STAT 152
FORT EVANS PROJECT
Fort Evans is a small city located in Silica
County, California. The city is divided into 2 districts: Northeast
and North Central.
Imagine that you are the city Census Director and that you have been
asked to take a sample of the people and families
of Fort Evans in order to estimate the median family income.
Proceed as follows:
- Your sample should be a stratified cluster sample,
where the strata are
the city districts and the clusters are families. The families
should be selected
proportional to the number of persons in the family. You may ignore the difference
between sampling with and without replacement. One person is to be sampled from each
family chosen for the sample. The sample size is 1000.
Provide the following:
- A description of the method used to select
the sample.
- A subset of the random indices of the persons chosen for the
sample.
- Weight your sample to:
- Account for the probability that the family is included in the sample.
Describe these weights.
- Adjust for nonresponse using race (white-nonhispanic, black non-hispanic,
hispanic, other) and sex. Use the technique of raking.
Match the city totals:
Males | 26100
|
Females | 28638
|
White non-Hispanic | 42790
|
Black non-Hispanic | 5022
|
Hispanic | 5043
|
Other | 1883
|
Provide a table of the weights to be used.
- Impute any missing values of education level. Use the hot deck technique
with race and sex to determine the class. Provide a list of the elements that had
their educational items imputed, and provide the elements that were used to impute the
missing items. Estimate the proportion of adults
with a college education. Compare your estimate to that
obtained without imputation.
- Graph the distribution function for
family income for those in your sample.
Be sure to use the weights. Use the distribution function to
estimate the median family income.
- Use the bootstrap to determine a
95% confidence interval for median family income.
Provide a histogram of the bootstrap values for
median family income.