Question
If P(X ≤ 4)=0.3 for a normal random variable, what is P(X > 2μ−4)?
Original question: 16. Let the random variable . If , then equals:
A. 0.7 (Correct Answer) B. 0.3 C. 0.8 D. 0.9
Expert Verified Solution
Expert intro: For a normal random variable, points reflected about the mean have mirrored cumulative probabilities. That symmetry does most of the work here.
Detailed walkthrough
Let
We are told that
Step 1: Convert 4 into a z-value idea
Since the normal distribution is symmetric about its mean, the point reflected across the mean from 4 is
If 4 is at the 30th percentile, then its reflection is at the 70th percentile.
So,
Step 2: Take the upper tail
Therefore,
So the required probability is
💡 Pitfall guide
A common mistake is to stop at the reflected CDF value and forget the question asks for the probability greater than , not less than or equal to it. Another trap is mixing up the symmetry point and thinking the answer must be 0.7 because of the reflected percentile.
🔄 Real-world variant
If the question instead asked for , the answer would be . If the given probability were , then the reflected point would correspond to on the left tail and on the upper tail in the opposite direction.
🔍 Related terms
normal distribution, symmetry, percentiles
FAQ
If P(X≤4)=0.3 for a normal random variable, what is P(X>2μ−4)?
By symmetry, 2μ−4 is the reflection of 4 across the mean. So P(X≤2μ−4)=0.7, which gives P(X>2μ−4)=0.3.
Why does reflection about the mean work for a normal distribution?
A normal distribution is symmetric about its mean, so equal horizontal distances on opposite sides of the mean have complementary cumulative probabilities.