In: Statistics and Probability
Tim ran an experiment to test optimum power and time settings for microwave popcorn. His goal was to deliver popcorn with fewer than 10% of the kernels left unpopped, on average. To be sure that the method was successful, he popped 8 more bags of popcorn (selected at random). All were of high quality, with the percentages of unpopped kernels shown: 5.5, 2.4, 7.2, 7.4, 5.1, 10.8, 2.4, 9.2 The appropriate null and alternative hypotheses are: H0:μ=10Ha:μ<10
(a) Calculate the test statistic. Round your answer to 3 digits after the decimal.
(b) Calculate the P-value. Round your answer to 3 digits after the decimal.
(c) Does this provide evidence that he met his goal of averaging fewer than 10% unpopped kernels? Use 0.05 as the P-value cutoff level. Type "Yes" or "No
Answer)
First we need to find the sample mean and s.d of the given data
Sample mean = 6.25
S.d = 3.0038
N = 8
As the population standard deviation is unknown here we will use t distribution table to conduct the test
Null hypothesis Ho : u = 10
Alternate hypothesis Ha : u < 10
A)
Test statistics t = (sample mean - claimed mean)/(s.d/√n)
t = (6.25 - 10)/(3.0038/√8) = -3.531
B)
Degrees of freedom is = n-1 = 7
For 7 dof and -3.531 test statistics, P-value from t distribution is = 0.004792
C)
As the obtained p-value is less than the given significance 0.1
We reject the null hypothesis Ho
Yes we have enough evidence to conclude that u < 10%