Answer
We will make a Type-II error, when we conclude that the mean mercury level is equal to 15 ppm, but actually it is less than 15 ppm
Work Step by Step
Type-I error: when we reject Null hypothesis, but it was true.
Type-II error: when we accept Null hypothesis, but Alternative Hypothesis is true