In: Statistics and Probability
Using diaries for many weeks, a study on the lifestyles of visually impaired students was conducted. The students kept track of many lifestyle variables including how many hours of sleep obtained on a typical day. Researchers found that visually impaired students averaged 8.818.81 hours of sleep, with a standard deviation of 1.61.6 hours. Assume that the number of hours of sleep for these visually impaired students is normally distributed.
(a) What is the probability that a visually impaired student gets less than 6.76.7 hours of sleep?
(b) What is the probability that a visually impaired student gets between 6.66.6 and 7.847.84 hours of sleep?
(c) Thirty percent of students get less than how many hours of sleep on a typical day?
Solution:- Given that mean = 8.1, sd = 1.6
(a) P(X < 6.7) = P((X-mean)/sd < (6.7-8.1)/1.6)
= P(Z < -0.875)
= 1 − P(Z < 0.875)
= 1 − 0.8106
= 0.1894
Now we can find P ( Z<0.875 ) by using the standard normal table.
Z | 0.00 | 0.01 | 0.02 | 0.03 | 0.04 | 0.05 | 0.06 | 0.07 | 0.08 | 0.09 |
0.0 | 0.5 | 0.504 | 0.508 | 0.512 | 0.516 | 0.5199 | 0.5239 | 0.5279 | 0.5319 | 0.5359 |
0.1 | 0.5398 | 0.5438 | 0.5478 | 0.5517 | 0.5557 | 0.5596 | 0.5636 | 0.5675 | 0.5714 | 0.5753 |
0.2 | 0.5793 | 0.5832 | 0.5871 | 0.591 | 0.5948 | 0.5987 | 0.6026 | 0.6064 | 0.6103 | 0.6141 |
0.3 | 0.6179 | 0.6217 | 0.6255 | 0.6293 | 0.6331 | 0.6368 | 0.6406 | 0.6443 | 0.648 | 0.6517 |
0.4 | 0.6554 | 0.6591 | 0.6628 | 0.6664 | 0.67 | 0.6736 | 0.6772 | 0.6808 | 0.6844 | 0.6879 |
0.5 | 0.6915 | 0.695 | 0.6985 | 0.7019 | 0.7054 | 0.7088 | 0.7123 | 0.7157 | 0.719 | 0.7224 |
0.6 | 0.7257 | 0.7291 | 0.7324 | 0.7357 | 0.7389 | 0.7422 | 0.7454 | 0.7486 | 0.7517 | 0.7549 |
0.7 | 0.758 | 0.7611 | 0.7642 | 0.7673 | 0.7704 | 0.7734 | 0.7764 | 0.7794 | 0.7823 | 0.7852 |
0.8 | 0.7881 | 0.791 | 0.7939 | 0.7967 | 0.7995 | 0.8023 | 0.8051 | 0.8078 | 0.8106 | 0.8133 |
(b) P(6.6 < X < 7.84) = P((6.6-8.1)/1.6 < Z <
(7.84-8.1)/1.6)
= P(-0.9375 < Z < -0.1625)
= P(Z < −0.1625) − P(Z < −0.9375)
= 0.4364 - 0.1736
= 0.2628
(c) P(X < Z) = 0.30, Z = -0.5244
X = mean + Z*Sd = 8.1 - (0.5244*1.6) = 7.26