STAT 410 96-2 Assignment 7 Solutions
- To estimate Total Government Transfer Payments to
households in this population you use the estimate in Theorem
5.4 and estimate the standard error by using 5.12 and multiplying by
N=1024.
- To estimate the Percentage of dwellings which are owner-occupied
you use 5.52 with standard errors estimated by 5.53 or 5.58 with the
variance estimated as in the sentence below 5.59.
- To estimate the Mean household income of owner occupied houses
you use the methods of section 5A.14 with estimates given by
5A.70 and variance estimates using 5A.73.
Then find the optimal allocation of a sample of 36 units among these
three strata for measuring total government transfer payments
to households in this population. This uses 5.26 to get values of n_h.
However you have to plug in estimates of the population standard deviations
from your sample. Moreover you will not get integers as solutions
in general. You should examine all of the possible sets of integers
which add up to 36 and are within 1 of the values given by 5.26.
The correct answer will depend on the sample you actually got in
the first part of this homework set.
Does stratification and optimal allocation produce
a big variance reduction over simple random sampling for
estimating Total Government Transfer Payments to households in this
population? To answer you must take the variance you will achieve
with the integer allocation you decide on and compare it to the
variance of the mean of a simple random sample of 36. That is,
you compare 5.12 with 2.20. To use 2.20 you must either use the
srs you drew for an earlier assignment or you must use 5.32 to
compute an estimate of the overall population variance from
the stratum sample variances and stratum means. (In 5.32 you
would have to replace the population values by estimates.)
Bonus question
Give an estimate and standard error for Average Employment Income
of Employed persons in these households using the stratified sample.
This bonus question was really rather similar to question 2 about
owner occupied houses. You must get stratified random sampling
estimates of both total employment income and of total number
of employed persons. Then your estimate is a combined ratio
estimate and you must use 6.51 with estimates plugged in to
estimate the standard error.
The questions.