How Do You Solve for a in a Normal Distribution Given Probability Ratios?

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SUMMARY

The problem involves finding the value of 'a' in a normal distribution X ~ N(μ,σ) such that P(X>a) = 1/3 * P(X ≤a). The solution is derived by manipulating the probabilities, leading to P(X ≤a) = 3/4. Using the inverse normal function, invNorm(0.75, 0, 1), the z-score corresponding to this percentile is 0.67449. Consequently, the final expression for 'a' is a = μ + 0.67449σ, confirming the correctness of this method.

PREREQUISITES
  • Understanding of normal distributions, specifically N(μ,σ)
  • Knowledge of probability concepts, particularly cumulative distribution functions
  • Familiarity with the invNorm function for calculating z-scores
  • Basic algebra for manipulating equations involving probabilities
NEXT STEPS
  • Study the properties of normal distributions and their applications in statistics
  • Learn how to use the invNorm function in statistical software like R or Python
  • Explore other methods for solving probability problems involving normal distributions
  • Investigate the relationship between normal and Poisson distributions for comparative analysis
USEFUL FOR

Students studying statistics, educators teaching probability theory, and anyone interested in understanding normal distribution applications in real-world scenarios.

Of Mike and Men
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Homework Statement


Suppose that X ~ N(μ,σ). Find a in terms of μ and σ if P(X>a) = 1/3 * P(X ≤a)

Homework Equations

The Attempt at a Solution


1 - P(X ≤a) = 1/3 * P(X ≤a)
3 = 4P(X ≤a)
P(X ≤a) = 3/4

Since x0 = μ + σz0 where x0 and z0 are the same percentile for N(μ,σ) and N(0,1) (respectively), then z0 = 0.67449 (by invNorm(0.75, 0, 1)). It follows that

a = μ + 0.67449σ

I'm not sure if this is the correct method, someone in my class solved it another way and got a different answer, but this seems to make sense to me.

Regards,

Michael
 
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I agree with your solution. Also please read my last comments on your Poisson distribution problem of last week. I think you'll find them of interest. That was actually the first time I had looked at the Poisson distribution in this much detail, and the two methods of solving the same problem are both quite interesting.
 
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Of Mike and Men said:

Homework Statement


Suppose that X ~ N(μ,σ). Find a in terms of μ and σ if P(X>a) = 1/3 * P(X ≤a)

Homework Equations

The Attempt at a Solution


1 - P(X ≤a) = 1/3 * P(X ≤a)
3 = 4P(X ≤a)
P(X ≤a) = 3/4

Since x0 = μ + σz0 where x0 and z0 are the same percentile for N(μ,σ) and N(0,1) (respectively), then z0 = 0.67449 (by invNorm(0.75, 0, 1)). It follows that

a = μ + 0.67449σ

I'm not sure if this is the correct method, someone in my class solved it another way and got a different answer, but this seems to make sense to me.

Regards,

Michael

It is the correct method, and the answer is correct.
 

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