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Q: stistically and practical significance ( No Answer,   1 Comment )
Question  
Subject: stistically and practical significance
Category: Business and Money > Economics
Asked by: nana79-ga
List Price: $10.00
Posted: 25 Apr 2004 10:14 PDT
Expires: 25 May 2004 10:14 PDT
Question ID: 335929
The t test for the coefficient of a particular indepenent
variable,X,for a fitted regression equation may be stistically
significant at the 5% leve,but this does not necessarilt imply that
the relationship between the dependent variable,Y, and X has practical
significance.Explain how this situation might occur.
Answer  
There is no answer at this time.

Comments  
Subject: Re: stistically and practical significance
From: discordius-ga on 26 Apr 2004 07:52 PDT
 
It could be just a coincidence.  These things happen.  If you're
operating at the 5% significance level then, on average, 5% of the
t-tests that you do on uncorrelated data will erroneously state that
there is a relationship.

This becomes especially problematic when you dabble with data mining. 
For example, supposing I have 7 dependent variables that are all
random and uncorrelated.  Nevertheless, I start looking for
correlations between all possible pairs of these 7 variables at the 5%
significance level.  That's 21 pairs of variables, so I can expect to
find an average of 5% of 21 = 1.05 'significant' correlations.

Other than that, there's the whole issue of what you mean by
'practical'.  If medical trials show that a new drug prolongs life at
the 0.001% confidence interval, that's a very strong statistical
result.  But if the amount it prolongs your life by is only 1%, and
makes you feel miserable while you're taking it, who cares?

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