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st: RE: Effect size and Power for the difference between means


From   "Steichen, Thomas J." <[email protected]>
To   <[email protected]>
Subject   st: RE: Effect size and Power for the difference between means
Date   Thu, 16 Aug 2007 18:32:53 -0400

Diego,

My impression, given what you say in your message, is that you may have a 
misunderstanding of what -sizefx- is intended to compute. 

Generally, an effect size is a mean difference divided by the standard error 
of that difference (or, alternatively, is the correlation of two variables 
divided by the standard error of that correlation). This has nothing to do 
with computing sample size, power, etc.

-sizefx age1 age2- merely computes the mean, variance and sample size for 
each variable (age1, age2) then computes the various effect sizes. 

For example, Cohen's d is computed as: 

  d = abs(m1-m2) / sqrt(((n1*v1)+(n2*v2))/(n1+n2)) 

  where m1 is the mean, n1 is the sample size and v1 is the variance of age1 
    and m2 is the mean, n2 is the sample size and v2 is the variance of age2 

d is then read to indicate that the means of age1 and age2 differ by d 
standard deviations.

Clearly, you do not calculate the variables age1 or age2, you just use them 
in the program.

It is probably fair to note that the typical use of effect sizes is when 
t-values, correlations or the sufficient statistics are all you have (i.e., 
you do not have raw data). Then you just directly plug in what you have into 
an appropriate formula and spit out the effect size. Because of this, I do 
not see -sizefx- as a particularly useful program.

Tom

-----------------------------------
Thomas J. Steichen
[email protected]
-----------------------------------
 
-----Original Message-----
From: [email protected] [mailto:[email protected]] On Behalf Of Diego Bellavia
Sent: Wednesday, August 15, 2007 10:47 AM
To: STATAlist
Subject: st: Effect size and Power for the difference between means

Dear Statalisters, 

I am sorry for the basic questions, but I have a problem trying to figure out 
how the sizefx command works in STATA 9.2. 

1) Let us say I have two groups  and some outcome variables for which I would 
like to calculate the ES. 
Looking at the help file of sizefx, examples are like 

sizefx age1 age2 
sizefx before after (matched design) 

The problem is that I do not know how to calculate age1 and age2 (I know this is very very basic, 
please mercy on me). 
Then I tryed something like 

sizefx groups age 

to see the ES of age in the different groups, and I got something like 

Effect Size Measures: Cohen's d and Hedges' g
-----------------------------------------------------
Cohen's d statistic (pooled variance) = 2.2798227
Cohen's d statistic (t-statistic method) = 2.2847456
Hedges' g statistic = 2.2847456

Effect size correlations: r
-----------------------------------------------------
ES correlation (Cohen's d method) r = .75173368
ES correlation (t-statistic method) r = .75214284
ES correlation (Hedges' g method) r = .75214284

No problems with the r but regarding the Cohen's d and the Hedge's g 2.27 and 2.28 values
become 0.227 and 0.228 respectively ?  

Another weird thing is that sometimes I have higher ES for variables that are not significantly 
different between the two groups...how is it possibile ? 

 
2) Regarding the sample size calculations for differences between means what command do you reccomend ? 
   I found "sampsi" (t-test) then "fpower" and "simpower" (for ANOVA). Is this a  complete list or do you use something else ? 
    Are there improvements in STATA 10 regarding this ? 


Thank you in advance for the help

Diego


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