A popular video game claims that the average time needed to reach level 10 Paladin is 3 hours with a standard deviation of 0.4 hours. James thinks that he and his four friends are more skilled than the average gamer because it took them an average of only 2.5 hours. Which of the following is the most restrictive level that would validate his claim?
1%
2.5%
5%
10%

Respuesta :

In this case, it is equal to 0.178. The z-score is defined the distance from the sample to the population means in units of standard error. z = (3 – 2.5)/0.178 = 2.81 at this z-score, the probability is 0.9974 so A=1%

Using t-test for single mean, we find that the most restrictive level that would validate James' claim is 1%.

What is t - test?

The single sample t method tests a null hypothesis that the population mean is equal to a specified value.

The test statistic is calculated as:

[tex]t = \frac{x - mean }{standard\ deviation / \sqrt{sample\ size} }[/tex]

Given -

H0: average time needed to reach level 10 Paladin is 3 hours. (μ = 3)

H1: average time needed to reach level 10 Paladin is 2.5 hours. (μ < 3) (left tailed)

mean = 3 hours

standard deviation = 0.4 hours

sample size = 5

x = 2.5 hours

[tex]t = \frac{2-5 - 3}{0.4/\sqrt{5} } = \frac{-0.5}{1.79} = -0.28[/tex]

with (n - 1) 5 - 1 = 4 degree of freedom.

The most restrictive level that would validate his claim is that tabulated t value at [tex]\alpha[/tex] level of significance that is more than calculated |t|, i.e., the level of significance at which null hypothesis is rejected.

t(0.01, 4) = 3.74

t(0.025, 4) = 2.77

t(0.05, 4) = 2.13

t(0.1, 4) = 1.53

As can be observed, all level of significance validate James' claim. The most restrictive level would be the minimum level, which is 1%.

Learn more about t - test here

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