Math Problem Statement
For a normally distributed random variable, if standard deviation is 6 and x = 67, p = 0.0038:
What is the mean?
Answer:
Solution
To find the mean of a normally distributed random variable when the standard deviation () is given, along with a specific value of and its corresponding probability , you can use the properties of the standard normal distribution.
Steps:
-
Identify the z-score corresponding to the given probability.
corresponds to a very low tail probability in the standard normal distribution table. -
Use the z-score formula:
Here, is the mean, is the standard deviation, and is the value for which the probability is given. -
Find the z-score:
From the z-table, a probability corresponds to a z-score of approximately . -
Substitute the values into the z-score formula:
-
Solve for (the mean):
Final Answer:
The mean is approximately 50.98.
Would you like more details or have any questions? Here are some related questions:
- How is the z-score derived for different probabilities?
- What is the significance of the mean in a normal distribution?
- How do you interpret the standard deviation in the context of normal distribution?
- Can you explain why the z-score for is negative?
- What would happen if the standard deviation were larger or smaller?
- How can we find the probability for a different value of using the mean and standard deviation?
- What are the applications of normal distribution in real-world scenarios?
- How do you use the standard normal table to find probabilities?
Tip: Always ensure to check the tail of the distribution when looking up probabilities in the z-table.
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Math Problem Analysis
Mathematical Concepts
Normal Distribution
Z-score
Mean
Standard Deviation
Formulas
Z-score formula: z = (x - μ) / σ
Theorems
-
Suitable Grade Level
Advanced High School
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