Question

In: Statistics and Probability

An obstetrician wanted to determine whether the mean number of births was the same for each...

An obstetrician wanted to determine whether the mean number of births was the same for each of the five days of the week. She randomly selected eight days for each of the five weekdays and recorded the number of births on that day in the data table below. Refer to the ANOVA results from Excel.

Monday

Tuesday

Wednesday

Thursday

Friday

10023

10265

10283

10456

10691

11189

11198

11465

11045

11621

11753

11944

12509

12577

12927

13521

11346

11084

11593

11570

11216

12193

11875

11818

12023

11171

11903

11745

11233

12132

12433

12543

11749

11545

11627

12321

11624

12422

12192

12543

SUMMARY

Groups

Count

Sum

Average

Variance

Monday

8

85570

10696.25

279042.5

Tuesday

8

97897

12237.13

633537.8

Wednesday

8

92695

11586.88

136085.3

Thursday

8

95183

11897.88

252402.7

Friday

8

96023

12002.88

166186.1

ANOVA

Source Of Variation

SS

df

MS

F

P-Value

F Crit

Between Groups

11507633

4

2876908

9.803713

1.99E-05

2.641465

Within Groups

10270781

35

293450.9

Total

21778414

39

  • a) Test the hypothesis that the mean number of births for each weekday is the same at the ? = 0.01 level of significance. Use the p-value method.

Please show thorough steps for hypothesis test I am having trouble understanding this.

Solutions

Expert Solution

H0: Null Hypothesis: ( the mean number of births was the same for each of the five days of the week) (Claim)

HA: Alternative Hypothesis: (At least one mean is different from other 4 means) ( the mean number of births was not the same for each of the five days of the week)

From the given data, the following Table is calculated:

Monday Tuesday Wednesday Thursday Friday Total
N 8 8 8 8 8 40
85570 97897 92695 95183 96023 467368
Mean 85570/8=10696.25 97897/8=12237.125 92695/8=11586.875 95183/8=11897.875 96023/8=12002.875 467368/40=11684.2
Std. Dev. 528.2447 795.9509 368.8974 502.397 407.6593 747.2756

From the above Table, ANOVA Table is calculated as follows:

Source of Variation Sum of Squares Degrees of Fredom Mean Square F P - Value F Crit
Between groups 11507633.4 4 11507633.4/4 = 2876908.35 2876908.35/ 293450.8857 = 9.8037 0.00002 2.641465
Within groups 10270781 35 10270781/ 35 = 293450.8857
Total 21778414.4 39

F Ratio Value = 2876908.35/ 293450.8857 = 9.8037

Degtrees of Freedom for Numerator =4

Degrees of Freedom for denominaor = 35

By Technology, p - value = 0.00002

Since p - value = 0.00002 is less than = 0.01, the difference is significant. Reject null hypothesis.

Conclusion:
The data do not support the clam that the mean number of births was the same for each of the five days of the week.

= 0.01

Degtrees of Freedom for Numerator =4

Degrees of Freedom for denominaor = 35

By Technology, critical value of F = 2.641465.

Since calculated value of F = 9.8037 is greater than critical value of F = 2.641465., the difference is significant. Reject null hypothesis.

Conclusion:
The data do not support the clam that the mean number of births was the same for each of the five days of the week.


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