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Numerical Summaries of Quantitative Data. Means, Standard Deviations, z-scores
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Warmup n Six people in a room have a median age of 45 years and mean age of 45 years. n One person who is 40 years old leaves the room. n Questions: 1.What is the median age of the 5 people remaining in the room? 2.What is the mean age of the 5 people remaining in the room?
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2 characteristics of a data set to measure n center measures where the “middle” of the data is located n variability measures how “spread out” the data is
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Measure of the “middle”
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Recall: Warmup n Six people in a room have a median age of 45 years and mean age of 45 years. n One person who is 40 years old leaves the room. n Questions: 1.What is the median age of the 5 people remaining in the room? 2.What is the mean age of the 5 people remaining in the room? Can’t answer 46 45 6=270; 270-40=230; 230/5=46
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Connection Between Mean and Histogram n A histogram balances when supported at the mean. Mean x = 140.6
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Mean: balance point Median: 50% area each half right histo: mean 55.26 yrs, median 57.7yrs
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Mean, Median, Maximum Baseball Salaries 1985 - 2014
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DESCRIBING VARIABILITY OF QUANTITATIVE DATA
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The Sample Standard Deviation, a measure of spread around the mean n Square the deviation of each observation from the mean; find the square root of the “average” of these squared deviations
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Calculations … Mean = 63.4 Sum of squared deviations from mean = 85.2 (n − 1) = 13; (n − 1) is called degrees freedom (df) s 2 = variance = 85.2/13 = 6.55 inches squared s = standard deviation = √6.55 = 2.56 inches Women height (inches)
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1. First calculate the variance s 2. 2. Then take the square root to get the standard deviation s. Mean ± 1 s.d. We’ll never calculate these by hand, so make sure to know how to get the standard deviation using your calculator or software.
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Population Standard Deviation
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Remarks 1. The standard deviation of a set of measurements is an estimate of the likely size of the chance error in a single measurement
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Remarks (cont.) 2. Note that s and are always greater than or equal to zero. 3. The larger the value of s (or ), the greater the spread of the data. When does s=0? When does =0? When all data values are the same.
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Remarks (cont.) 4. The standard deviation is the most commonly used measure of risk in finance and business –Stocks, Mutual Funds, etc. 5. Variance s 2 sample variance 2 population variance Units are squared units of the original data square $, square gallons ??
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Remarks 6):Why divide by n-1 instead of n? n degrees of freedom n each observation has 1 degree of freedom however, when estimate unknown population parameter like , you lose 1 degree of freedom
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Remarks 6) (cont.):Why divide by n-1 instead of n? Example n Suppose we have 3 numbers whose average is 9 nx1=x2=nx1=x2= n then x 3 must be n once we selected x 1 and x 2, x 3 was determined since the average was 9 n 3 numbers but only 2 “degrees of freedom” Since the average (mean) is 9, x 1 + x 2 + x 3 must equal 9*3 = 27, so x 3 = 27 – (x 1 + x 2 ) Choose ANY values for x 1 and x 2
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class pulse rates
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Review: Properties of s and s and are always greater than or equal to 0 when does s = 0? = 0? The larger the value of s (or ), the greater the spread of the data n the standard deviation of a set of measurements is an estimate of the likely size of the chance error in a single measurement
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Summary of Notation
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Using the Mean and Standard Deviation Together. Z-scores: Standardized Data Values Measures the distance of a number from the mean in units of the standard deviation
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z-score corresponding to y
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n Exam 1: y 1 = 88, s 1 = 6; exam 1 score: 91 Exam 2: y 2 = 88, s 2 = 10; exam 2 score: 92 Which score is better?
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Comparing SAT and ACT Scores n SAT Math: Eleanor’s score 680 SAT mean =500 sd=100 n ACT Math: Gerald’s score 27 ACT mean=18 sd=6 n Eleanor’s z-score: z=(680-500)/100=1.8 n Gerald’s z-score: z=(27-18)/6=1.5 n Eleanor’s score is better.
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Z-scores add to zero Student/Institutional Support to Athletic Depts For the 9 Public ACC Schools: 2013 ($ millions) SchoolSupporty - ybarZ-score Maryland15.56.41.79 UVA13.14.01.12 Louisville10.91.80.50 UNC9.20.10.03 VaTech7.9-1.2-0.34 FSU7.9-1.2-0.34 GaTech7.1-2.0-0.56 NCSU6.5-2.6-0.73 Clemson3.8-5.3-1.47 Mean=9.1000, s=3.5697 Sum = 0
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In a recent year the mean tuition at 4-yr public colleges/universities in the U.S. was $6185 with a standard deviation of $1804. In NC the tuition was $4320. What is NC’s z-score? 1. 1.03 2. -1.03 3. 2.39 4. 1865 5. -1865
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End of Numerical Summaries
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