2.4 (cont.) Using the Mean and Standard Deviation Together 68-95-99.7 rule z-scores 1 68-95-99.7 rule Mean and Standard Deviation (numerical) Histogram (graphical) 68-95-99.7 rule 2 The 68-95-99.7 rule; applies only to mound-shaped data approximately 68% of the measurements are within 1 standard deviation of the mean, that is, in ( y s, y s) approx. 95% of the measurements are within 2 stand. dev. of the mean, i.e., in ( y 2 s, y 2 s ) almost all the measurements are within 3 stan. dev of the mean, i.e., in ( y 3s, y 3s) 3 68-95-99.7 rule: 68% within 1 stan. dev. of the mean 0.4 0.35 0.3 0.25 68% 0.2 0.15 0.1 34% 34% 0.05 -5 -4.5 -4 -3.5 -3 -2.5 -2 -1.5 -1 -0.5 0 0.5 1 1.5 2 2.5 3 3.5 4 4.5 5 0 y-s y y+s 4 68-95-99.7 rule: 95% within 2 stan. dev. of the mean 0.4 0.35 0.3 0.25 95% 0.2 0.15 0.1 47.5% 47.5% 0.05 -5 -4.5 -4 -3.5 -3 -2.5 -2 -1.5 -1 -0.5 0 0.5 1 1.5 2 2.5 3 3.5 4 4.5 5 0 y-2s y y+2s 5 Example: textbook costs 286 328 349 367 382 398 425 480 291 340 354 369 385 409 426 307 342 355 371 385 409 428 308 346 355 373 387 410 433 315 347 360 377 390 418 434 316 348 361 380 390 422 437 327 348 364 381 397 424 440 n 50 y 375.48 s 42.72 6 Example: textbook costs (cont.) 286 340 355 373 390 422 440 291 342 355 377 390 424 480 307 346 360 380 397 425 308 347 361 381 398 426 315 348 364 382 409 428 316 348 367 385 409 433 327 349 369 385 410 434 328 354 371 387 418 437 1 standard deviation interval about the mean y 375.48 s 42.72 ( y s, y s ) (332.76, 418.20) 32 percentage of data values in this interval 64%; 50 7 68-95-99.7 rule: 68% Example: textbook costs (cont.) 286 340 355 373 390 422 440 291 342 355 377 390 424 480 307 346 360 380 397 425 308 347 361 381 398 426 315 348 364 382 409 428 316 348 367 385 409 433 327 349 369 385 410 434 328 354 371 387 418 437 2 standard deviation interval about the mean y 375.48 s 42.72 ( y 2 s, y 2 s ) (290.04, 460.92) 48 percentage of data values in this interval 96%; 50 8 68-95-99.7 rule: 95% Example: textbook costs (cont.) 286 340 355 373 390 422 440 291 342 355 377 390 424 480 307 346 360 380 397 425 308 347 361 381 398 426 315 348 364 382 409 428 316 348 367 385 409 433 327 349 369 385 410 434 328 354 371 387 418 437 3 standard deviation interval about the mean y 375.48 s 42.72 ( y 3s, y 3s ) (247.32, 503.64) 50 percentage of data values in this interval 100%; 50 9 68-95-99.7 rule: 99.7% The best estimate of the standard deviation of the men’s weights displayed in this dotplot is 1. 2. 3. 4. 10 15 20 40 0% 1 0% 2 0% 3 10 0% 4 Z-scores: Standardized Data Values Measures the distance of a number from the mean in units of the standard deviation 12 z-score corresponding to y y y z s where y original data value y the sample mean s the sample standard deviation z the z-score corresponding to y 13 If data has mean y and standard deviation s, then standardizing a particular value of y indicates how many standard deviations y is above or below the mean y . Exam 1: y1 = 88, s1 = 6; exam 1 score: 91 Exam 2: y2 = 88, s2 = 10; exam 2 score: 92 Which score is better? z1 91 88 3 .5 6 6 92 88 4 z2 .4 10 10 91 on exam 1 is better than 92 on exam 2 14 Comparing SAT and ACT Scores SAT Math: Eleanor’s score 680 SAT mean =500 sd=100 ACT Math: Gerald’s score 27 ACT mean=18 sd=6 Eleanor’s z-score: z=(680-500)/100=1.8 Gerald’s z-score: z=(27-18)/6=1.5 Eleanor’s score is better. 15 Z-scores add to zero Student/Institutional Support to Athletic Depts For the 9 Public ACC Schools: 2013 ($ millions) School Support y - ybar Z-score Maryland 15.5 6.4 1.79 UVA 13.1 4.0 1.12 Louisville 10.9 1.8 0.50 UNC 9.2 0.1 0.03 VaTech 7.9 -1.2 -0.34 FSU 7.9 -1.2 -0.34 GaTech 7.1 -2.0 -0.56 NCSU 6.5 -2.6 -0.73 Clemson 3.8 -5.3 -1.47 Mean=9.1000, s=3.5697 Sum = 0 Sum = 0 16 In 2007-08 the mean tuition at 4-yr public colleges/universities in the U.S. was $6185 with a standard deviation of $1804. In NC the mean tuition was $4320. What is NC’s z-score? 1. 2. 3. 4. 5. 1.03 -1.03 2.39 1865 -1865 0% 1. 0% 0% 2. 3. 0% 4 17 0% 5 End of Section 2.4 18