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THE BOOK--Playing The Percentages In Baseball

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Batter_v_Pitcher

Tuesday, May 13, 2008

Pitcher wearing down

By Tangotiger, 09:22 AM

Some great data by Pizza, on the relationship between pitch counts and performance.  If the numbers look low he notes: “Again, these numbers are lower than might be expected due to some of the methodological problems I ran into.  If I have a moment I might try to correct for it.”

Regardless, the pattern is fairly plain to see.  Roughly speaking, it looks to be almost 2 wOBA points per 10 pitches thrown.  There are roughly 33 pitches thrown per time through the order, so that gives us an average change of roughly 6.5 wOBA points, each time through the order.  In The Book, table 82, I show that each time through the order shows a difference of 8 wOBA points.  So, fairly close.

Pizza: can you add a parameter for “time through the order”?  Table 80 makes it seem like there is a definite jump each time.  Perhaps your results are smoothed out what may be a staggered effect.

(14) Comments • 2008/06/05 • SabermetricsBatter_v_PitcherPitchers

Friday, May 09, 2008

Playbook on Maddux v Molina

By Tangotiger, 11:10 AM

This is where game theory and PITCHf/x will collide. 

Suppose: if you know the batter knows the data, then you make a change to your approach.  But, since the batter knows you know he knows, and he knows you’ll change your approach, the batter’ll change his approach.  But, what if you don’t know that the batter knows the data?  Do you presume the batter doesn’t know and keep pitching the same way?  But, if the batter actually does know the data, but the batter knows that you don’t know that he knows, then he’ll cream you.

Question: are you better off if everyone knows, or are you better off taking the chance that he might not really know?  That is, might it be to your benefit to know 100% that everyone has the data and compiled in the same way you have it, or is it to your benefit to have that data well-compiled, while the other guy may or may not have it, and you have no way to know whether he has it well compiled?

Someone can insert the Princess Bride youtube clip right about.... now!

Ninth Inning: Game theory, C.J. Wilson, and Adrian Beltre

By , 03:07 AM

Wed. night in the 9th inning of the Tex/Sea game (not that anyone would be watching that game), C.J. Wilson, the Rangers’ regular closer, came in in the 9th inning to preserve a 2-run lead.  (Padilla had pitched a very good game, throwing 96 and 97 mph gas!)

Wilson pitches to the first batter and goes 1-0.  Remember that Texas is leading 2-0, there are no outs and no one is on base.

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Thursday, April 17, 2008

Batter on Deck

By Tangotiger, 06:35 AM

A great idea by Jeff, at looking at hitters with a pitcher on deck and not, with dramatic differences.  (Jeff should have noted the IBB, but that’s the least of the impact.) Great stuff, and time to look at multi-year data.

As you know, we looked at “protection” in The Book, and we do see changes in hitting/pitching approach, but the overall production didn’t really change. 

One thing I noticed in The Book is how the #5 hitter hits better than he does in other spots, presumably because the #3 and #4 hitters wore him out.  There’s lots of great studies to be done in terms of the on-deck impact.

Great job Jeff.

(2) Comments • 2008/04/17 • SabermetricsBatter_v_Pitcher

Thursday, March 13, 2008

The A’s never swing on 3-0?

By Tangotiger, 09:42 AM

That seems to be what the data is showing here.  It is of course a silly thing to “never” do something, as that’ll get exploited in short order. You’d hope anyway.  I’m not sure the last time that Mike Piazza has swung at a 3-0 count.  Must be back in the 90s.  But, pitchers were scared of him the whole time.  Anyway, the A’s “pass through” performance once they reached a 3-0 count shows that they are as good or better than the league average.  It seems that, for now, no one’s been calling the A’s on their “bluff”.

Do you PITCHf/x-ers want more work?  Look at hitters who almost always swing (break them up into power hitters and not).  Where in the strike zone do the pitchers pitch to them?  Now, look at hitters who swing ALOT on 3-0 (again, break them up into power hitters and not).  Where in the strike zone do pitchers pitch to them?  (Compare that to some neutral count, like 0-0 or 1-1.) Are the pitchers smart enough to realize that the 3-0 always-take hitters are in fact always taking and therefore are pitching them more down the middle?

Of course, a player is not a robot, and will start to adapt if pitchers throw too much down the middle.  So, what we have to do is identify the hitters as of today, let the world know about it.  And let’s see who starts to adapt in 2008.

THIS is what baseball is all about.  Thank you PITCHf/x.

(3) Comments • 2008/03/13 • SabermetricsBatter_v_Pitcher

Tuesday, September 04, 2007

Swing and miss

By Tangotiger, 10:27 AM

More great stuff from John Walsh

The pitch-by-pitch approach is one of those projects that I’ve had on the backburner for a long time.  It becomes an exercise in how a batter and pitcher should approach each count, based on the skill ranges of himself and his opponent, and game theory (or expectations that everyone has, and how to leverage that).  If you focus on what John quoted Ted as saying, “the single most important aspect of hitting was getting a good pitch to hit.” That’s the simple version.  But, if you try to expand on it, you might have threshhold levels of say +.01 runs at the 0-0 count, +.10 at the 2-0 count, and -.07 at the 0-2 count (all numbers for illustration only).  That is, your strike zone expands and contracts after every pitch.  And, like I said, you’d modify all that based on the particular parameters we have in hand.  It’s all a matter of when you should swing, and how quick you should swing.

On a related topic would be when to bring in your ace.  Perhaps in the 7th inning, you’d need an LI over 4 to make you think to bring him in.  Maybe in the 8th inning, that goes down to 3.  With 5 outs to go, you might want 2.7, with 4 outs, you might want 2.1.  In the 9th, maybe 1.8.  If he didn’t pitch in two days, maybe you drop all those numbers by 25%, etc.  (All numbers for illustration only.)

It’s all a question of optimization, with a whole set of dynamic variables, which themselves may be hard to quantify.

(4) Comments • 2007/09/06 • SabermetricsBatter_v_PitcherIn-game_Strategy

Thursday, May 31, 2007

Measuring Plate Discipline

By Tangotiger, 04:29 PM

Pizza Cutter offers a study in By The Numbers on measuring plate discipline.  I’m afraid it’s going to take me several reads to understand it.  It looks cool.  You can get a link to his article, and talk about it on his blog:
http://mvn.com/mlb-stats/2007/05/24/the-adam-dunn-debate-defining-plate-discipline/

(Comments closed.)

(29) Comments • 2007/06/07 • SabermetricsBatter_v_Pitcher

Tuesday, April 17, 2007

What should you do when a pitcher has just thrown a bunch of balls in a row?

By , 08:57 PM

According to Jeff Brantley during the CIN/MIL game on Tuesday, “smart baseball” is to take until you get a strike.  Not withstanding the fact that you probably don’t want to be asking advice on strategy from Brantley, is this true? 

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(15) Comments • 2007/04/20 • SabermetricsBatter_v_Pitcher

Tuesday, January 16, 2007

George Brett v Bert Blyleven

By Tangotiger, 03:43 PM

George Brett said this about Blyleven:

Bert is up there with the toughest four or five guys I faced in my career.

A look at Baseball-Reference tells us that:

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(2) Comments • 2007/01/16 • SabermetricsAwardsBatter_v_Pitcher

Monday, June 26, 2006

Smart Hitting

By Tangotiger, 10:22 AM

An NY Times article on Jason Giambi’s approach to hitting

A while ago, I did (ubpublished) research on hitting at different counts.  Mike Piazza, at the time and from the years I had data, never swung at a 3-0 count.  Never.  And yet, pitchers still threw him a ball 40% of the time.  One of the pots of gold in research is how to hit and pitch at each count, given the strengths and weaknesses of the participants, as well as the game context.

(5) Comments • 2006/06/29 • SabermetricsBatter_v_PitcherTHE_BOOK
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