Answer:
Option d: Your friend is wrong, the statement should be revised as "the probability of obtaining a sample mean of 105 or more extreme from a random sample of n = 40 when the true population mean is assumed to be 100."
Explanation:
We are given;
Null hypothesis; H0 : μ = 100
Alternative hypothesis; HA : μ ≠ 100
Sample mean; x = 105
Sample standard deviation; s = 10
Sample size; n = 40
p - value = 0.0016
Looking at the options, the first option is wrong because the sample size is not irrelevant her since it's more than 30.
The second option can't be correct because they just told us he is right without giving explanation.
The third option is wrong because 100 is the true population mean and not 150.
Thus we are left with Option D as the correct answer.