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A set of data items is normally distributed with a mean of 50 and a standard deviation of 4 . Convert 40 to a z-score. \( z_{40}=\square \) (Type an integer or a decimal.)

Ask by Vega Potter. in the United States
Feb 26,2025

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Answer

\( z_{40} = -2.5 \)

Solution

To convert a data point to a z-score, we use the formula: \[ z = \frac{x - \mu}{\sigma} \] where: - \( z \) is the z-score, - \( x \) is the value to be converted (in this case, 40), - \( \mu \) is the mean (50), and - \( \sigma \) is the standard deviation (4). Now, let's substitute the known values into the formula: \[ z_{40} = \frac{40 - 50}{4} \] Now, we will perform the calculation step by step: 1. Calculate \( 40 - 50 \): \[ 40 - 50 = -10 \] 2. Now divide by the standard deviation (4): \[ z_{40} = \frac{-10}{4} = -2.5 \] Thus, the z-score for 40 is: \[ z_{40} = -2.5 \]

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To convert a value to a z-score, you use the formula: \( z = \frac{(X - \mu)}{\sigma} \), where \( X \) is the value you want to convert, \( \mu \) is the mean, and \( \sigma \) is the standard deviation. In this case, \( X = 40 \), \( \mu = 50 \), and \( \sigma = 4 \). So the calculation will be: \( z_{40} = \frac{(40 - 50)}{4} \) \( z_{40} = \frac{-10}{4} \) \( z_{40} = -2.5 \) Thus, \( z_{40} = -2.5 \).

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