In: Math
An Analyst wants to know if there was a significance difference in the average of hours worked in a week from 2000 (Group 1) to 2004 (Group 2). He gathers all the data from the General Social Survey, and lists the following summary statistics from the sampling.
Year |
2000 |
2004 |
Mean |
27.34 |
48.12 |
Std. Dev |
10.11 |
19.23 |
Unweighted n |
43 |
54 |
Source: General Social Survey (sda.berkeley.edu )
What is the correct null hypothesis?
Ho: mu2004-mu2000 < 0
Ho: mu2004-mu2000 does not equal 0
Ho: mu2000-mu2004 > 0
Ho: mu2004-mu2000 = 0
Solution:
Null and alternative hypothesis are :
Ho:
Ha:
This corresponds to a two-tailed test, for which a t-test for two population means, with two independent samples, with unknown population standard deviations will be used.
We don't know about variances are equal or not.
We have to find P-value, using excel =TDIST(6.842,83.486,2)
Using the P-value approach: The p-value is p = 0, and since p=0<0.05, it is concluded that the null hypothesis is rejected.
Conclusion: It is concluded that the null hypothesis Ho is rejected. Hence, there is a significance difference in the average of hours worked in a week from 2000 (Group 1) to 2004 (Group 2)
Done