Question

Difficulty: EasyNormal Distributions, Standard Deviation Curves, and Percentile Ranks

The scores on a standardized graduate admissions test are normally distributed with a mean of 7070 and a standard deviation of 1010. Which of the following statements must be true? Select all such statements.

  1. A test score of 8080 corresponds to a zz-score of +1+1.Answer
  2. Approximately 68%68\% of all test scores fall between 6060 and 8080.Answer
  3. C
    A test score of 7070 corresponds to a zz-score of 7070.
  4. D
    A test score of 5050 is 11 standard deviation above the mean.
  5. E
    A test score of 7070 is at approximately the 95th95\text{th} percentile.

Answer

The correct statements are that a score of 80 corresponds to a z-score of +1 and that approximately 68% of all test scores fall between 60 and 80.
The statement asserting that a test score of 8080 has a zz-score of +1+1 is true because 8080 is exactly 11 standard deviation (1010 units) greater than the mean of 7070. The statement that approximately 68%68\% of test scores fall between 6060 and 8080 is also true according to the empirical rule, which dictates that approximately 68%68\% of values in a normal distribution lie within one standard deviation of the mean ([7010,70+10] [70-10, 70+10]).

Step-by-Step Solution

1
Calculate the z-score for a score of 80
z=807010=+1z = \frac{80 - 70}{10} = +1
The zz-score formula is z=Xμσz = \frac{X - \mu}{\sigma}, where XX is the data value, μ\mu is the mean, and σ\sigma is the standard deviation.
2
Apply the Empirical Rule (68-95-99.7 Rule) for 1 standard deviation
Interval [7010,70+10]=[60,80][70 - 10, 70 + 10] = [60, 80] contains approximately 68%68\% of the distribution
In any normal distribution, about 68%68\% of observations lie within μ±1σ\mu \pm 1\sigma.
3
Evaluate the symmetry and percentile rank at the mean
Score of 70 is at the 50th50\text{th} percentile and has a zz-score of 00
The mean of a normal distribution is equal to its median, bisecting the area under the curve into two equal halves of 50%50\%.

Key Concept

Empirical Rule and z-score calculation in a Normal Distribution
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