In: Statistics and Probability
The mass of garbage put out for curbside pickup, per household,
in a certain community, is reported to have a mean of 340 kg/year
and a standard deviation of 85 kg/year. Based on this
information:
a) Assume that the population is very large. For a sample of 200
households from this community, calculate, to the nearest %, the
probability that the sample mean will be between 335 and 345
kg/year.
b) Redo Part (a), for a sample size of 1,000 households instead of
200.
c) Redo Part (a) (ie, n = 200), but this time assume a population
of 500 households.
d) Assuming again that the population is very large, let us now
suppose that 4 consecutive samples of 200 households are taken, and
each one of them has a sample mean less than 330 kg/year. Calculate
the probability of obtaining this result.
e) Based on your answer for Part (d), is there reason to believe
that the mean weekly garbage output per household is not actually
around 340 kg/year? If so, in which direction has the mean garbage
output shifted? Explain your answers using your previous
calculations for this question, plus your knowledge of statistics
fundamentals
a)
Given:
Mean | 340 |
SD | 85 |
Sample size, n | 200 |
The probability is obtained from standard normal distribution table by calculating the z score as follow,
Converting to standard normal distribution,
Now the probability is obtained from standard normal distribution table for the calculated z score, (in excel use formula =NORM.S.DIST(z,TRUE))
b)
Replacing the sample size n = 200 by n = 1000.
c)
Replacing the sample size n = 200 by n = 500.
d)
The probability of sample mean is less than 330 in each draw is independent event. Hence using the law of independent of probabilities such that, P(A and B) = P(A).P(B)
Now, probability of sample mean is less than 330 in single draw is obtained by same procedure as done above,
using the law of independent of probabilities, for 4 independent draw,
e)
Since the probability is very low, there is no reason to believe that the mean weekly garbage output per household is not actually around 340 kg/year