Math Problem Statement
Suppose that a brand of lightbulb lasts on average 2735 hours with a standard deviation of 113 hours. Assume the life of the lightbulb is normally distributed. Calculate the probability that a particular bulb will last from 2540 to 2743 hours?
P(2540 < X < 2743) =
Enter your answer as a number accurate to 4 decimal places.
Solution
To solve this problem, we'll use the properties of the normal distribution.
Given:
- Mean () = 2735 hours
- Standard deviation () = 113 hours
- We want to find .
Step 1: Convert the raw scores to Z-scores
The Z-score formula is:
First, calculate the Z-scores for 2540 and 2743.
For :
For :
Step 2: Find the probabilities corresponding to these Z-scores
Using the standard normal distribution table or a calculator:
- The probability corresponding to is approximately 0.0423.
- The probability corresponding to is approximately 0.5282.
Step 3: Calculate the probability
So, the probability is:
Would you like further details or have any questions?
- What is the probability that a bulb lasts more than 3000 hours?
- How does changing the mean affect the probability distribution?
- How is the standard deviation interpreted in the context of lightbulb lifespan?
- What does the Z-score represent in a normal distribution?
- How would you find the probability for a different interval of hours?
Tip: The Z-score helps standardize data points within a normal distribution, making it easier to calculate probabilities.
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Math Problem Analysis
Mathematical Concepts
Normal Distribution
Z-score
Formulas
Z-score formula: Z = (X - μ) / σ
Theorems
Properties of Normal Distribution
Suitable Grade Level
Advanced High School
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