I think whenever a data value is below the mean then the corresponding Z-score would be negative. A Z-score indicates the number of standard deviation an element or a value is from the mean. The z-score is calculated by the formula; z= (X-μ)/σ where z is the z-score, X is the value of the element, μ is the population mean, and σ is the standard deviation.
