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Suppose you take the SAT test and the ACT test. Not using the chart they provide, can you directly compare your SAT Math score to your ACT math score? Why or why not? We need to standardized these scores so that we can compare them. z score • Standardized score • Has m = 0 & s = 1 z x mx sx Let’s explore . . .So what does the z-score tell you? Suppose the mean and standard deviation of a distribution are m = 50 & s = 5. If the x-value is 55, what is the z-score? 1 If the x-value is 45, what is the z-score? -1 If the x-value is 60, what is the z-score? 2 What do these z scores mean? -2.3 1.8 6.1 -4.3 2.3 s below the mean 1.8 s above the mean 6.1 s above the mean 4.3 s below the mean Jonathan wants to work at Utopia Landfill. He must take a test to see if he is qualified for the job. The test has a normal distribution with m = 45 and s = 3.6. In order to qualify for the job, a person can not score lower than 2.5 standard deviations below the mean. Jonathan scores 35 on this test. Does he get the job? No, he scored 2.78 SD below the mean Sally is taking two different math achievement tests with different means and standard deviations. The mean score on test A was 56 with a standard deviation of 3.5, while the mean score on test B was 65 with a standard deviation of 2.8. Sally scored a 62 on test A and a 69 on test B. On which test did Sally score the best? She did better on test A. Density Curves • • • • Can be created by smoothing histograms ALWAYS on or above the horizontal axis Has an area of exactly one underneath it Uses m & s to represent the mean & standard deviation • Describes the proportion of observations that fall within a range of values • Is often a description of the overall distribution Normal Curve • Bell-shaped, symmetrical curve • Transition points between cupping upward & downward occur at m + s and m – s • As the standard deviation increases, Let’s use our calculator to the curve flattens & spreads graph some normal curves • As the standard deviation decreases, the curve gets taller & thinner Empirical Rule • Approximately 68% of the Can ONLY be used observations are withinwith 1s normal of m curves! • Approximately 95% of the observations are within 2s of m • Approximately 99.7% of the observations are within 3s of m • See p. 181 The height of male students at PWSH is approximately normally distributed with a mean of 71 inches and standard deviation of 2.5 inches. a) What percent of the male students are shorter than 66 inches? About 2.5% b) Taller than 73.5 inches? About 16% c) Between 66 & 73.5 inches? About 81.5% Remember the bicycle problem? Assume that the phases are independent and are normal distributions. What percent of the total setup times will be more than 44.96 minutes? First, find the mean & standard deviation for the total setup time. Phase Mean SD Unpacking Assembly Tuning 3.5 21.8 12.3 0.7 2.4 2.7 2.5%