X is normally distributed with a mean of 100 and standard deviation of 5. What is the probability that an event is greater than 90?
Question
X is normally distributed with a mean of 100 and standard deviation of 5.
What is the probability that an event is greater than 90?
Solution
To solve this problem, we need to use the concept of Z-score in statistics. The Z-score is a measure of how many standard deviations an element is from the mean.
Step 1: Calculate the Z-score for the value 90. The formula for the Z-score is:
Z = (X - μ) / σ
where: X is the value from the dataset (in this case, 90), μ is the mean of the dataset (in this case, 100), and σ is the standard deviation of the dataset (in this case, 5).
So, Z = (90 - 100) / 5 = -2.
Step 2: Look up this Z-score in the Z-table to find the probability. The Z-table shows the cumulative probability from the mean up to a given Z-score.
For Z = -2, the cumulative probability is 0.0228, or 2.28%. However, this gives us the probability that an event is less than 90.
Step 3: Since we want the probability that an event is greater than 90, we need to subtract the cumulative probability from 1 (because the total probability of all events is 1).
So, the probability that an event is greater than 90 is 1 - 0.0228 = 0.9772, or 97.72%.
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