The Probability of Volunteers Receiving Certificate of Merit
The Distribution of Number of Hours Worked by Volunteers
The distribution of number of hours worked by volunteers last year at a large hospital is approximately normal with mean 80 and standard deviation 7. Volunteers in the top 20 percent of hours worked will receive a certificate of merit. If a volunteer from last year is selected at random, which of the following is closest to the probability that the volunteer selected will receive a certificate of merit given that the number of hours the volunteer worked is less than 90?
The probability that a randomly selected volunteer who worked less than 90 hours will receive a certificate of merit is approximately 0.22, or 22%.
How to Calculate the Probability
How can you find the probability of a randomly selected volunteer receiving a certificate of merit given that they worked less than 90 hours?
Calculate the z-score for 90 hours:
z = (90 - mean) / standard deviation
z = (90 - 80) / 7
z ≈ 1.43
Find the proportion of volunteers who worked less than 90 hours:
This represents the area to the left of the z-score 1.43 in the standard normal distribution. Using a z-table or calculator, we find this area to be approximately 0.9236.
Determine the percentile of volunteers who receive a certificate of merit:
Since the top 20% of volunteers receive the certificate, the percentile cut-off for receiving the certificate is 80%.
Calculate the probability of being in the top 20% given working less than 90 hours:
This is the proportion of the area between the z-score 1.43 and the 80th percentile (which corresponds to a z-score of approximately 0.84) in the standard normal distribution. Subtracting this area from 1 (the total area under the curve) and then dividing by the proportion of volunteers who worked less than 90 hours (0.9236) gives us the desired probability:
p(top 20% | < 90 hours) = (1 - p(80th percentile | < 90 hours)) / p(< 90 hours)
≈ (1 - 0.7881) / 0.9236
≈ 0.2166
Therefore, the probability that a randomly selected volunteer who worked less than 90 hours will receive a certificate of merit is approximately 0.22, or 22%.
How to determine the probability of volunteers receiving a certificate of merit based on their hours worked? To determine the probability of volunteers receiving a certificate of merit based on their hours worked, calculate the z-score for the given hours, find the proportion of volunteers who worked less than that number of hours, and then calculate the probability of being in the top 20% of volunteers given that working hours. The final probability will indicate the likelihood of a volunteer receiving a certificate of merit.