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Moments with Maddon: A Recap

So I swear...I meant to get around to addressing last week's Moment with Maddon around Wednesday or Thursday.  Obviously it didn't happen and so I'm responding now, but that just means you've had more time to ponder over the situation I presented you with, right?  In case anyone has forgotten, in this series I'm going to present you with a variety of managerial decisions, some real and some hypothetical, and allow you to try decide which strategy would be best.  I'll then run through the situation and supply some insight from "The Book: Playing the Percentages in Baseball", and hopefully come to a final conclusion about what move seemed to make the most sense statistically.

It's been a week at this point, so let's run through the situation one more time to refresh your memory:

Top of the eighth inning, scored tied 2-2, Carl Crawford on first, one out, Carlos Pena is at the plate.  We're facing Boston, so Victor Martinez is behind the plate and Hideki Okajima has just been brought in.  The Sox are using the shift, but keeping someone near second to watch for the stolen base.  As a manager, what do you do?

The plurality decision (47%) was to let Crawford steal, with the next most popular response (22%) was to have Pena drop a bunt down the third base line.  I have to admit, I spent the majority of the weekend going back and forth on this decision, so let's walk through some of the responses in the poll in order to see each of them would influence the Rays' odds of scoring:

Star-divide

Pinch-Hit for Pena

Pinch-hitting for Pena is a horrible idea and thankfully, only five people actually voted for this response.  In such a crucial situation, why would you want to take the bat out of the hand of one of the best hitters on your team?  Pena's career Weighted On-Base Average (wOBA) is .366, while his wOBA's the past three seasons have been (in chronological order) .430, .374, .374.  Who could you substitute for Pena that could reasonably be expected to perform better than him?  Gabe Kapler's career wOBA is .331, Willy Aybar's is .336, and the rest of the bench will consist of players like Sean Rodriguez, Reid Brignac, Dan Johnson, etc.  No matter who you put up, it appears that you're downgrading by a ridiculous amount to pinch-hit for Pena.

Of course, you could make the argument that Pena is facing a lefty and therefore is at a disadvantage.  That's conventional wisdom and it sounds "right", but how much of a hit does Pena's production actually take when facing a lefty?  His career wOBA against left-handed pitchers is .333, which would seem to indicate that it wouldn't be a bad decision to consider pinch-hitting, but we have to regress that number.  For some background on the concept, check out this excellent article, but the general idea is that, "...there's an important distinction to be made between observed performance and true talent" and "...skill is closer to average than it appears."  After regressing Pena's career splits numbers to attempt to find his true-talent platoon abilities, we see a slightly different picture: a .345 expected wOBA against lefties and a .387 expected wOBA against righties.  Still not a .366 wOBA, but it's still .010 higher than the likes of Kapler and Aybar.  Also, according to "The Book" hitters typically take a hit of .034 wOBA when pinch-hitting.  So in reality, we wouldn't be replacing Pena with a true-talent .335 wOBA hitter, but more like a .300 wOBA batter.

Anyone out there think we should pinch-hit for Pena anymore?  I should certainly hope not.  As "The Book" points out, pinch-hitting really only makes sense when the pinch-hitter is a better hitter than the person you're replacing.  Is Aybar a better hitter than Pena?  No, didn't think so.

Bunt Down Third-Base Line

I don't have any secrets from "The Book" to share on this strategy, but I have to say, I hate taking the bat out of Pena's hand in this situation.  Of course, we've established that Pena is a .345 wOBA hitter in this situation and you could make the argument that the shift lowers this number even further.  We don't have enough data to be able to quantify how much of an effect the shift has on Pena's hitting ability.  Also, what are the exact odds that Pena would be able to drop down a successful bunt and reach for a hit?  Going into Pena's at-bat, the Rays' win expectancy stands at .483 (48.3%).  If Pena bunts and it ends up being a sacrifice, the Rays' win expectancy goes down to .44; if Pena doesn't get a good bunt down and we're left with a runner on first and two outs, the win expectancy goes down further to .412.  With so few outs left in the game, there's no way you want to do a direct sacrifice and you want to optimize the situations in which Pena will reach base without creating an out.  Personally, I don't think bunting is the way.  I don't have data to back this up, though, and any data we have on Pena's bunts will be a very small sample size, so this does become in part a preference move.  Even with the shift, I'd rather have Pena swinging.

Having Crawford Steal

The more I think about it, this is really a great move.  Crawford is a very efficient base stealer (career 81.9% success rate) and Victor Martinez's has around a career 25% caught stealing percentage, which is decent but nothing remarkable.  If Crawford reaches second base successfully, the Rays' win expectancy would jump from .483 to .523.  As kericr pointed out, a successful steal would also put pressure on the Red Sox to switch to a normal fielding alignment, which would benefit Carlos at the plate.  All in all, it seems like a great decision.

Of course, it's not quite that simple.  Okajima is a lefty and very few runners have attempted to steal against him in the past.  According to "The Book", lefties are 8% tougher to steal against than righties; that may not seem like a lot, but it's the difference between someone that's got an 80% chance of stealing a base and a 72% chance.  That doesn't sound nearly as good, does it?  However, is it still good enough that it'd be worth the risk?  In these late-and-close situations, the break-even point for stolen bases (meaning the point after which attempting a steal is not worth the risk and is harmful to the team) varies depending upon the inning.  In the 8th inning of a tied game, the break-even point is 61%, which I believe Crawford would be well above.

So it appears that stealing would make sense in this situation, but also we need to take into account that a player attempting a steal is disruptive to the batter at the plate.  On average, a stolen base attempt will lower the batter's wOBA by.022 points, changing Pena's talent level from a .345 wOBA into a .323 wOBA.  Is this decline worth the stolen base?  I would say so, but I would make sure that Crawford attempts his stolen base within the first few pitches of Pena's at-bat.  Have Pena take the first pitch and hopefully Crawford will be able to move over before Pena ends up behind in the count.

Conclusion

Geez, this isn't so easy, is it?  I didn't know what I was getting myself in for when I created that game situation, but I think it was a fun exercise to show the certain things you should keep in mind when contemplating pinch-hitting or stealing.  I would personally side with the option of having Crawford steal (good job, plurality!), but I don't have enough data to really be able to say if having Pena bunt would be a bad decision.  I don't think it's a bad call necessarily, but I think letting Crawford run is a higher percentage move.

A higher percentage move.  That's worth repeating because in the end, all a manager can do is put their team in the best possible situation to win.  Maddon can't make Pena hit a homerun here, so instead he has to hedge his bets and decide which strategy provides the highest likelihood of increasing the Rays' win expectancy.  He may make the right decision and have Crawford steal, but Crawford could still get thrown out and make him look like an idiot.  Since managers can't control the outcomes, it's important that we always analyze their moves from a "process" point of view and disregard the actual outcomes of events.  As Dayton Moore would say, it's all about The Process.

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It's good to have speed at the top of the lineup

Dayton Moore loves OBP, but its all about driving in runs and runs scored.

www.draysbay.com, www.beyondtheboxscore.com, Twitter @trancel

by Tommy Rancel on Feb 27, 2010 6:14 AM EST via mobile reply actions  

Sorry, still not batting Pena

Sending Crawford is fine by me, but I’m still not convinced on letting Pena stay at the plate. First off, I’m not interested in Pena’s wOBA — if he walks, it negates the steal, at least partially, because now you have a slow runner on first with one out and the DP is alive and well. Knowing this Okajima can hammer the corners and cause Pena’s bad spilt against lefties to be leveraged even more. A walk, a strikeout, a ground out into the shift, a pop out are all events that leave the Rays more likely not to score (assuming the steal, as you have). Pena is a masher who strikes out a lot. If he were more of a pure hitter I’d say leave him in. What I really want here is any base hit, so I’d send Aybar up there and let Crawford run, maybe in a run and hit so I don’t take the bat out of the hitters hand in a crucial situation. Then I would wait to get fired because of popular perception.

by Sunbird on Feb 27, 2010 7:21 AM EST reply actions  

I like 1st and 2nd with one out and Zobrist at the plate

For my money, I let Pena swing away. He’s a fly ball/strike out hitter, which should help him stay out of the double play.

Be peaceful, be courteous, obey the law, respect everyone; but if someone puts his hand on you, send him to the cemetery.

by Andy Hellicksonstine on Feb 27, 2010 2:27 PM EST up reply actions  

The fact Craw is a threat to steal also increases the odds Pena gets a bunt-able pitch and that CC will make it to 2nd

I think what really would need to be done is expected out come analysis. Sadly my copy ofthe run expectancy matrix is at the office (which lacks the context that Ben Zobrist is on deck as opposed to Navi). If we thought there was a 48% chance Pena successfully bunts for a hit, a 40% chance he sacrifices successfully, and a 12% chance either pena or craw is on first with an added out we would need to do:

(.48 * change in Run Expectancy to 1st and 2nd) + (.40 * -.04%) + (.12 * change of RE to an added out)=

Weight the other scenarios in the same manner and compare.

Follow Me on Twitter @FreeZorilla

by FreeZorilla on Feb 27, 2010 9:26 AM EST reply actions  

Just came acrss the WE calculator in your SABR library

So with Pena at the plate the WE (1999-2006) the WE is .451. If an out is made without an advancement it decreases to .419 or a change of -.032. If he successfully bunts for a singe we go from .451 to .575 or a change of +.124, if it ends as a sacrifice we go from .451 to .448 or a change of -.003.

So (.48*.124)(.4*.004)(.12*-.032)
.059-.001-.004= .054 expected change in WE

So thats one scenario…..would need probabilities of other events to do the same.

Follow Me on Twitter @FreeZorilla

by FreeZorilla on Feb 27, 2010 10:43 AM EST up reply actions  

Hmm...yeah, I thought about this and started trying to get into it that way

But it was beyond me last night to figure all the details out. I might try to do this more as the series goes along. Thanks for the idea and laying it out in a simple enough way I could figure it out…

Also, I feel like to really do this series justice, I should get into game theory and such, but it’ll take a bit before I get to that level, if ever.

I love Casey Fossum. Now try and take me seriously.

by Steve Slowinski on Feb 27, 2010 9:34 PM EST up reply actions  

BTW, I absolutely love these

Such wonderful proof about the power of making decisions in hindsight. Batting is a situation of failure. The best players in the game get on base well under half the time.

Follow Me on Twitter @FreeZorilla

by FreeZorilla on Feb 27, 2010 9:39 PM EST up reply actions  

Gracias

I really love them too. I thought they’d be fun, but to be honest I didn’t expect them to be as challenging as they have been. It’s been a pleasant surprise and definitely makes you appreciate how tough certain decisions can be.

I love Casey Fossum. Now try and take me seriously.

by Steve Slowinski on Feb 27, 2010 11:16 PM EST up reply actions  

No problem

I meant to respond to you last week about it, but it never happened. I think it’s always a good reminder to everyone, so thanks for bringing it up and asking questions.

I love Casey Fossum. Now try and take me seriously.

by Steve Slowinski on Feb 27, 2010 9:35 PM EST up reply actions  

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