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Evaluating BA and OPS

I recently checked around the internet to find mathematical evaluations of team Batting Average and On-base percentage plus slugging percentage in determining team run totals, to no avail, so I figured I would do it myself. Because of time constraints I only pooled two seasons of data, 2004 and 2008, but that is more than the minimum 30 required to do the test. I started by finding the linear regression of both BA and OPS as dependents against runs:

'04 BA vs Runs:

Regression Line= -417+4422X                                R=.869        R^2=.475

'08 BA vs Runs:

Regression Line= -1049+6873.786X                     R=.803         R^2=.646

'04 OPS  vs Runs:

Regression Line= -986+2315X                                R=.971        R^2= .943

'08 OPS vs Runs:

Regression Line= -730+19971X                              R=.948        R^2=.898

Totals: BA R=.746  BA R^2=.561; OPS R=.96  OPS R^2=.921

* Because I did this on my calculator and not on Excel I don't have the graphs available to show, sorry.

From here, we can easily see that although BA does predict runs, it is not nearly as significant as OPS which does so at an outstanding rate.

If we were to use hypothesis testing to evaluate this claim we would find that the Test statistic for BA is 8.861 compared to 26.894 for OPS, both over the approximately 2 critical point, causing us to fail to reject both, although showing how much more confident we can be in OPS as a predictor.

In conclusion, it is my analysis that although batting average does have a correlation with runs it is not a particularly strong one, especially compared to OPS which, at least in 2004 and 2008 had a very strong correlation to runs produced.

 

 

 

 

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How about OPS-2*AVG?

That would tell you whether batting average correlates better with runs or all the other stuff in OPS (more or less walk rate and power).

Beyond the Boxscore // Calling BJ Upton lazy is lazy.

by Sky Kalkman on Apr 9, 2009 6:22 PM EDT reply actions  

If you want to get really pedantic...

…the correct test would be:

(OBP-H/PA) + (SLG-BA)

Although, I’m pretty sure this is reinventing the wheel here.

by cwyers on Apr 9, 2009 6:33 PM EDT up reply actions  

OPS vs AVG

You already know that there can’t be a great correlation because if there was then by the reflexive property OPS and AVG would have a similar correlation with runs. But if you do the math, R^2 would equal .606 for 2004, not a bad correlation, but not a good either.

by 5Tool on Apr 9, 2009 8:40 PM EDT up reply actions  

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