Math Problem Statement

Let X ~ N(-42.7, 12). Find a so that P(X > a) = 0.69. List the z-scores needed to calculate the result. If there is more than one z-score, separate the values with a comma.

Solution

We are given that XN(42.7,12)X \sim N(-42.7, 12), meaning that XX follows a normal distribution with a mean of μ=42.7\mu = -42.7 and a standard deviation of σ=12\sigma = 12. We need to find aa such that P(X>a)=0.69P(X > a) = 0.69.

Steps to solve:

  1. Find the corresponding z-score:
    We first need to find the z-score associated with a probability of 0.69 in the upper tail (since P(X>a)=0.69P(X > a) = 0.69).

    Using the fact that P(X>a)=0.69P(X > a) = 0.69, we know that P(Xa)=10.69=0.31P(X \leq a) = 1 - 0.69 = 0.31. Now, we need the z-score that corresponds to a cumulative probability of 0.31.

  2. Use the standard normal distribution table (z-table):
    From the z-table, we find that the z-score corresponding to a cumulative probability of 0.31 is approximately z=0.50z = -0.50.

  3. Convert the z-score to the value of aa using the formula for the z-score: z=aμσz = \frac{a - \mu}{\sigma} Substituting the known values: 0.50=a(42.7)12-0.50 = \frac{a - (-42.7)}{12} Solving for aa: 0.50=a+42.712-0.50 = \frac{a + 42.7}{12} a+42.7=0.50×12=6a + 42.7 = -0.50 \times 12 = -6 a=642.7=48.7a = -6 - 42.7 = -48.7

Thus, the value of aa is 48.7-48.7.

Z-score:

The z-score needed is 0.50-0.50.


Would you like more details or have any further questions? Here are some related questions for further practice:

  1. What is the probability that XX is less than a given value aa?
  2. How do we compute the z-score for a value in a normal distribution?
  3. What is the cumulative probability associated with z=1.0z = 1.0?
  4. How would you calculate aa if P(X<a)=0.85P(X < a) = 0.85?
  5. Can the z-score formula be used for non-normal distributions?

Tip: Always check the direction of the probability (greater or less than) to use the correct side of the z-table.

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Math Problem Analysis

Mathematical Concepts

Probability
Normal Distribution
Z-Scores

Formulas

z = (a - μ) / σ
Cumulative Probability

Theorems

Properties of the Normal Distribution

Suitable Grade Level

Grades 10-12