Section 5.3 Normal Distributions: Finding Values 1Larson/Farber 4th ed
Section 5.3 Objectives Find a z-score given the area under the normal curve Transform a z-score to an x-value Find a specific data value of a normal distribution given the probability 2Larson/Farber 4th ed
Finding values Given a Probability In section 5.2 we were given a normally distributed random variable x and we were asked to find a probability. In this section, we will be given a probability and we will be asked to find the value of the random variable x. xz probability Larson/Farber 4th ed
Example: Finding a z-Score Given an Area Find the z-score that corresponds to a cumulative area of z 0 z Solution: 4Larson/Farber 4th ed
Solution: Finding a z-Score Given an Area Locate in the body of the Standard Normal Table. The values at the beginning of the corresponding row and at the top of the column give the z-score. The z-score is Larson/Farber 4th ed
Example: Finding a z-Score Given an Area Find the z-score that has 10.75% of the distribution’s area to its right. z0 z Solution: 1 – = Because the area to the right is , the cumulative area is Larson/Farber 4th ed
Solution: Finding a z-Score Given an Area Locate in the body of the Standard Normal Table. The values at the beginning of the corresponding row and at the top of the column give the z-score. The z-score is Larson/Farber 4th ed
Example: Finding a z-Score Given a Percentile Find the z-score that corresponds to P 5. Solution: The z-score that corresponds to P 5 is the same z-score that corresponds to an area of The areas closest to 0.05 in the table are (z = -1.65) and (z = -1.64). Because 0.05 is halfway between the two areas in the table, use the z-score that is halfway between and The z-score is z 0 z Larson/Farber 4th ed
Transforming a z-Score to an x-Score To transform a standard z-score to a data value x in a given population, use the formula x = μ + zσ 9Larson/Farber 4th ed
Example: Finding an x-Value The speeds of vehicles along a stretch of highway are normally distributed, with a mean of 67 miles per hour and a standard deviation of 4 miles per hour. Find the speeds x corresponding to z-sores of 1.96, -2.33, and 0. Solution: Use the formula x = μ + zσ z = 1.96:x = (4) = miles per hour z = -2.33:x = 67 + (-2.33)(4) = miles per hour z = 0:x = (4) = 67 miles per hour Notice mph is above the mean, mph is below the mean, and 67 mph is equal to the mean. 10Larson/Farber 4th ed
Example: Finding a Specific Data Value Scores for a civil service exam are normally distributed, with a mean of 75 and a standard deviation of 6.5. To be eligible for civil service employment, you must score in the top 5%. What is the lowest score you can earn and still be eligible for employment? ? 0 z 5% ? 75 x Solution: 1 – 0.05 = 0.95 An exam score in the top 5% is any score above the 95 th percentile. Find the z-score that corresponds to a cumulative area of Larson/Farber 4th ed
Solution: Finding a Specific Data Value From the Standard Normal Table, the areas closest to 0.95 are (z = 1.64) and (z = 1.65). Because 0.95 is halfway between the two areas in the table, use the z-score that is halfway between 1.64 and That is, z = z 5% ? 75 x 12Larson/Farber 4th ed
Solution: Finding a Specific Data Value Using the equation x = μ + zσ x = (6.5) ≈ z 5% x The lowest score you can earn and still be eligible for employment is Larson/Farber 4th ed
Section 5.3 Summary Found a z-score given the area under the normal curve Transformed a z-score to an x-value Found a specific data value of a normal distribution given the probability 14Larson/Farber 4th ed