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st: Statistical significance vs the 95% confidence intervals -- how should i interpret these
From |
"Eric Lawrence" <[email protected]> |
To |
[email protected] |
Subject |
st: Statistical significance vs the 95% confidence intervals -- how should i interpret these |
Date |
Sun, 10 Dec 2006 10:51:57 -0500 |
While many good points were made in the responses to the original
question, there is a
simple explanation for the discrepant results here.
In method 1, the standard deviation rather than the standard error was
used in computing the 95% CIs. Compare the standard errors across 1
and 2 below.
--Eric
***
The question is "Are the estimates for year 1 and 3 statistically different?
year estimate st.error 95% conf interval
year1 .484721 .015637 .454068 .5153741
year2 .4128893 .0145616 .3843443 .4414343
year3 .4556235 .0138994 .4283765 .4828704
1. Using the 95% confidence interval that I obtained:
Year 1 and year 3 confidence intervals overlap thus year 1&3 estimates
are not statistically different at the 95% level.
2. Using ttesti they are statistically different with 99% confidence:
. ttesti 2398 .484721 .015637 2399 .4556235 .0138994
Two-sample t test with equal variances
------------------------------------------------------------------------------
| Obs Mean Std. Err. Std. Dev. [95% Conf. Interval]
---------+--------------------------------------------------------------------
x | 2398 .484721 .0003193 .015637 .4840948 .4853472
y | 2399 .4556235 .0002838 .0138994 .455067 .45618
---------+--------------------------------------------------------------------
combined | 4797 .4701692 .0002996 .0207488 .4695819 .4707565
---------+--------------------------------------------------------------------
diff | .0290975 .0004272 .02826 .029935
------------------------------------------------------------------------------
Degrees of freedom: 4795
Ho: mean(x) - mean(y) = diff = 0
Ha: diff < 0 Ha: diff != 0 Ha: diff > 0
t = 68.1143 t = 68.1143 t = 68.1143
P < t = 1.0000 P > |t| = 0.0000 P > t = 0.0000
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