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7.2 The Standard Normal Distribution
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Standard Normal The standard normal curve is the one with mean μ = 0 and standard deviation σ = 1 We have related the general normal random variable to the standard normal random variable through the Z-score In this section, we discuss how to compute with the standard normal random variable
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Standard Normal There are several ways to calculate the area under the standard normal curve ◦ What does not work – some kind of a simple formula ◦ We can use a table (such as Table IV on the inside back cover) ◦ We can use technology (a calculator or software) Using technology is preferred
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Area Calculations ● Three different area calculations Find the area to the left of Find the area to the right of Find the area between
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Table Method ● "To the left of" – using a table ● Calculate the area to the left of Z = 1.68 Break up 1.68 as 1.6 +.08 Find the row 1.6 Find the column.08 (Table is IV on back cover) ● The probability is 0.9535
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Table Method ● "To the right of" – using a table ● The area to the left of Z = 1.68 is 0.9535 ● The right of … that’s the remaining amount ● The two add up to 1, so the right of is 1 – 0.9535 = 0.0465
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“Between” Between Z = – 0.51 and Z = 1.87 This is not a one step calculation
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Between Between Z = – 0.51 and Z = 1.87 We want We start out with, but it’s too much We correct by
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Table ● The area between -0.51 and 1.87 The area to the left of 1.87, or 0.9693 … minus The area to the left of -0.51, or 0.3050 … which equals The difference of 0.6643 ● Thus the area under the standard normal curve between -0.51 and 1.87 is 0.6643
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A different “Between” Between Z = – 0.51 and Z = 1.87 We want We delete the extra on the left We delete the extra on the right
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Different “Between” ● Again, we can use any of the three methods to compute the normal probabilities to get ● The area between -0.51 and 1.87 The area to the left of -0.51, or 0.3050 … plus The area to the right of 1.87, or.0307 … which equals The total area to get rid of which equals 0.3357 ● Thus the area under the standard normal curve between -0.51 and 1.87 is 1 – 0.3357 = 0.6643
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Z-Score ● We did the problem: Z-Score Area ● Now we will do the reverse of that Area Z-Score ● This is finding the Z-score (value) that corresponds to a specified area (percentile)
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Z-Score ● “To the left of” – using a table ● Find the Z-score for which the area to the left of it is 0.32 Look in the middle of the table … find 0.32 The nearest to 0.32 is 0.3192 … a Z-Score of -.47
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Z-Score "To the right of" – using a table Find the Z-score for which the area to the right of it is 0.4332 Right of it is.4332 … left of it would be.5668 A value of.17
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Middle Range We will often want to find a middle range, to find the middle 90% or the middle 95% or the middle 99%, of the standard normal The middle 90% would be
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Middle 90% in the middle is 10% outside the middle, i.e. 5% off each end These problems can be solved in either of two equivalent ways We could find ◦ The number for which 5% is to the left, or ◦ The number for which 5% is to the right
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Middle The two possible ways ◦ The number for which 5% is to the left, or ◦ The number for which 5% is to the right 5% is to the left 5% is to the right
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Terminology ● The area under a normal curve can be interpreted as a probability ● The standard normal curve can be interpreted as a probability density function ● We will use Z to represent a standard normal random variable, so it has probabilities such as P(a < Z < b) P(Z < a) P(Z > a)
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Calculator Method
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● "To the right of“ 1.68 – using a calculator P(Z > 1.68) Normalcdf(
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Between Between Z = – 0.51 and Z = 1.87 P(-0.51 < Z < 1.87) NormalCdf(
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Or Find the area to the left of -1.56 or to the right of.79 P(Z.79)
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Find a Z-Score if given a probability ● “To the left of” – using a Calculator ● Find the Z-score for which the area to the left of it is 0.32 InvNorm(.32,0,1)
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Z-Score "To the right of" – using a calculator Find the Z-score for which the area to the right of it is 0.4332 Important: Calculator can only do “left of” for inverse normal functions Therefore, we need to convert this to a “left of”
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Fun Stuff Spend Time on this stuff…there is a lot to remember and keep organized! Practice makes perfect!
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