In: Statistics and Probability
A study regarding the relationship between age and the amount of pressure sales personnel feel in relation to their jobs revealed the following sample information. At the 0.01 significance level, is there a relationship between job pressure and age?
Degree of Job Pressure | |||
Age (years) | Low | Medium | High |
Less than 25 | 20 | 18 | 22 |
25 up to 40 | 50 | 46 | 44 |
40 up to 60 | 58 | 63 | 59 |
60 and older | 34 | 43 | 43 |
State the decision rule. Use 0.01 significance level. (Round your answer to 3 decimal places.)
H0: Age and pressure are not related.
H1: Age and pressure are related.
Compute the value of chi-square. (Round your answer to 3 decimal places.)
What is your decision regarding H0?
Solution-:
Let, A= Degree of Job Pressure and B=Age (Years) Given :
Here, we want to test
Age and pressure are not related.
Vs
Age and pressure are related.
The given frequencies table are observed frequencies
Degree of Job Pressure |
||||
Age (Years) |
Low |
Medium |
High |
Total |
Less than 25 |
20 |
18 |
22 |
60 |
25 up to 40 |
50 |
46 |
44 |
140 |
40 up to 60 |
58 |
63 |
59 |
180 |
60 and older |
34 |
43 |
43 |
120 |
Total |
162 |
170 |
168 |
500 |
The corresponding expected frequencies are obtained using formula
for i=1,2,3,4 ;j=1,2,3
Note: are not to be rounded-off to the integers.
The given frequencies table are expected frequencies
Degree of Job Pressure |
|||
Age (Years) |
Low |
Medium |
High |
Less than 25 |
19.44 |
20.4 |
20.16 |
25 up to 40 |
45.36 |
47.6 |
47.04 |
40 up to 60 |
58.32 |
61.2 |
60.48 |
60 and older |
38.88 |
40.8 |
40.32 |
Table for
Degree of Job Pressure |
|||
Age (Years) |
Low |
Medium |
High |
Less than 25 |
20.576 |
15.882 |
24.008 |
25 up to 40 |
55.115 |
44.454 |
41.156 |
40 up to 60 |
57.682 |
64.853 |
57.556 |
60 and older |
29.733 |
45.319 |
45.858 |
The test statistic is
Table value :-
( From statistical table or By using MS-Excel Command "=CHIINV(0.01,6)" )
Decision Rule:-
Here hence we accept (Or fail to reject ) at l.o.s.
Conclusion:- We conclude that , Age and pressure are not related.