In: Statistics and Probability
Terri Vogel, an amateur motorcycle racer, averages 129.99 seconds per 2.5 mile lap (in a 7 lap race) with a standard deviation of 2.25 seconds . The distribution of her race times is normally distributed. We are interested in one of her randomly selected laps. (Source: log book of Terri Vogel) Let X be the number of seconds for a randomly selected lap. Round all answers to 4 decimal places where possible. a. What is the distribution of X? X ~ N( , ) b. Find the proportion of her laps that are completed between 127.18 and 129.89 seconds. c. The fastest 2% of laps are under seconds. d. The middle 40% of her laps are from seconds to seconds.
Solution :
Given that ,
mean = = 129.99
standard deviation = = 2.25
a) The distribution of x is normal X N ( 129.99, 2.25 )
b) P(127.18 < x < 129.89) = P[(127.18 - 129.99)/ 2.25) < (x - ) / < (129.89 - 129.99) / 2.25 ) ]
= P(-1.25 < z < -0.04)
= P(z < -0.04) - P(z < -1.25)
Using z table,
= 0.4840 - 0.1056
= 0.3784
c) Using standard normal table,
P(Z > z) = 2%
= 1 - P(Z < z) = 0.02
= P(Z < z) = 1 - 0.02
= P(Z < z ) = 0.98
= P(Z < 2.05 ) = 0.98
z = 2.05
Using z-score formula,
x = z * +
x = 2.05 * 2.25 + 129.99
x = 134.60 seconds.
d) Using standard normal table,
P( -z < Z < z) = 40%
= P(Z < z) - P(Z <-z ) = 0.40
= 2P(Z < z) - 1 = 0.40
= 2P(Z < z) = 1 + 0.40
= P(Z < z) = 1.40 / 2
= P(Z < z) = 0.70
= P(Z < 0.52) = 0.70
= z ± 0.52
Using z-score formula,
x = z * +
x = -0.52 * 2.25 + 129.99
x = 128.82 seconds
Using z-score formula,
x = z * +
x = 0.52 * 2.25 + 129.99
x = 131.16 seconds
The middle 40% are from 128.82 seconds to 131.16 seconds.