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Monday, August 07, 2006

Runners Driven In (RBI - HR)

By Tangotiger, 08:59 AM

John Walsh takes a look at runners driven in, by opportunity:

http://www.hardballtimes.com/main/article/confessions-of-an-rbi-fanatic/

I also highly recommend Tom Ruane’s infamous look at Joe Carter, using the 24 base/out matrix:

http://www.retrosheet.org/Research/RuaneT/rbipro_art.htm

Now, here’s what you can also do…


First off, Walsh has it right, by excluding HR.  R+RBI-HR is the right way to do it.  If you don’t believe me, read this:
http://www.tangotiger.net/rp.htm

If still not convinced, that’s fine.  This isn’t the place for that talk.  I’ll probably update that research piece, and you can comment at that time.  Right now, the focus is on “runners driven in”.

Next thing I would do is use a version of the Ruane chart, but excluding HR.

Finally, and this is the kicker, you need to have a “tablesetter” chart as well.  A walk still keeps the opportunities available for the next guy, and in some cases, moves the runners on base an extra base.  As well, an out really reduces the opportunities to the next guy.
So as not to impact the batter’s on-base performance as well, remove him from the base/out equation. 

As an illustration: say that Barry Bonds comes to bat, with a runner on 1B, 2B and 1 outs.  He walks.  Bases are now loaded, with 1 out.  This is a good thing!  A very good thing.  What he does is changes the base/out situation from 1b,2b, 1 out, to 2b,3b 1 out.  That basically improves the expected RBI for the next batter by .25 runners.  (Remember, I’m not including the additional RBI opps he’s giving by getting on base.)

On the other hand, if he had struck out instead, he reduces the RDI opp of the next batter by .01 runners.

This process is a step in the right direction.  Some of you may now be asking: “ok, you took care of the tablesetting for the next batter, but how about for all subsequent batters?”.  You are now welcome to Linear Weights.

This table here shows you how to break down the run values of each event into its three components:
http://www.tangotiger.net/rc2.html

All you now have to do is do it for the 24 base/out matrix.  So, in the case of Bonds walking with guys on 1b,2b, 1 out: his “getting on” run value is .28 runs.  His “moving runners over” value is .40 runs.  His total run value is +.68 runs, which we know from here:
http://www.tangotiger.net/RE9902.html

Where we can see that the RE with man on 1b,2b, 1 out is .971 and with bases loaded 1 out is 1.650, for a difference of .679 runs.

Had he made an out, his “getting on” and “moving runners over” is zero, and his “inning killer” is .505.

SabermetricsRBI
#1    MGL      (see all posts) 2006/08/07 (Mon) @ 12:34

I thought it was a good article by Walsh also.  I would love to see, if it has not been done already, if there is a skill element to driving in runs over and above (or under and below) that which is expected given a player’s overall profile.

This gets us back to the “clutch” debate, where clutch in this case is defined as changing your approach (or perhaps simply doing better than expected) depending on the bases/outs state in order to maximize your driving in runs performance.  Of course that still does not mean that you are doing something good.  A player could conceivably alter his approach such that he drives in more runs than expected given his overall profile, yet substantially reduces his value added, also given his overall approach.  An extreme example would be a player who never walks with runners on base but not the bases loaded.  That would obviously be a terrible strategy, but one that would not hurt (and proably help) his driving in runs ability.

One thing I have been curious of lately.  Is it possible that the value of the (non-intentional) walk for a power hitter is less than that of a non-power hitter.  You would think so.  You would think that a non-power hitter would rarely be walked, for example, with no outs and no one on (when it has maximum value, I think) and that a power hitter would mostly be walked with runners on and bases empty, or at least with runners on, period.  Has anyone ever looked at the average value of each event (walk, single, etc.) for different types of hitters (power/non-power, free-swinger/disciplined, etc.)?  If my “theory” is correct, we have to start using different linear weight values for different classes of hitters in order to compute their overall value as compared to another player in a different class.


#2    David Gassko      (see all posts) 2006/08/07 (Mon) @ 14:44

Well, at that point, you’re a step away from what we should be using: BZR (UZR for batters). Of course, with BZR, there’s the need to account for a player’s speed in computing the probabilities, but that’s do-able.


#3    MGL      (see all posts) 2006/08/07 (Mon) @ 17:59

That’s not really what I meant.  BZR, if you mean, applying a run value to a batted ball, given the batted balls’ characteristics, is not what I mean.  In any case, if that is what YOU mean, it does not work, not to mention the fact that in the long run it gives you no more information than simply using a batter’s actuall events (s,d, outs, etc.).  The reason it does not work is, for example, that all “hard hit ground balls” are not created equal.  The bigger, stronger players will hit harder “hard hit ground balls,” etc.


#4    Tangotiger      (see all posts) 2006/08/08 (Tue) @ 08:09

I think this is what MGL is talking about:

You start with this table:
http://www.tangotiger.net/RE9902event.html

(Or the Markov version, Table 50 in The Book.)

Figure out the LWTS for each player’s events, by base/state.  Average the LWTS by player-event.

So, say you have Bonds, with 100 walks with bases empty 2 outs, and 50 walks with man on 2b, 0 outs.  That gives us:
100 x .13 + 50 x .48 = 37 runs on 150 walks, or .25 runs per walk

We know the overall run value of a walk is .33 runs, so we can see that a Bonds walk (in this illustration) has much less run value.

MGL’s question is if certain profile of players, the Thomes, etc, has a run value of a walk that is different than others.  That is, does Thome/pitcher change their approach sufficiently that the impact of a random Thome walk have different impact than a random Ichiro walk?


#5    MGL      (see all posts) 2006/08/08 (Tue) @ 18:21

Yes, that is what I mean.  And you don’t want to just take the lwts value of each event for each player and use that to forecast player value.  It is a little like using win added value or whatever it is called.  First we need to know if a player’s lwts value for each event is luck or “skill,” the skill being, as Tango states, a change in approach by the batter/pitcher.  As I initially said, you would think that the walks for power hitters would be worth less than those of non-power hitters, etc., but I have never heard of anyone doing the research to see if my theory is true and to what extent.  It probably would not make a whole lot of difference, but it might make a significant one for some players.  It is a little like using lwts batting order to figure player value and for forecasting player value.


#6    David Gassko      (see all posts) 2006/08/08 (Tue) @ 22:10

Gotcha. I’ll take your word on BZR, though in that case, that raises some serious questions about PZR to me as well. I think you’re right about the value of a walk, but I would assume that it would be drowned out by the slight increases in the value of singles and doubles, which as James Click showed (here: http://baseballanalysts.com/archives/2005/10/extra_base_hits.php) have slightly more “driving-in” value for bigger hitters.


#7    tangotiger      (see all posts) 2006/08/09 (Wed) @ 07:27

MGL, I don’t know if it would be based on a certain family of hitters.  I don’t think you can necessarily treat Thome, Hafner, Giambi as the same family, in terms of batting approach.  But, it’d be interesting to see.

I would definitely suspect that Ichiro and Barry do have a different batter/pitcher approach (whether they approach it differently, or the pitcher approaches them differently).  I think it’s a very individual thing.


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