Math Problem Statement
Answer the following question, keeping in mind that your answer must be a number between 0 and 1, i.e., do not use percentages. Give your final answer with at least 33 dp.
Compute the probability that an observation 𝑦y drawn from a normal distribution with mean 𝜇=46.44μ=46.44 and standard deviation 𝜎=7.38σ=7.38 is greater than 53.97.
Solution
To compute the probability that an observation drawn from a normal distribution with mean and standard deviation is greater than 53.97, we follow these steps:
Step 1: Standardize the value to the Z-distribution
We convert the value to its corresponding Z-score using the formula: where , , and .
Step 2: Find the cumulative probability
We now find the cumulative probability corresponding to this Z-score using the standard normal distribution table or a calculator.
Step 3: Calculate the probability that is greater than 53.97
The probability that is greater than 53.97 is given by:
Thus, the probability that an observation drawn from the distribution is greater than 53.97 is 0.153 (to three decimal places).
Would you like more details or have any questions?
Here are 5 related questions:
- How would you find the probability that is less than 40 in this distribution?
- Can you calculate the probability that lies between 50 and 60 in the same distribution?
- What is the Z-score interpretation for a value of below the mean?
- How does changing the mean of the distribution affect the probability calculation?
- What is the relationship between the standard deviation and the spread of the normal distribution?
Tip: To find the probability of an observation being greater than a certain value in a normal distribution, you can always subtract the cumulative probability from 1.
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Math Problem Analysis
Mathematical Concepts
Normal Distribution
Z-score
Cumulative Probability
Formulas
Z-score formula: Z = (X - μ) / σ
Theorems
Central Limit Theorem
Suitable Grade Level
Advanced High School / College
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