The test statistic (Z) in this case is -8.
To test the hypothesis that the population mean (μ) is less than 110 using a sample with known values, you can use a one-sample z-test because the sample size is large (n = 16) and the population standard deviation is unknown.
The formula for the z-test statistic when the population standard deviation is unknown is:

Where:
X is the sample mean (given as 100).
μ_0 is the hypothesized population mean under the null hypothesis (given as 110).
s is the sample standard deviation (given as 5).
n is the sample size (given as 16).
Substituting the values:


The test statistic (Z) in this case is -8. This value would then be used to determine the probability (p-value) of observing such an extreme value under the assumption that the null hypothesis (μ=110) is true.