In: Statistics and Probability
The mean balance that college students owe on their credit card is $1996 with a standard deviation of $350. If all possible random samples of size 169 are taken from this population, determine the following:
a) name of sampling distribution
b) mean and standard error of sampling distribution of the mean (use the correct name and symbol for each)
c) percent of sample means for a sample of 169 college students that is greater than $2000
d) probability that sample means for samples of size 169 fall between $1950 and $2050
e) Below which sample mean can we expect to find the lowest 25% of all the sample means?
Solution :
Given that,
mean = = 1996
standard deviation = = 350
n = 169
a) The sampling distribution is normal distribution.
= 1996
(b) Standard error = / n = 350 / 169 = 26.9231
The sampling distribution of the mean = 1996
The standard error of sampling distribution of the mean = 26.9231
(c)
P( > 2000 ) = 1 - P( < 2000)
= 1 - P[( - ) / < ( 2000 - 1996) / 26.9231]
= 1 - P(z < 0.15)
Using z table,
= 1 - 0.5596
= 0.4404
= 44.04%
Answer : = 44.04%
d)
P( 1950 < < 2050 )
= P[( 1950 - 1996) / 26.9231 < ( - ) / < ( 2050 - 1996) / 26.9231 )]
= P( -1.71 < Z < 2.01 )
= P(Z < 2.01) - P(Z < -1.71 )
Using z table,
= 0.9778 - 0.0436
= 0.9342
Probability = 0.9342
e)
The z distribution of the 25% is,
P(Z < z) = 25%
= P(Z < z) = 0.25
= P(Z < -0.6745 ) = 0.25
z = -0.6745
Using z-score formula
= z * +
= -0.6745 * 26.9231 + 1996
= 1977.84
Answer : = 1977.84