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AP Statistics Chapter 5 Notes. Measures of Relative Standing. Percentiles The percent of data that lies at or below a particular value. e.g. standardized test score reports baby weight/height/head size. Standardized value (z-score). Z-score.
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Measures of Relative Standing • Percentiles • The percent of data that lies at or below a particular value. • e.g. standardized test score reports • baby weight/height/head size. • Standardized value (z-score)
Z-score • Z-score tells you how many standard deviations away from the mean a given observation is. • Z-scores are more useful with symmetric distributions.
Density Curve • An idealized mathematical model used to represent a distribution. • Always on or above the horizontal axis. • Has an area of exactly 1 underneath it. • The area under the curve for any given interval is equal to the proportion of all observations that fall in that interval. • median: equal areas point • Mean: balance point
Notation used for density curves • Observed data Idealized Data • (Sample) (population) • Statistics Parameters • MEAN μ • standard deviation σ
Always symmetric, but the exact shape depends upon μ and σ. Change in curvature (point of inflection) shows where 1 standard deviation from the mean is located. Normal Distribution
Example • IQ scores are Normally distributed with a mean of 100 and a std dev of 15. • What % of people have IQ scores… • Between 70 and 130? • Less than 85? • Greater than 145? • Less than 115? • Between 55 and 70?
Probability Calculations • We define a Normal distribution by its mean and standard deviation. • N(μ, σ) • If we standardize the distribution by calculating z-scores, we create the distribution: N(0,1). • The z-table provides the percentiles associated with various z-scores. • When performing a calculation, be sure to draw a sketch of the region under the Normal curve that you are working with, and answer the question in context.
Examples • IQ scores are Normally distributed with a mean of 100 and a std dev of 15. • What percent of people have IQ scores less than 82? Less than 121? • What percent of people have IQ scores greater than 107? • What percent of people have IQ scores between 88 and 104? • A person is considered a genius if they are in the top 3% in terms of IQ. What IQ score does a person need to be considered a genius?
Using the calculator • To calculate the % of observations within a certain interval, use the z-table or the graphing calculator. • 2nd Vars (Dist), choose option 2. • Normalcdf (min, max, μ, σ) • To calculate raw data scores from percentiles: • 2nd Vars (Dist), choose option 3. • invNorm(%, μ, σ)