Walks, Hits, and Winning

Note: This is a follow-up to a recent post and discussion about which box-score counting stat best predicts the winner of a game. I’m sure the following research has been done more thoroughly by others, but I had the data and wanted to stretch my Excel skills, so here it is.

This might not surprise you, but: In this year’s games through June 4, team winning percentage improves steadily with each walk drawn in a game, even when you take out all intentional walks. (IBBs are more often issued by teams that are already trailing, so they would tend to distort these records. All further mention of “walks” means unintentional walks.)

 

2013 Team Records by No. of Unintentional Walks Drawn

(through June 4)

[table id=131 /]

 

 

Now, the same table for hits:

2013 Team Records by No. of Batters’ Hits

(through June 4)

[table id=130 /]

 

 

Both correlations are so strong that they show clearly even with these fairly small samples — 867 total games, distributed across various levels of walks or hits. There’s a couple of hiccups — oddly, both come in the 6-to-7 step — but the pattern is unmistakable.

Season Differentials

Expressing this in terms of a team’s net from batting and pitching, both a positive walks differential (more drawn than issued) and a positive hits differential are strongly correlated with success, and they’re somewhat correlated themselves — teams that draw more walks, also get more hits, and vice versa:

  • Teams with a positive walks differential have a .552 winning percentage, regardless of their hits differential.
  • Those 15 “plus-walks” teams average 4.49 runs per game and 4.02 runs allowed, +0.53 walks per game, and +0.18 hits per game. Those with a negative walks differential average 4.02 R/G and 4.49 RA/G.
  • Teams with a positive hits differential have a .559 winning percentage, regardless of their walks differential.
  • Those 16 “plus-hits” teams average 4.61 runs per game and 4.02 runs allowed, +0.66 hits per game, and +0.16 walks per game. Those with a negative hits differential average 3.84 R/G and 4.52 RA/G.

In walks differential, the top two teams are the A’s and Braves, a combined 71-47 through June 4. The bottom two are the Astros and Cubs, a combined 44-71.

In hits differential, the top two teams are the Tigers and Red Sox, 67-48. The bottom two are the Astros and Twins, 47-67.

Splitting the 30 teams into 3 groups of 10 each, for highest differentials, medium differentials, and lowest differentials, of walks and of hits:

Highest Differentials:

  • Walks … .558 W%, 4.60 R/G, 3.99 RA/G, +0.75 BB/G, +0.33 H/G, +1.09 (H+BB)/G
  • Hits …… .586 W%, 4.74 R/G, 4.03 RA/G, +0.90 H/G, +0.10 BB/G, +1.00 (H+BB)/G

Medium Differentials:

  • Walks … .496 W%, 4.25 R/G, 4.35 RA/G, -.08 BB/G, -0.15 H/G, -0.23 (H+BB)/G
  • Hits …… .503 W%, 4.18 R/G, 4.15 RA/G, +0.07 H/G, -0.02 BB/G, +0.05 (H+BB)/G

Lowest Differentials:

  • Walks … .446 W%, 3.90 R/G, 4.42 RA/G, -0.68 BB/G, -0.19 H/G, -0.86 (H+BB)/G
  • Hits …… .430 W%, 3.84 R/G, 4.58 RA/G, -0.97 H/G, -0.08 BB/G, -1.05 (H+BB)/G

Now let’s restack them, like with like:

Walks:

  • Highest — .558 W%, 4.60 R/G, 3.99 RA/G, +0.75 BB/G, +0.33 H/G, +1.09 (H+BB)/G
  • Medium — .496 W%, 4.25 R/G, 4.35 RA/G, -.08 BB/G, -0.15 H/G, -0.23 (H+BB)/G
  • Lowest — .446 W%, 3.90 R/G, 4.42 RA/G, -0.68 BB/G, -0.19 H/G, -0.86 (H+BB)/G

Hits:

  • Highest — .586 W%, 4.74 R/G, 4.03 RA/G, +0.90 H/G, +0.10 BB/G, +1.00 (H+BB)/G
  • Medium — .503 W%, 4.18 R/G, 4.15 RA/G, +0.07 H/G, -0.02 BB/G, +0.05 (H+BB)/G
  • Lowest — .430 W%, 3.84 R/G, 4.58 RA/G, -0.97 H/G, -0.08 BB/G, -1.05 (H+BB)/G

The correlation is slightly stronger for hits, because hits includes extra-base hits; no one should think that, on average, “a walk is as good as a hit.” But for batters, the pursuits of walks and of hits are far from mutually exclusive. And winning the walks battle appears to be an important factor in winning games.

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mosc
mosc
11 years ago

What about the correlation of OBP rather than walks and hits separately? Is it even more telling or is it less telling?

BryanM
BryanM
11 years ago

the correlation More X equals More wins, irrespective of what the other team is doing, is to my mind much more impressive than ” teams who have more hits than their opponents win more” obviously, the greater the number of hits you get , the higher the probability that you have outhit your opponent; still, in any slugfest, one of the teams will necessarily lose , in spite of the high number of hits they got, and vice versa for pitchers duels. You found a strong correlation in spite of that fact. Very interesting data, and I will read eagerly… Read more »

Artie Z.
Artie Z.
11 years ago

Wanting to know which teams had 17 hits and lost, I found the Blue Jays on 5-24 had 17 hits, 4 doubles, 3 HRs, and 1 walk – and scored only 6 runs. That’s 30 total bases and a loss. I thought that might be kind of rare, getting 30 total bases and losing – it turns out it has happened 315 times in the searchable era. Oh, and the White Sox also had 17 hits and lost, but at least they only had 2 XBHs. The most total bases by a team in a loss is 49(!), when the… Read more »

bstar
11 years ago
Reply to  Artie Z.

I’m gonna go out on a limb and guess that Phils-Cubbies tussle was played in the Friendly Confines and the wind was blowing out towards Waveland…

no statistician but
no statistician but
11 years ago
Reply to  bstar

I remember tuning in on the radio to that game just after Schmidt homered in the tenth to break the tie. Vince and Lou—Cub fans will know—sounded shell shocked. The Cubs had been down at various times in the game by 15-6, 17-6, and 21-9, but after 8 innings the score stood 22-22, so the mo was in their favor. Another thing: despite the carnage done, the Phils used a relative modest 5 pitchers and the Cubs just 6. Now both sides in such a game would be bringing in the bullpen catcher to pitch after the ten available bodies… Read more »

ReliefMan
ReliefMan
11 years ago
Reply to  Artie Z.

On five occasions a team has won with 0 Total Bases, which just goes to show how the stat is such a misnomer (walks and HBP don’t even count for 1 base!) Clearly the stat can’t be changed without messing up the slugging average formula–infinite OPS, anyone?–but maybe this could be the basis for a new stat. Call it All-Purpose Bases, kind of like the NFL’s “all-purpose yards” but divided by 30. One APB is simply one-fourth of a Run, no matter how it was gained: a stolen base counts for 1, a walk 1 plus another to each runner… Read more »

Dr. Doom
Dr. Doom
11 years ago
Reply to  ReliefMan

…except that one base isn’t a quarter of a run. You could just use wOBA, which already adjusts for the actual run values of events.

BryanM
BryanM
11 years ago

Also , if you have a really good defensive catcher who hits .350 , you can win some games with the extra bat.

BryanM
BryanM
11 years ago

In a more serious vein , teams are always tempted to sacrifice some defense to get an extra bat , when they get hits out of C , 2b. Or SS , It seems like those hits are worth more

Hartvig
Hartvig
11 years ago

I’m sure it’s just random variation based on a relatively small sample size but it’s still looks odd that there’s a downtick at both 7 walks and 7 hits.

Unlucky number 7 maybe?