The statistical formula for a value's z-score is calculated ... measurement that tells you how far away from the mean (or average) your datum lies in a normally distributed sample.
Job B is gig work, where you might earn $7,500 one month and $2,000 the next. They have the same average but mean something very different when you are planning your rent or mortgage payments.