How Do You Calculate Probabilities for Normally Distributed Scores?

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Discussion Overview

The discussion revolves around calculating probabilities for normally distributed scores on a test, specifically focusing on how to determine the percentage of the population that falls within certain score ranges. The context includes theoretical and mathematical reasoning related to probability density functions and cumulative distribution functions.

Discussion Character

  • Homework-related
  • Mathematical reasoning
  • Technical explanation

Main Points Raised

  • One participant presents a set of specific score ranges and asks for the percentage of the population that falls within those ranges.
  • Another participant suggests that the question appears to be a homework problem and encourages the original poster to show their attempts for better assistance.
  • Some participants provide hints about using the definitions of mean and standard deviation, indicating that these are integral calculations related to the probability density function.
  • There is a suggestion to use a cumulative distribution function table or to apply a linear transformation to convert the distribution to a standard normal distribution for easier calculations.

Areas of Agreement / Disagreement

Participants do not reach a consensus on the best approach to solve the problem, and there are differing opinions on how to assist the original poster effectively. Some emphasize the need for the original poster to attempt the problem first, while others focus on providing mathematical hints.

Contextual Notes

There are unresolved assumptions regarding the original poster's understanding of the concepts involved, and the discussion does not clarify the specific methods or calculations needed to arrive at the probabilities.

apoechma
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Continous Random Variable HELP PLEASE!

Scores on a particular test are normally distributed in the population, with a mean of 100 and a standard deviation of 15. What percentage of the population have scores ...

a) Between 100 and 125

b) Between 82 and 106

c) Between 110 and 132

d) Above 132

e) Equal to 132
 
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This seems like a homework question so maybe someone can move it there.

Apochema, have you tried anything? If so, show us what and we can better help you. If not, you certainly don't expect us to do your homework for you.
 


cronxeh said:
Here is a hint. Look at the definition of a mean = E(X) and standard deviation sqrt(Var(X))

which both happen to be integrals. Once you get your p(x) from those 2 equations, you simply take the integral for every problem a) integral(p(x)dx, 100, 125), and so on

mean = E(X) = http://upload.wikimedia.org/math/5/2/b/52bc687e1475806a8abb8b8252f220cf.png = 100
standard deviation = http://upload.wikimedia.org/math/f/4/c/f4c7ea85a64ca1819288007e6994e349.png = 15

This is certainly not the way to approach the problem. The biggest hint is basically given to you in the problem that the scores are distributed normally.
 


Right. And you should know what the probability density function for normally distributed random variable (with given mean and variance) looks like.

Then you will have to integrate this density over the appropriate intervals or better look up the corresponding values in a table of the cumulative distribution function.

Maybe you first have to apply a linear transformation to make the distribution standard normal if you only have access to cdf values for this special case.
 

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