Question

In: Statistics and Probability

Researchers studying the human voice measure the volume in decibels. Normal conversation occurs at around 50...

Researchers studying the human voice measure the volume in decibels. Normal conversation occurs at around

50 decibels but some singers can reach over 100 decibels. The researchers choose a random sample of 25

professional opera singers and record the maximum volume reached by each. They find the mean volume for

this sample is 98 decibels with a standard deviation of 10 decibels. Carry out a hypothesis test with alpha= 0.05,

to determine if the mean maximum volume of all professional opera singers is 100 decibels.

Solutions

Expert Solution

Solution:

Here, we have to use one sample t test for the population mean.

The null and alternative hypotheses are given as below:

Null hypothesis: H0: the mean maximum volume of all professional opera singers is 100 decibels.

Alternative hypothesis: Ha: the mean maximum volume of all professional opera singers is not 100 decibels.

H0: µ = 100 versus Ha: µ ≠ 100

This is a two tailed test.

The test statistic formula is given as below:

t = (Xbar - µ)/[S/sqrt(n)]

From given data, we have

µ = 100

Xbar = 98

S = 10

n = 25

df = n – 1 = 24

α = 0.05

Critical value = - 2.0639 and 2.0639

(by using t-table or excel)

t = (Xbar - µ)/[S/sqrt(n)]

t = (98 – 100)/[10/sqrt(25)]

t = -2/2

t = -1.00

P-value = 0.3273

(by using t-table)

P-value > α = 0.05

So, we do not reject the null hypothesis

There is sufficient evidence to conclude that the mean maximum volume of all professional opera singers is 100 decibels.


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