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Friday, June 24, 2011

Platoon advantage by time of day

By Tangotiger, 11:18 AM

Interesting

Results indicate that players who were “morning types” had a higher batting average (.267) than players who were “evening types” (.259) in early games that started before 2 p.m. However, evening types had a higher batting average (.261) than morning types (.252) in mid-day games that started between 2 p.m. and 7:59 p.m. This advantage for evening types persisted and was strongest in late games that began at 8 p.m. or later, when evening types had a .306 batting average and morning types maintained a .252 average.

“Our data, though not statistically significant due to low subject numbers, clearly shows a trend toward morning-type batters hitting progressively worse as the day becomes later, and the evening-types showing the opposite trend,” said principal investigator and lead author Dr. W. Christopher Winter, medical director of the Martha Jefferson Hospital Sleep Medicine Center in Charlottesville, Va.

...but obviously the sample size is so tiny, that the “though not statistically significant” can’t just be walked by.

This is their sample size:

Nine participants were found to be evening types, and seven were morning types. Both groups had a mean age of 29 years. The study used the players’ statistics from the 2009 and 2010 seasons, which allowed for the analysis of 2,149 innings from early games, 4,550 innings from mid-day games and 750 innings from late games.

Reporting the innings played inflates the impact of the size of the sample, given that they are reporting batting averages (which means the opportunities is at bats, not innings).  So, 2149 innings is like 1000 at bats, and 750 innings is like 350 at bats.  Laughably small numbers of course. And next time, please, don’t use batting average.  Linear Weights or wOBA would have been the far better choice.

However, I very much like the idea, and the effort.  So, as a starting point, it’s great.

Glove-slap: Sky.


#1          (see all posts) 2011/06/24 (Fri) @ 14:12

Platoon by eye color!
http://sports.espn.go.com/dallas/mlb/news/story?id=6696741


#2          (see all posts) 2011/06/24 (Fri) @ 16:04

Prett sure I’m the ‘Sky’ Tango glove-slaps. I found the link via:
http://www.bakadesuyo.com/can-whether-youre-a-morning-type-or-a-night-o


#3    tangotiger      (see all posts) 2011/06/24 (Fri) @ 20:04

Great idea from Dave to crowdsource it:

http://www.fangraphs.com/blogs/index.php/crowdsourcing-blue-eyed-players/


#4    Cliff Otto      (see all posts) 2011/06/25 (Sat) @ 08:37

My first question when reading the article the other day was what effect do late afternoon shadows have? Does it inflate pitchers’ stats and deflate batters’?


#5          (see all posts) 2011/06/27 (Mon) @ 00:36

My question with the eye color is not which players had which color eyes and how they performed but what science says about Josh Hamilton’s optometrist’s theories.  Does anybody know?


#6    Tangotiger      (see all posts) 2011/06/27 (Mon) @ 11:33

At the speed of the internet, here’s one study using Crowdsourced information that Dave Cameron went through:

http://www.fangraphs.com/blogs/index.php/blue-eyed-players-hit-just-fine-in-day-light/

Overall, I came up with 25 players who fit the criteria. It doesn’t sound like a huge number, but those guys combined for over 47,000 day-time plate appearances and over 100,000 night time plate appearances in their careers, so sample size shouldn’t be a problem.

The results? Well, you probably won’t be too surprised.

During the evening, these blue-eyed players combined for a career mark of .280/.363/.472. During the day, they hit .282/.364/.475, almost exactly the same as they did when it was dark out. This non-difference matches up with the rest of the population, as there is no consistent historical day/night split for Major League hitters over the years. The sample of blue-eyed players we looked at follow’s the trend established by the rest of Major League Baseball.

What we really care about however is the spread in observations, not just the average observations.

For example, switch hitters have, as a group, no splits.  But, the OBSERVED splits of each hitter IS indicative if they are skewed to one side or the other.

Dave posted his file, so I’ll take a look at that tonight (google docs is blocked at the office).


#7    Guy      (see all posts) 2011/06/27 (Mon) @ 12:47

Mike/5:  I’m pretty sure that people with blue/green eyes are more light-sensitive than those with brown eyes.  I’ve got green eyes and have been told by optometrists that it’s especially important for someone with my eye color to wear sunglasses to protect my eyes.  However, whether that would make a difference among MLB hitters I don’t know.  Obviously, light-sensitive hitters will take steps to protect themselves, and those with extreme splits probably don’t make the majors.


#8          (see all posts) 2011/06/27 (Mon) @ 12:52

Guy, what I’m wondering, though, is whether that makes it harder for people with blue/green eyes to see detail or track objects in bright sunlight.  What do you mean by light-sensitive, and what are you protecting your eyes from?


#9    Guy      (see all posts) 2011/06/27 (Mon) @ 14:27

I mean that bright light is more irritating to people with light eyes.  Whether that’s because our pupils are slower to contract in bright light, or contract less effectively, or something else is going on, I have no idea.  I imagine the result would me more squinting by players, but how that impacts vision I don’t know.  (And this may all be moot, if things like eyeblack*, tinted contacts, brims on batting helmets, etc. provides enough protection to eliminate the problem.)

*I wonder if Bryce Harper has blue eyes?


#10    Guy      (see all posts) 2011/06/27 (Mon) @ 16:07

Yes, Harper has blue eyes:  http://www.aolnews.com/2010/06/03/bryce-harper-ejected-from-game-amateur-career-likely-over/.


#11    Guy      (see all posts) 2011/07/17 (Sun) @ 07:20

NYT article on eye color, with evidence that players with biggest day/night splits are disproportionately light-eyed:  http://www.nytimes.com/2011/07/17/sports/baseball/light-eyed-players-deal-with-glare-and-doubts.html?_r=1.


#12          (see all posts) 2011/07/17 (Sun) @ 14:57

Thanks, Guy.  That NYT article answered a lot of the questions I had.  Particularly this part:

With a reduced sensitivity to contrast, he has a harder time picking up the seams of the baseball — the part of the ball hitters use, in a fraction of second, to identify what pitch is coming.


#13    evo34      (see all posts) 2011/07/18 (Mon) @ 16:31

Would be much more interested in what the general impact of time of day is on run production.  Clearly, late afternoon games are lower-scoring, but I have seen a study to quantify the effect of lighting on hitting (controlling for park, temp., wind, etc.).


#14    Guy      (see all posts) 2011/07/19 (Tue) @ 08:57

Mike F:
This is off-topic, but I had a theory I wanted to run by you.  Impressionistically, it seems to me that the hitters who are really struggling this year are disproportionately tall guys (Dunn, Werth, D. Lee, Rios, Mauer).  I wonder whether you are seeing anything in the pitchf/x data that suggests any change in the called strikezone over the past season or two, particularly a change that might hurt tall guys?

Compared to 2009, batting average for hitters 6-4+ has fallen more than MLB overall, and their K rate has increased more than average too.  It’s not a big enough difference to be in any way definitive, but I thought it might indicate something is going on.  If so, might be one cause of the scoring decline.....


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