Normal distribution, find mean and SD

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Homework Help Overview

The discussion revolves around a problem involving a normally distributed random variable, where participants are tasked with finding the mean and standard deviation based on given probabilities. The context includes the use of z-scores and their corresponding values.

Discussion Character

  • Exploratory, Mathematical reasoning, Assumption checking

Approaches and Questions Raised

  • Participants discuss the calculation of probabilities related to the normal distribution and the setup of equations involving z-scores. There is an exploration of the potential inaccuracies in the z-score values used and the implications of rounding during calculations.

Discussion Status

Some participants have offered guidance on the importance of precision in calculations and the use of tools for obtaining accurate z-scores. There is an acknowledgment of uncertainty regarding the correct values for z-scores and how they affect the results.

Contextual Notes

Participants note the potential issue of premature rounding and the need for accurate values in statistical calculations. There is also mention of various tools and methods available for obtaining precise z-scores.

Phox
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Homework Statement


Suppose X is a normally distributed random variable. Suppose also that P ( X > 44.7 ) = 0.33 and P ( X < 46 ) = 0.7123. What is the mean and standard deviation of X ?


Homework Equations





The Attempt at a Solution


P(X<44.7) = 1-P(X>44.7) = 1-.33 = .67
P(X<44.7) = P((x-μ)/σ < (44.7-μ)/σ) = .67
P(Z < (44.7-μ)/σ) = .67

P(X<46) = P((x-μ)/σ < (46-μ)/σ) = P(Z < (46-μ)/σ) = .712

Looked up corresponding z-scores:
Z1 = .4
Z2 = .5
It's possible these are wrong

Setting up system of equations.

(44.7-μ)/σ = .4
(46-μ)/σ = .5

Solved using matrix -> rref

μ = 39.5
σ = 13

These answers aren't correct. What am I doing wrong here?

Thanks
 
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Phox said:

Homework Statement


Suppose X is a normally distributed random variable. Suppose also that P ( X > 44.7 ) = 0.33 and P ( X < 46 ) = 0.7123. What is the mean and standard deviation of X ?


Homework Equations





The Attempt at a Solution


P(X<44.7) = 1-P(X>44.7) = 1-.33 = .67
P(X<44.7) = P((x-μ)/σ < (44.7-μ)/σ) = .67
P(Z < (44.7-μ)/σ) = .67

P(X<46) = P((x-μ)/σ < (46-μ)/σ) = P(Z < (46-μ)/σ) = .712

Looked up corresponding z-scores:
Z1 = .4
Z2 = .5
It's possible these are wrong

Setting up system of equations.

(44.7-μ)/σ = .4
(46-μ)/σ = .5

Solved using matrix -> rref

μ = 39.5
σ = 13

These answers aren't correct. What am I doing wrong here?

Thanks

The problem is premature rounding. Just because data is given to a small number of significant figures does NOT mean that you should work through the problem with a small number of figures. The accurate values of z1 and z2 are
z1 = .4399131657 and z2 = .5601164657. If you use these you will get
μ = 39.94233436 ≈ 39.9 and σ = 10.81501090 ≈ 10.8 . Note that we round off at the end, after doing all the calculations!
 
Thank you!

I guess I'm not really sure how to use my z-score table correctly. I don't know how you get z1 and z2 to that many decimal places of accuracy
 
Phox said:
Thank you!

I guess I'm not really sure how to use my z-score table correctly. I don't know how you get z1 and z2 to that many decimal places of accuracy

I just used a computer package (Maple in my case). You can use the EXCEL spreadsheet (Solver tool) or the on-line program Wolfram Alpha. Some scientific hand-held calculators give similar accuracy.
 

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