In: Statistics and Probability
The life spans of a species of fruit fly have a bell-shaped distribution, with a mean of 34 days and a standard deviation of 4 days. (a) The life spans of three randomly selected fruit flies are 36 days, 31 days, and 46 days. Find the z-score that corresponds to each life span. Determine whether any of these life spans are unusual. (b) The life spans of three randomly selected fruit flies are 26 days, 30 days, and 46 days. Using the Empirical Rule, find the percentile that corresponds to each life span.
Mean = 34 days
Standard deviation = 4 days
a) Z = (X - mean)/standard deviation
Z score corresponding to 36 = (36 - 34)/4 = 0.5
Z score corresponding to 31 = (31 - 34)/4 = -0.75
Z score corresponding to 46 = (46 - 34)/4 = 3
A value is unusual if the z score is below -2 or above 2
So, the unusual life span is 46 days
b) According to the empirical rule, 68%, 95% and 99.7% of data values lie within 1, 2 and 3 standard deviations of mean.
26 is 2 standard deviations below mean. 95% is between 26 and 42
95/2 = 47.5% is between 26 and 34
50% is above 34
Percentile rank of 26 = 100 - (47.5 + 50) = 2.5 percentile
30 is 1 standard deviation from mean
Percentage of data between 30 and 34 = 68/2 = 34%
Percentile rank of 30 = 100 - (34 + 50) = 16 percentile
46 is 3 standard deviations above mean.
Percentage of data between 34 and 46 = 99.7/2 = 49.85%
Percentage of data below 34 = 50%
Perentile rank of 34 = 50 + 49.85 = 99.85 percentile.