Question

In: Statistics and Probability

A company applies an aptitude test to all those who apply for work as programmers. The...

A company applies an aptitude test to all those who apply for work as programmers. The results of these tests are analyzed according to their precedence (general advertising, advertisements for specialized magazines, employment agencies, personal recommendations or people who come spontaneously). With a significance level of 0.025, determine if there is a difference between the results of these tests according to their precedence.

Your work should have detailed procedure, in this exercise you can use the tool offered by Excel for the required test, but you have to have the appropriate analysis.

General Pub 36 47 38 51 62 78 60 47 49 53 26 38 61 39 43
Rev Esp. 58 64 62 47 71 90 65 82 61 59
Ag Emp. 47 59 48 81 66 50 42 53
Rec Per. 67 61 82 97 65 72 54 59 58
Spontaneous 38 47 80 41 38 66 50

Solutions

Expert Solution

The appropriate test is one way ANOVA as five groups are involved in the study.

The statistical hypothesis is,

Ho: There is no difference between the test results according to the distinct five precedence. Ha: There is a difference between the test results according to the distinct five precedence.

Perform the test in Excel:

Enter the data in the Excel spreadsheet.

Go to data analysis add-in in the DATA tab. Select ANOVA:single factor and click OK.

Enter range of the entire data set. Select the labels and enter the output range. Click Ok.

The obtained output is shown below:

Anova: Single Factor

SUMMARY

Groups

Count

Sum

Average

Variance

General Pub

15

728

48.53333

169.6952

Rev Esp.

10

659

65.9

152.9889

Ag Emp.

8

446

55.75

159.9286

Rec per.

9

615

68.33333

186

Spontaneous

7

360

51.42857

253.2857

ANOVA

Source of Variation

SS

df

MS

F

P-value

F crit

Between Groups

3248.561

4

812.1401

4.53488

0.003736

2.583667

Within Groups

7879.848

44

179.0874

Total

11128.41

48

Decision: Since the p-value (0.003736) is less than the significance level 0.025, so the researcher rejects the null hypothesis.

Conclusion: There is a sufficient evidence to support that there is a significant difference between the test results according to the distinct five precedence.


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