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Female Pulse Rates and Age Using the pulse rates of females from Data Set 1 鈥淏ody Data鈥 in Appendix B after they are partitioned into the three age brackets of 18鈥25, 26鈥40, and 41鈥80, we get the following Statdisk display. Using a 0.05 significance level, test the claim that females from the three age brackets have the same mean pulse rate. What do you conclude?

Short Answer

Expert verified

It can be concluded that at least one age bracket of females has a mean pulse rate different from others at a 0.05 significance level.

Step by step solution

01

Given information

Three age brackets; 18-25, 26-40, and 41-80, are compared for mean pulse rates for females, using the output from statdisk.

In the study, the researcher wants to test the claim that the mean pulse rates of the females in three age brackets are the same.

The significance level is 0.05.

02

Define the test for mean comparison

If the study requires comparing more than two groups for mean values, the ANOVA test is recommended for use.

The hypotheses for ANOVA would be,

\(\begin{aligned}{l}{H_o}:{\mu _1} = {\mu _2} = {\mu _3} = ... = {\mu _n}\\{H_a}:\;{\rm{atleast}}\;{\rm{one}}\;{\mu _i}\;{\rm{is}}\;{\rm{different}}\end{aligned}\)

The decision rule is stated as follows:

  • If the p-value for the test is less than the significance level, the null hypothesis is rejected.
  • If the p-value for the test is greater than the significance level, the null hypothesis is failed to be rejected.
03

Frame the statistical hypothesis

Assume\({\mu _1},{\mu _2},{\mu _3}\)be the mean pulse rate for the males in three age brackets 18-25,26-40, and 41-80, respectively.

The null and the alternative hypothesis is,

\(\begin{aligned}{l}{H_o}:{\mu _1} = {\mu _2} = {\mu _3}\\{H_a}:\;{\rm{atleast}}\;{\rm{one}}\;{\mu _i}\;{\rm{is}}\;{\rm{different}}\end{aligned}\)

04

Determine the conclusion

From the output, the p-value is obtained from the last column, which is 0.000539.

As the p-value is less than 0.05, the null hypothesis is rejected at the 0.05 significance level.

Therefore, there is enough statistical evidence to warrant the rejection of the claim that the mean pulse rates of females in three age brackets are the same. So, it can be concluded at a 0.05 level of significance that the mean pulse rate level of at least one of the three age brackets of females is different from others. Thus, it can be said that the female's pulse rates are affected by the age brackets.

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