What is the interpretation of a z-score of 2?

Prepare for the Discovering Statistics Using IBM SPSS Statistics Test with detailed questions and thorough explanations. Enhance your statistical understanding and apply SPSS effectively. Get ready to excel in your assessment!

Multiple Choice

What is the interpretation of a z-score of 2?

Explanation:
A z-score tells you how far a value is from the mean, measured in units of the standard deviation. A z-score of 2 means the value lies two standard deviations above the mean. In formula terms, z = (X − μ)/σ, so if z = 2 then X = μ + 2σ. If the distribution is roughly normal, this corresponds to about the 97.7th percentile, meaning it’s higher than about 97.7% of observations. This clarifies why it’s not two raw units above the mean, not twice the mean, and not the second percentile—the interpretation focuses on distance from the mean in standard deviation units.

A z-score tells you how far a value is from the mean, measured in units of the standard deviation. A z-score of 2 means the value lies two standard deviations above the mean. In formula terms, z = (X − μ)/σ, so if z = 2 then X = μ + 2σ. If the distribution is roughly normal, this corresponds to about the 97.7th percentile, meaning it’s higher than about 97.7% of observations. This clarifies why it’s not two raw units above the mean, not twice the mean, and not the second percentile—the interpretation focuses on distance from the mean in standard deviation units.

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