Question #338426

The average lifetime of 120 Brand X Alkaline AA batteries and 120 Brand Y alkaline AA batteries were found to be 9.1 hours and 9.6 hours respectively. Suppose the standard deviations of lifetimes are 1.9 for Brand X batteries and 2.1 hours for Brand Y batteries, test the hypothesis using α = 0.05




1
Expert's answer
2022-05-11T08:57:07-0400

The following null and alternative hypotheses need to be tested:

H0:μ1μ2H_0:\mu_1\ge\mu_2

Ha:μ1<μ2H_a:\mu_1<\mu_2

This corresponds to a left-tailed test, and a z-test for two means, with known population standard deviations will be used.

Based on the information provided, the significance level is α=0.05,\alpha = 0.05, and the critical value for a left-tailed test is zc=1.6449.z_c=-1.6449.

The rejection region for this left-tailed test is R={z:z<1.6449}.R = \{z: z <- 1.6449\}.

The z-statistic is computed as follows:


z=Xˉ1Xˉ2σ12/n1+σ22/n2z=\dfrac{\bar{X}_1-\bar{X}_2}{\sqrt{\sigma_1^2/n_1+\sigma_2^2/n_2}}

=9.19.61.92/120+2.12/120=1.934=\dfrac{9.1-9.6}{\sqrt{1.9^2/120+2.1^2/120}}=-1.934

Since it is observed that z=1.934<1.6449=zc,z = -1.934<-1.6449= z_c,

it is then concluded that the null hypothesis is rejected.

Using the P-value approach:

The p-value is p=P(Z<1.934)=0.026557,p=P(Z<-1.934)=0.026557, and since p=0.026557<0.05=α,p=0.026557<0.05=\alpha, it is concluded that the null hypothesis is rejected.

Therefore, there is enough evidence to claim that the population mean μ1\mu_1

is less than μ2,\mu_2, at the α=0.05\alpha = 0.05 significance level.


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