AP Statistics Curriculum 2007 Normal Critical

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General Advance-Placement (AP) Statistics Curriculum - Nonstandard Normal Distribution & Experiments: Finding Critical Values

Nonstandard Normal Distribution & Experiments: Finding Scores (Critical Values)

In addition to being able to compute probability (p) values, we often need to estimate the critical values of the Normal distribution for a given p-value.

  • The back and forth linear transformations converting between Standard and General Normal distributions are alwasy useful in such analyses (Let X denotes General (\(X\sim N(\mu,\sigma^2)\)) and Z denotes Standard (\(X\sim N(0,1)\)) Normal random variables):

\[Z = {X-\mu \over \sigma}\] converts general normal scores to standard (Z) values. \[X = \mu +Z\sigma\] converts standard scores to general normal values.

Examples

This Distributions help-page may be useful in understanding SOCR Distribution Applet.

Textbook prices

Suppose the amount of money college students spend each semester on textbooks is normally distributed with a mean of $195 and a standard deviation of $20. If we ask a random college students from this population how much he spent on books this semester, what is the maximum dollar amount that would guagantee she spends only as much as 30% of the population? (\(P(X<184.512)=0.3\))

SOCR EBook Dinov RV Normal 013108 Fig12.jpg

You can also do this problem exactly using the SOCR high-precision Nornal Distribution Calculator. If \(z_o=-0.5243987892920383\), then \(P(-z_o<Z<z_o)=0.4\) and P(Z<z_o)=0.3. Thus, \(x_o=\mu +z_o\sigma=195+(-0.5243987892920383)*20=184.512024214159234.\)

SOCR EBook Dinov RV Normal 013108 Fig13.jpg
Height (in.) 61.0 62.5 63.0 64.0 64.5 65.0 66.5 67.0 68.0 68.5 70.5

References




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