Fishers
Exact Test of a 2x2 TableA Fisher Exact Test evaluates small, 2x2
tables better than Chi-Square because it calculates
the exact probability. A Fishers Exact Test of a 2x2 table helps identify
if there are differences between two or more demographics. Consider the following
example. Men vs Women Dieting - Fisher Exact Test Example Imagine
asking men and women if they are dieting. How will we know if one sex diets more
than the other? We can develop a null hypothesis (H0) that men and
women diet equally and an alternate hypothesis (Ha) that they are different:
- H0 men = women
- Ha men <> women
Now,
conduct the survey and enter the number of responses into Excel. As you can see,
men seem to diet less than the women do, but is it statistically different? 
Select
the data with the mouse and click on the QI Macros Menu to select the Fisher Exact
Test: 
The
Fisher Exact Test macro will calculate the results: 
This
will calculate the exact test statistic and the chi-square statistic. Interpreting
the Fisher Exact Test results |
If | Then |
| p value < a | Reject
the null hypothesis | | p value > a | Accept
the null hypothesis | In the results above, the Fisher's Exact
Test p value is 0.00276. We can reject the null hypothesis at the 0.05
and 0.01 levels, but not the 0.001 level of a.
Notice
that the Fisher Exact test p value is higher than the chi-square p value of 0.00093.
Chi-square would let us reject the null hypothesis at the 0.001 level. Fisher
Exact Test is just one of the tools in the QI
Macros Statistical Process Control Software for Excel. Other tools include: Download
the FREE 30-day Evaluation copy of the QI Macros Excel SPC Software for Six Sigma
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