Math Problem Statement
Calculate This! Consider the length of time it take to find parking space at 9 a.m. follows a normal distribution with a mean of five minutes and a standard deviation of two minutes.
Using the above information answer the following questions:
- Find the probability that it takes at least eight minutes to find a parking space.
- Seventy percent of the time, it takes more than how many minutes to find a parking space? Show your work!
Solution
The problem describes a normal distribution for the time it takes to find a parking space at 9 a.m., with the following parameters:
- Mean (): 5 minutes
- Standard deviation (): 2 minutes
We'll address the two parts of the problem step by step.
1. Find the probability that it takes at least eight minutes to find a parking space.
We need to find the probability that , where is the time to find a parking space.
This can be expressed as:
We need to standardize the normal variable by converting it into a standard normal variable (z-score) using the formula:
Where:
- minutes (our target)
- minutes
- minutes
Now, let's compute the z-score for :
Next, we look up the probability corresponding to using a standard normal table (or a calculator).
The cumulative probability for is approximately:
Thus:
So, the probability that it takes at least eight minutes to find a parking space is approximately 0.0668 (or 6.68%).
2. Seventy percent of the time, it takes more than how many minutes to find a parking space?
Here, we are looking for the time such that 70% of the time, it takes more than that time to find a parking space. This implies we are searching for the 30th percentile (since 70% of the time is more than this value).
Let be the value such that:
Using the z-score formula, we can find the corresponding z-score for which 30% of the data lies to the left. From standard normal distribution tables (or a calculator), the z-score for the 30th percentile is approximately:
Now, we use the z-score formula to solve for (the time):
Substitute the values of , , and :
Now, solve for :
Thus, 30% of the time, it takes less than 3.95 minutes to find a parking space. Therefore, 70% of the time, it takes more than 3.95 minutes to find a parking space.
Summary of Results:
- The probability that it takes at least 8 minutes to find a parking space is approximately 0.0668 (6.68%).
- Seventy percent of the time, it takes more than 3.95 minutes to find a parking space.
Do you want more details or have any questions about these calculations?
5 Related Questions:
- How would the probabilities change if the standard deviation increased to 3 minutes?
- What is the probability that it takes between 4 and 6 minutes to find a parking space?
- How would you find the median time to find a parking space using this distribution?
- If you needed to find a space 95% of the time within a certain number of minutes, how would you calculate that value?
- What would the probability be if you were to find a parking space in less than 2 minutes?
Tip:
When solving normal distribution problems, always convert to z-scores first to make use of standard tables or software tools for accurate probabilities!
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Math Problem Analysis
Mathematical Concepts
Probability
Normal Distribution
Percentiles
Z-scores
Formulas
Z = (X - μ) / σ
P(X ≥ k) = 1 - P(X < k)
Theorems
Properties of Normal Distribution
Z-score Conversion
Suitable Grade Level
Grades 10-12
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