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Advanced Math Topics 3.6 Chebyshev’s Theorem: Applying the Standard Deviation We learned how to calculate the standard deviation (s) and we learned that a high value of s means the data is spread far from the mean and a low value of s means the data is close to the mean. This next theorem gives us more concrete information of this idea. Chebyshev’s Theorem In any population or sample… Let k be any number equal to or greater than 1, Then the proportion of any distribution that lies Within k standard deviations of the mean is at least… 1- 1 k2 What does this theorem mean? Computing some values of k… 1 k 1- (Std. deviations) What does this look like? Remember k = the standard deviation = s k2 1 1 1- 12 = 0 = 0% At least 75% of the data will lie in this interval. 1 2 1- 22 = 3/4 = .75 = 75% 1 3 1- 32 = 8/9 = .8889 = 88.89% x – 2s x x + 2s At least 88.89% of the data will lie in this interval. x – 3s x x + 3s What if we had values for the mean and standard deviations? x = 50 s = 18 Let’s use k = 2. 75 Then at least ______% of the data will lie within 2 standard deviations of the mean . 75% of the data or more lie within the interval x – 2s and x + 2s 50 – 2(18) and 50 + 2(18) 14 and 14 50 86 Chebyshev’s Theorem states that at least 75% of the data will lie in this interval. 86 1) In one month, the average file claimed with an insurance company was $831. The standard deviation was $150. Find the interval that will contain all values that are within 2.5 standard deviations of the mean. 831 – 2.5(150) and $456 and 831 + 2.5(150) $1206 At least what % of the data will lie between $456 and $1206? 1 1= .84 = 84% 2 (2.5) At least 84% of the claims will be in the interval $456-$1206. 2) All G.E. light bulbs have a mean life of 1600 hours with a standard deviation of 100 hours. At least what % of the bulbs will have a mean life between 1450 and 1750 hours? How far is the upper and lower limit of the interval from the mean? 1750 – 1600 = 150 and 1600 – 1450 = 150 How many standard deviations from the mean is this? We know that k standard deviations is 150 thus k(100) = 150. k = 1.5 1 1= .5556 = 55.56% 2 (1.5) At least 55.56% of the bulbs will have a life in the interval of 1450-1750 hours. Pafnuty Lvovich Chebyshev Born May 16 [O.S. May 4] 1821 Borovsk, Kaluga, Russia Died December 8 [O.S. November 26] 1894 St Petersburg, Russia Residence Russia Nationality Russian Field Institutions Mathematician St Petersburg University HW P. 139 #1-5 Let’s do #1 together.