Since

, which means the corresponding z-score for Seif's test score is

. The empirical rule asserts that for any normal distribution, approximately 95% of it lies within two standard deviations of the mean, i.e.

, which leaves 5% outside of that range, and specifically 2.5% to either side.
This means

In other words, a test score of 167, which corresponds to a z-score of 2, marks the 97.5th percentile.