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Tangotiger Blog

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Tuesday, August 13, 2024

Leadoff Walk v Single?

By Tangotiger 01:45 PM

A walk is as good as a hit, is essentially a true statement when the bases are empty.  Which has been true for most of baseball history (with the exception being the extra inning placed runner, the XIPR).

In a Markov chain, the presumption is how you entered a state is immaterial.  Being in a state is the information you need in order to know what's to come.  So, if you have a runner on 1B with 0 outs, does it matter HOW you got there?  If it doesn't, then that's your Markov state: runner on 1B, 0 outs.  If it DOES matter, then your Markov state has to include how you go there, so that your actual Markov state is 1B-or-BB-or-HBP-or-Err, and the runner on 1B and 0 outs.

In an award-winning presentation at SABR52, Bailey Hall tackled that issue.  The main overall point is that the number of runs that followed the runner on 1B, 0 outs state was essentially the same, regardless as to how the state was entered (0.94 to 0.93 runs following a leadoff BB or single respectively).  But, Bailey did note that there may be a pitcher-by-pitcher effect, that maybe some pitchers are more affected by one or the other, and maybe even at the inning-level.

Most important to all this is that the question was asked, a solution has been offered, and the presentation is beyond outstanding (with pure baseball themes wherever you look).  This is what an #AspiringSaberist should do: ask the question, roll up their sleeves, and show off the work.  Because others will be watching, and they will remember any good work.

(click to embiggen)


#1    Ben Lindbergh 2024/08/13 (Tue) @ 14:40

The poster suggests that for “top pitchers” and closers (who are top relievers), leadoff walks are worse than leadoff singles. Any thoughts on why that would be the case?


#2    laughingstock 2024/08/13 (Tue) @ 15:56

Walks may be more indicative of them not having their stuff/command that day, and not as influenced by BABIP? And since e.g. Mariano regularly walked 2 batters/9 while allowing 7 hits/9, a single walk might provide more signal than a single hit. Just a thought


#3    Tangotiger 2024/08/13 (Tue) @ 18:09

Ben:

This is not necessarily a point of fact.  While the numbers are accurate, notice two things:

1. The poster shows since 2008, and including Troy Percival in there is going to be basically just two seasons or something.  Rivera will be missing most of his career, etc

2. Random Variation is not accounted for

Certainly, I can show you even MORE relievers with that .60 / .34 kind of split.  Even pitchers like Kershaw.

But I can also show you the reverse.  When you look at it overall, the main conclusion shown (that .94 / .93 number) is the bigger takeaway.

You can’t draw any other conclusion without accounting for random variation and sampling bias.


#4    Tangotiger 2024/08/13 (Tue) @ 18:12

And I commend Bailey for not going over the top with their conclusions, really focusing on that .94/.93 number and leaving the other splits really more as a talking point.


#5    kgfella 2024/08/17 (Sat) @ 08:41

The thing that occurs to me is that walks and single might be distributed differently by context.  It seems likely to me that leadoff walks are going to be slightly more likely from hitters at the top of the batting order, and leadoff singles proportionally more likely from hitters at the bottom of the order.  If this is true, what we see here might actually be evidence that leadoff singles are more valuable than leadoff walks, since the expected runs from [runner on 1B, 0 outs] is going to higher for top-of-order hitters than bottom, and yet, the actual scoring is equal.

The data from the top 5 pitchers kind of seems like corroboration of this theory.  Those pitchers are not nibbling around anyone, and walks do produce more runs than singles - because those walks I feel certain are disproportionally drawn from the top of the order.

In other words, you need the expected wOBA of the following hitters to adjust for.  Otherwise bias is influencing the result due to high-walk hitters being disproportionately placed at the top of the order.


#6    Tangotiger 2024/08/17 (Sat) @ 19:39

https://blogs.fangraphs.com/effectively-wild-episode-2204-is-a-leadoff-walk-worse-than-a-hit/

At the 58 minute mark, Bailey does give a reasonable point regarding the leadoff walk given up by a good pitcher.  That said, it’s not a conclusion, just a conjecture.  So, with a reasonable question, we can go about finding the answer.


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