Math Problem Statement
The lifespans of zebras in a particular zoo are normally distributed. The average zebra lives [20.5] years; the standard deviation is [3.9] years.
Use the empirical rule [(68 - 95 - 99.7%)] to estimate the probability of a zebra living longer than [32.2] years.
Solution
The empirical rule (or 68-95-99.7 rule) helps estimate the probability within a normal distribution for intervals from the mean, defined in terms of standard deviations:
- 68% of values lie within 1 standard deviation of the mean.
- 95% of values lie within 2 standard deviations of the mean.
- 99.7% of values lie within 3 standard deviations of the mean.
Here, we are given:
- Mean lifespan () = years
- Standard deviation () = years
- We want the probability of a zebra living longer than years.
Step 1: Determine How Many Standard Deviations Above the Mean Is
Calculate the distance of from the mean in terms of standard deviations:
This shows that years is 3 standard deviations above the mean.
Step 2: Use the Empirical Rule to Estimate Probability
According to the empirical rule:
- 99.7% of values lie within 3 standard deviations of the mean.
- This means that only 0.3% of values lie outside this range, equally divided in both tails (above and below 3 standard deviations from the mean).
So, the probability of a zebra living longer than years (more than 3 standard deviations above the mean) is approximately:
Final Answer
The probability of a zebra living longer than years is approximately 0.15%.
Would you like more details, or do you have any questions?
- What is the empirical rule and how is it used in probability estimation?
- How do we interpret standard deviation in the context of a normal distribution?
- What would the probability be for a zebra to live less than 8.8 years, given the same distribution?
- How can we calculate probabilities more accurately without the empirical rule?
- What are the characteristics of a normal distribution?
Tip: The empirical rule is most effective when data closely follows a normal distribution, providing a quick approximation without calculations.
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Math Problem Analysis
Mathematical Concepts
Normal Distribution
Empirical Rule
Probability
Formulas
z = (X - μ) / σ
Theorems
Empirical Rule (68-95-99.7 Rule)
Suitable Grade Level
Grades 10-12
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