between .258 and .277 for four years is far more unlikely than that. That Zambrano has some of the nastier pure stuff in the league with a lot of movement also argues in favor of this being a skill.

So what do we make of this? We've discovered these amazing tools to remove noise from players' stat lines, but certain players don't seem to fit. Fret not, the existence of outliers might disprove the rule, but the rule still works because most pitchers' ability to control whether balls-in-play fall in for hits is so minor that you might as well ignore it.

I'm fairly sure the same will be the case for HR/FB - most pitchers have so little control over that you can do your analysis as if it's pure luck. But I'd argue that some will have this skill, and those you have to treat differently. Jimenez's sample is pretty small, but 11 HR (8 in Coors, 3 on the road) in 198.2 IP, combined with his stuff makes me think that the 6.9 percent HR/FB is a skill. In other words, he had the third lowest HR/FB percentage in the league *without adjusting* for his home park.

It's tempting to think that because most pitchers don't show a measurable ability to prevent balls in play from being hits or fly balls from leaving the park, that it's the case for all of them. But just as blackjack is a game of luck where the house has a 1-2 percent edge over any normal player using perfect basic strategy, the house's long-term edge does not apply to card counters like this fool. And just as the House learned to take outliers like Jeff Ma to a back room and threaten them, we need to be on the lookout for pitchers like Jimenez and Zambrano whose skills slip through the cracks, and cheaply roster them.

Incidentally, while doing some research, I stumbled upon an interesting in depth breakdown of Jimenez's 2008 season at Beyond the Boxscore.

Comments

By: Chris Liss
On: 4/9/2009 9:36:00 AM
To flesh this out a bit, (which we did on Erickson's show today), I'd argue that pitchers, just like hitters have their own baseline BABIP and HR%/FB, and that for most of them it hovers very close to the mean, e.g., BABIP for most is .299, .298 or .301, but it's a bell curve, and certain outliers are closer to .280 or .310. For most pitchers the baseline is close enough to .300 that you can act as if they have no control over BABIP, and they're all the same. And if they deviate too far from it, it's pure luck. But for some, it's a skill, and you want to be able to know the difference. To continue with the blackjack analogy, you want to be able to tell the difference between the drunk guy who's on a lucky run, and the card counter who's pretending to be drunk and cleaning out the casino.
 
By: Edwincnelson
On: 4/9/2009 11:33:00 AM
I think where Dalton was wrong was when he suggested that Jimenez's FB/HR ratio was flukish. However, considering there is a direct correlation between pitchers with high GB/FB ratios and low FB/HR ratios it is actually consistent with the quality of his performance. The discussion isn't whether he can continue to keep his FB/HR ratio down, but whether he is capable of maintaining his good GB/FB ratio in the future.

Now if he was an older pitcher with a track record and saw that ratio suddenly jump out of nowhere I would probably say he will regress. However, given Jimenez's skill progression through the minors and into last year, I think his 2008 performance is probably a function of his evolution as a pitcher, and a direct result of his core skills, and thus a repeatable skill not an outlier from a temporary and unsustainable run of luck.

The same cannot be said of sinkerballer Aaron Cook though. That's the prime example of a pitcher who's results could regress.

Cook's infield FB% in 2008 was 12.9%.
in 2007 7.4
in 2006 5.6

Cooks's FB/HR% in 2007 11%
in 2006 9.6%
in 2008 7.6%

 
By: Chris Liss
On: 4/9/2009 11:56:00 AM
That's interesting - so you think that ground ballers not only give up less fly balls, but consistently, a smaller percentage of fly balls they do give up stay in the park. That's kind of double-counting, and if accurate, you really want to roster ground ballers, perhaps more than we even realize. I'd also expect if that were the case, that extreme flyballers would give up more home runs per fly ball under the theory that if it's easy to get into the air, it's easier to get into the air with authority. I'd like to see some data on the HR/FB rates of all pitchers with GB/FB above 2.00, between 1.75 and 2, between 1.50 and 1.75, etc. It would be interesting to see where the rate takes a sharp decline if in fact it does.

In any event, it's also intuitively obvious that hitting a 98 mph sinking/moving fastball into the air with authority is not easy to do, as opposed to an 90 mph fastball that relies more on location than movement.
 
By: Erik Siegrist
On: 4/9/2009 12:20:00 PM
Sounds like someone has their audition piece for BP Idol...
 
By: Dalton Del Don
On: 4/9/2009 1:58:00 PM
Edwincnelson - Interesting. I'd love to see a study of this if you know of one...I'm too lazy to go over all the numbers, but a quick glance at the recent leaders in GB% doesn't back up your claim too much - in 2007, Derek Lowe led the league in GB% - and finished with a whopping 16.5% HR/F mark. Also, a quick glance at last year's top-10 leaders in GB% shows a high fluctuation in HR/F marks - some low, some extremely high. I'm not saying you're wrong, but for the most part, this issue is not considered a skill.
 
By: Chris Liss
On: 4/9/2009 2:44:00 PM
I'm pretty sure it is a skill, just like BABIP is. Only for the vast majority of pitchers, they're not very good at it, so it's worth treating as luck. I'm just not sure whether the groundballers are better at it per se. Jimenez is not your usual groundballer because he also strikes people out.
 
By: Edwincnelson
On: 4/9/2009 7:52:00 PM
Sorry guys not an original thought in my brain. Most of what I referred to was in today's BP article http://www.baseballprospectus.com/article.php?articleid=8718 (subscribers only). It was weird that a similar subject was brought up here.

As far as predicting the the skill of pitchers based on GB/FB and FB/HR % I think my point is essentially that simply skimming the numbers won't give you a real answer. Let's take the case of Derrick Lowe and Jimenez. The difference isn't just the fact that they induce GB but how they accomplish it. Lowe throws a FB that rarely tops 90 mph with a late diving action that makes most hitters swing over the top. He uses a CH with the same arm action and the same break but about 6-8 mph slower. He then uses his nasty slider as a wipeout pitch. What Lowe doesn't do is generate enough velocity to overpower hitters with his FB, and when he's not on his game or is tired his FB loses it's break and flattens out. Although some more may have to do with this http://baseballevolution.com/keith/gbpitchers.html.

With Jimenez you have a FB that comes in at 95 mph with movement (not necessarily sinking). His GBs aren't a function of the late downward path of the ball, which requires pin point accuracy, but the overwhelming inertia generated by the velocity and spin of the ball. In tennis this is referred to as a heavy topspin and if you've ever tried to hit one it makes your wrists feel like they are going to collapse because to return the ball you have to overcome the generated velocity of the ball and it's heavy rotation. This is the "heavy" ball that Rollins was referring to (heavy=rotation+velocity). With Lowe the ball needs to stay down in the zone or you can get under it and drive it. With Jimenez he can throw the ball all over the place and you'll still pound it into the ground. That's a repeatable skill.

As far as picking up GB pitchers bceause the don't give up homers... well I prefer the pitchers who don't even let the batter get the chance.

 

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