To compare each candidate score, we can convert each individual score to a z-score and compare them. The z-score is given by:
where x represents the actual score, mu represents the mean and sigma represents the standard deviation.
Calculating the z-score of each candidate, we haev:
The highest z-score is associated with the best performance.
The job should be given to Norma.