Solving Normal Distribution Homework: μ, σ, X, p

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SUMMARY

The discussion focuses on solving a normal distribution problem involving the calculation of mean (μ) and standard deviation (σ) using the formulas μ=np and σ=√(np(1-p)). The user calculated a mean of 40 and a standard deviation of approximately 5.48. However, the user initially misinterpreted the probability of selecting at least 40 biscuits, which should account for continuity correction by using X=39.5 instead of X=40. This adjustment leads to a more accurate probability of 0.5364, compared to the incorrect assumption of 0.5000.

PREREQUISITES
  • Understanding of normal distribution and its properties
  • Familiarity with binomial distribution concepts
  • Proficiency in using statistical calculators or software
  • Knowledge of continuity correction in probability calculations
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  • Study the application of continuity correction in normal approximations
  • Learn about the differences between binomial and normal distributions
  • Explore statistical software tools for calculating probabilities
  • Investigate the implications of using z-tables versus calculator functions
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Students studying statistics, educators teaching probability concepts, and anyone involved in data analysis requiring accurate probability calculations.

TyErd
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Homework Statement


I've attached the question.


Homework Equations


μ=np and σ=√(np(1-p))
Im using the normal distribution function on my calculator to avoid using z tables


The Attempt at a Solution


The mean I calculated it to be 160/4 = 40. standard deviation sqrt(160*1/4*3/4)=5.47723
The question is asking for at least 40(greater or equal to 40) that will choose biscuits but because this is a normal distribution it will be the same as greater than 40 so if I use an X value of 40 the probabilities should just equal 0.5000 right? however the answer is 0.5364
 

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TyErd said:

Homework Statement


I've attached the question.

Homework Equations


μ=np and σ=√(np(1-p))
Im using the normal distribution function on my calculator to avoid using z tables

The Attempt at a Solution


The mean I calculated it to be 160/4 = 40. standard deviation sqrt(160*1/4*3/4)=5.47723
The question is asking for at least 40(greater or equal to 40) that will choose biscuits but because this is a normal distribution it will be the same as greater than 40 so if I use an X value of 40 the probabilities should just equal 0.5000 right? however the answer is 0.5364

You have not used the so-called "continuity correction" or "1/2 correction". If we approximate the binomial B(n,p) by the normal distribution when n is "large" but not really huge, it is better to apply the normal to points half-way between. In this case, it means the following. For the exact Binomial (on 0,1,2,...,160), the event {X ≥ 40} is the same event as {X ≥ 39.5}, because X can take only integer values. If you approximate P{X ≥ 40} by P{Normal ≥ 39.5} you will get a much more accurate answer. Here are the three results:
(1) Exact binomial P{X ≥ 40} = 0.53031930 ≈ 0.53
(2) Normal P{X ≥ 40} = 0.50
(3) Normal P{X ≥ 39.5} = 0.53636776 ≈ 0.54

RGV
 
Last edited:

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