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A variable is normally distributed with a mean of 100 and a standard deviation of 10. What percentage of observations of the variable lie between 106 and 110?

Question

A variable is normally distributed with a mean of 100 and a standard deviation of 10. What percentage of observations of the variable lie between 106 and 110?

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Solution

To answer this question, we need to use the properties of the standard normal distribution (Z-distribution).

Step 1: Convert the raw scores to Z-scores. The Z-score is a measure of how many standard deviations an element is from the mean.

The formula for calculating a Z-score is: Z = (X - μ) / σ

Where:

  • X is the raw score
  • μ is the mean
  • σ is the standard deviation

For X = 106, the Z-score is: Z = (106 - 100) / 10 = 0.6 For X = 110, the Z-score is: Z = (110 - 100) / 10 = 1

Step 2: Use the standard normal distribution table (Z-table) to find the percentage of observations that lie between these two Z-scores.

The Z-table tells us that:

  • The percentage of observations that lie below a Z-score of 0.6 is approximately 72.57%.
  • The percentage of observations that lie below a Z-score of 1 is approximately 84.13%.

Step 3: Subtract the two percentages to find the percentage of observations that lie between the two Z-scores.

So, the percentage of observations that lie between a Z-score of 0.6 and 1 is approximately 84.13% - 72.57% = 11.56%.

Therefore, approximately 11.56% of observations of the variable lie between 106 and 110.

This problem has been solved

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