Thursday 7 November 2013

Assuming the population variances are approximately equal, use the sample statistics and an alpha value of 0.05 to test whether or not there is...




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We are performing the independent means t-test. We do a t-test because we do not actually know what the population variances are. We are only given sample information - so we cannot do a z-test



MANUAL t-TEST:


We can also perform the test manually


The null and alternative hypotheses are :


Ho : x1 = x2            ( the sample means are equal )


Ha : x1 not equal x2 ...




l



We are performing the independent means t-test. We do a t-test because we do not actually know what the population variances are. We are only given sample information - so we cannot do a z-test



MANUAL t-TEST:


We can also perform the test manually


The null and alternative hypotheses are :


Ho : x1 = x2            ( the sample means are equal )


Ha : x1 not equal x2  ( the sample means are different)


The standard error is given by:


SE = sqrt[ (s12/n1) + (s22/n2) ]


where s1 is the standard deviation of sample 1, s2 is the standard deviation of sample 2, n1 is the size of sample 1, and n2 is the size of sample 2.


             SE = sqrt [11.05^2/22 + 12.34^2/20] = 3.63


the degrees of freedom can be approximated by the smaller of n1 - 1 and n2 - 1; So d.f =20-1 = 19


est statistic. The test statistic is a t-score (t) defined by the following equation.


t = [ (x1 - x2) - d ] / SE


where x1 is the mean of sample 1, x2 is the mean of sample 2, d is the hypothesized difference between population means, and SE is the standard error.


So test statistic  = (112.42 - 122.78)/3.63 = -2.85


t-critical score for two-tails, alpha =0.05 and d.f =19 is 2.093


Since our test statistic (ignoring sign) of 2.85 is greater than the t-critical value, our test statistic falls in the rejection region. We thus reject the null hypothesis that there is no difference in the population means. There is in fact a difference at the 95% confidence level.





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