A percentile rank of 40.9% corresponds to 0.409 in the above table which corresponds to a z-score of -0.23.
The z-score is computed as follows:
![z=(x-\mu)/(\sigma)](https://img.qammunity.org/2023/formulas/mathematics/college/h06hsre30elxbqnbdkqzw5pbp57988qa0r.png)
where x is the observed value, μ is the mean and σ is the standard deviation.
In this case, the variance is 16, then the standard deviation is √16 = 4
Substituting into the z-score formula with z = -0.23, μ = 37, and σ = 4, we get:
![\begin{gathered} -0.23=(x-37)/(4) \\ (-0.23)\cdot4=x-37 \\ -0.92+37=x \\ 36.08=x \end{gathered}](https://img.qammunity.org/2023/formulas/mathematics/college/aar69njdjtbp39km5cp1x7dylz7ww56ipr.png)