In: Math
According to a social media blog, time spent on a certain social networking website has a mean of 22 minutes per visit. Assume that time spent on the social networking site per visit is normally distributed and that the standard deviation is 7 minutes. Complete parts (a) through (d) below.
a. If you select a random sample of 25 sessions, what is the probability that the sample mean is between 21.5 and 22.5 minutes? ___ (Round to three decimal places as needed.)
b. If you select a random sample of 25 sessions, what is the probability that the sample mean is between 21 and 22 minutes? ___ (Round to three decimal places as needed.)
c. If you select a random sample of 144 sessions, what is the probability that the sample mean is between 15.5 and 16.5 minutes? ____ (Round to three decimal places as needed.)
d. Explain the difference in the results of (a) and (c).
The sample size in (c) is greater than the sample size in (a), so the standard error of the mean (or the standard deviation of the sampling distribution) in (c) is
______ than in (a). As the standard error _______ values become more concentrated around the mean. Therefore, the probability that the sample mean will fall in a region that includes the population mean will always ______ when the sample size increases.
a)
for normal distribution z score =(X-μ)/σx | |
here mean= μ= | 22 |
std deviation =σ= | 7.000 |
sample size =n= | 25 |
std error=σx̅=σ/√n= | 1.4000 |
probability = | P(21.5<X<22.5) | = | P(-0.36<Z<0.36)= | 0.6406-0.3594= | 0.281 |
b)
probability = | P(21<X<22) | = | P(-0.71<Z<0)= | 0.5-0.2389= | 0.261 |
c)
sample size =n= | 144 |
std error=σx̅=σ/√n= | 0.5833 |
probability = | P(15.5<X<16.5) | = | P(-11.14<Z<-9.43)= | 0-0= | 0.0000 |
d)
The sample size in (c) is greater than the sample size in (a), so the standard error of the mean (or the standard deviation of the sampling distribution) in (c) is smaller than in (a). As the standard error decrease values become more concentrated around the mean. Therefore, the probability that the sample mean will fall in a region that includes the population mean will always greater _ when the sample size increases.