Statistics: Standard Normal Distribution

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SUMMARY

The discussion focuses on finding Z values corresponding to specific areas under the standard normal distribution curve. The user initially misinterprets the area calculations, leading to incorrect Z values of -0.04 and -2.28. The correct Z values for the areas specified are -2.13 and -2.28, respectively. The error arises from misunderstanding the use of Z-score tables and the relationship between areas to the left and right of the mean.

PREREQUISITES
  • Understanding of standard normal distribution
  • Familiarity with Z-score tables
  • Knowledge of the error function (erf)
  • Basic calculus for integration
NEXT STEPS
  • Learn how to accurately read Z-score tables
  • Study the properties of the standard normal distribution
  • Explore the calculation and application of the error function (erf)
  • Practice solving problems involving areas under the normal distribution curve
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Students studying statistics, educators teaching normal distribution concepts, and anyone needing to understand Z-scores and their applications in probability.

shawnz1102
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Homework Statement


Find the Z value that corresponds to the given area.
[PLAIN]http://img163.imageshack.us/img163/3785/problem1v.jpg

The Attempt at a Solution


What I did was go to Table E and find the closest number to 0.0166 which was 0.0160, and the Z numbers were 0.04 and 0.0. I then added them up together to get the answer of -0.04 (negative since it's less than 0) but it's wrong. The actual answer was: -2.13. I'm suspecting it's because the area is negative infinite to Z, and that's where I messed up at. Normally if it's between the median (which is 0) and Z, i would just add up both numbers.

Therefore, how do I solve this problem if the area is between infinite to Z?

2. Homework Statement
Find the z value to the left of the mean so that 98.87% of the area under the distribution curve lies to the right of it.

I didn't understand the wording of this problem at all, but I did give my attempt at drawing the graph (not sure if it's correct).
[PLAIN]http://img42.imageshack.us/img42/6641/problem2t.jpg

Actual Answer
The answer of this problem is: -2.28Please help!
 
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I have no idea what your Table E contains, but the area under the normal distribution is given by

\Phi(z) = \frac{1}{\sqrt{2\pi}} \int_{\infty}^z e^{-x^2} dx = \frac{1}{2} \left(1+\text{erf}\left(\frac{z}{\sqrt{2}}\right)\right),

where \text{erf}(t) is the error function. The error function can be computed by Wolfram Alpha or looked up in tables.
 
1) I'm not sure what table you're using but it should be one like this http://www.math.uh.edu/~bekki/CUIN%206342/zscoretable.pdf I suspect you're either using the wrong table or reading it wrong.

What the chart shows is the z-score on the left (up to first decimal) and top (second decimal). The numbers in the body of the chart show the area under the normal distribution curve less than the indicated z-score. This is the same as saying the area to the left of the z-score.

For example, say you were asked to find the z-score for which 0.54% of the area under the normal distribution curve lies to the left. The first thing to notice is that .54% = 0.0054. Then you look for 0.0054 in the body of the table. Once you find it, look at the corresponding value in the left-most column first to get -2.5 then look at the corresponding value in the top row to get .05. So the z-score that answers the question is -2.55

Apply the same methodology to your question to get the answer.

2) No, your interpretation is off. In some ways this is just the opposite of the first question where it was effectively asking you for the z value to the left of the mean so that 1.66% of the area under the distribution curve lies to the left of it. The "to the left of the mean" part indicates that the z value will be negative.

So your diagram should be shaded red all the way to positive infinity. What you need to figure out is what area is to the left of the required z if 98.87% is to the right. Once you have that area you can do what you did in 1) to get the answer.
 
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