In: Statistics and Probability
For 300 trading days, the daily closing price of a stock (in $) is well modeled by a Normal model with mean $196.59
and standard deviation $7.16.
According to this model, what cutoff value of price would separate the
a) lowest 14% of the days?
b) highest 0.42%?
c) middle 63%?
d) highest 50%?
Solution :
mean = = 196.59
standard deviation = = 7.16
Using standard normal table,
(a)
P(Z < z) = 14%
P(Z < -1.08) = 0.14
z = -1.08
Using z-score formula,
x = z * +
x = -1.08 * 7.16 + 196.59 = 188.86
Cuttoff = 188.86
(b)
P(Z > z) = 0.42%
1 - P(Z <z) = 0.0042
P(Z < z) = 1 - 0.0042 = 0.9958
P(Z < 2.64) = 0.9958
z = 2.64
Using z-score formula,
x = z * +
x = 2.64 * 7.16 + 196.59 = 215.49
Cuttoff = 215.49
c)
1 - 63% = 37%
37% / 2 = 16.5%
P(Z < z) = 0.165
P(Z < -0.97) = 0.165
z = -0.97
Using z-score formula,
x = z * +
x = -0.97 * 7.16 + 196.59 = 189.72
P(Z > z) = 0.165
1 - P(Z < z) = 0.165
P(Z < z) = 1 - 0.165 = 0.835
P(Z < 0.97) = 0.835
z = 0.97
Using z-score formula,
x = z * +
x = 0.97 * 7.16 + 196.59 = 203.46
Cutoff = 189.72 and 203.46
d)
P(Z > z) = 50%
1 - P(Z < z) = 0.50
P(Z < z) = 1 - 0.50 = 0.50
P(Z < 0) = 0.50
z = 0
Using z-score formula,
x = z * +
x = 0 * 7.16 + 196.59 = 196.59
Cutoff = 196.59