Brian A. answered 04/15/25
MS Clinical Research/ Biostatistics Teaching Assistant/ 3+ Years
Step1. Conceptualize the question.
This is an Upper tail question, since they are asking for the probability of at least 44.5 [P(44.5cc >= Z)]. So we want to find the upper tail area under the curve when the value is at least 44.5 cc per minute. However, the probabilities under the curve going to the right approach infinity, which means we need to modify this inequality using the complement rule. So…
We need to
- Convert 44.5 to a z score
- Calculate the probability of that z score via appendix table.
- Calculate the probability (aka, area under the curve) of that Z score.
Complement rule
P(X>= Z)= 1- P(X<Z)
Step2. Note your Givens
Distribution: Normal
U = 37.6
X = 44.5
σ^2 = 4.6 (Must take square root of this to find standard deviation)
σ= 2.144
Step3: Determine your Z value (to get this, we take our observation of interest, measurement of 44.5 cc, and convert it into a Z test value.
Using the formula
Z= (X - U) ÷ σ
We get
(44.5 - 37.6) ÷ 2.144 = 3.218 = Z value
Step 4. Statistical Appendix to derive area under the curve for P( Z<3.218) Remember, complement rule.
P( Z<3.218) ≈0.9990
Step 5. Plug into the complement rule.
P(44.5>= Z)= 1- P(44.5<Z) = 1-0.9990= .0001
Solution: The probability of finding a value of at least 44.5 CC is 0.0001, or .01%