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POL 850 Homework
创建日期：2024-07-30 16:52:06
标签： POL 850
Homework
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POL 850  Homework 
This homework is due by 5 PM on Wednesday, February 12. Please use this R Markdown template to report
your code, ouput, and written answers in a single document. You may also submit your R script, output, and
typed written answers separately. In either case, turn in your homework on paper in your TA’s mailbox (19
W. 4th, 2d floor). Comment your code. Report results in the correct units of measurement. Do not report
more than two digits to the right of the decimal point.
Name:
TA:
Exercise 1: Bias in Self-Reported Turnout
Surveys are frequently used to measure political behavior such as voter turnout, but some researchers are
concerned about the accuracy of self-reports. In particular, they worry about possible social desirability
bias where in post-election surveys, respondents who did not vote in an election lie about not having voted
because they may feel that they should have voted. Is such a bias present in the American National Election
Studies (ANES)? The ANES is a nation-wide survey that has been conducted for every election since 1948.
The ANES conducts face-to-face interviews with a nationally representative sample of adults. The table
below displays the names and descriptions of variables in the turnout.csv data file.
Name Description
year Election year
VEP Voting Eligible Population (in thousands)
VAP Voting Age Population (in thousands)
total Total ballots cast for highest office (in thousands, including ballots cast by
overseas voters)
felons Total ineligible felons (in thousands)
noncit Total non-citizens (in thousands)
overseas Total eligible overseas voters (in thousands)
osvoters Total ballots counted by overseas voters (in thousands)
ANES Percentage of ANES respondents who report having voted
We will also make use of derivative data files pres_turnout.csv, mid_turnout.csv, earlier_turnout.csv,
and later_turnout.csv.
Question 1.1 (6 pts)
Load the data into R and check the dimensions of the data. How many observations are there? Using the
function head() and the argument n, list all observations. What years are included in the dataframe? What
type is each variable in the dataframe?
Answer 1.1
## insert code here
Insert written answer here
1
Question 1.2 (6 pts)
There are different possible measures of turnout. We will construct two alternative measures of turnout.
First, construct a new variable in the turnout dataframe that is defined as the total number of ballots cast
divided by the sum of voting age population and the total number of eligible overseas voters, times 100. Next,
construct a new variable in the turnout dataframe that is defined as the total number of ballots cast divided
by the voting eligible population, times 100. Use the function View() to browse the newly created variables.
What difference do you observe across the two measures of turnout, and why do you think that difference
exists?
Answer 1.2
## insert code here
Insert written answer here
Question 1.3 (6 pts)
Construct a new variable in the turnout dataframe defined as the difference between the voting age population
measure of turnout that you created for Question 2, and the ANES measure of turnout. What is the
average difference between these two turnout measures? Conduct the same comparison for the voting eligible
population measure of turnout that you created for Question 2, and the ANES measure of turnout. Briefly
comment on the results.
Answer 1.3
##insert code here
Insert written answer here.
Question 1.4 (6 pts)
Presidential elections and midterm elections occur every four years, staggered by two years with respect to
each other. Let’s investigate differences in midterm and presidential elections. First, load the data from
pres_turnout.csv and mid_turnout.csv. Compute and compare the mean VEP turnout rate (defined as
in Question 2) with the ANES turnout rate, separately for presidential elections and midterm elections. Note
that the data set excludes the year 2006. Does the difference between the VEP and ANES turnout rates vary
across election types?
Answer 1.4
##insert code here
Insert written answer here.
Question 1.5 (6 pts)
Load data from earlier_turnout.csv and later_turnout.csv so as to separately examine the first and
second halves of the year range of the original turnout.csv dataset. Calculate the mean difference between
2
the VEP turnout rate (defined as in Question 2) and the ANES turnout rate within each period. Has the
bias of the ANES increased over time?
Answer 1.5
##insert code here
Insert written answer here.
Question 1.6 (6 pts)
The ANES does not interview overseas voters and prisoners. Let’s calculate an adjustment to the VAP
turnout rate. First, construct a new variable for adjusted VAP in the turnout dataframe that is defined
as the voting age population, minus the total number of ineligible felons and non-citizens. Next, construct
a new variable in the turnout dataframe defined as total ballots cast minus overseas ballots, divided by
the adjusted VAP, times 100. Finally, construct a new variable in the turnout dataframe defined as is the
difference between the adjusted VAP turnout rate and the ANES turnout rate. Compare the mean differences
between the adjusted VAP turnout rate and the ANES turnout rate, the unadjusted VAP turnout rate and
the ANES turnout rate, and the VEP turnout rate and the ANES turnout rate. Briefly discuss the results.
Answer 1.6
##insert code here
Insert written answer here.
Exercise 2: Causality
Question 2.1.A (4 pts)
Do hospitals make people healthier? You are interested in estimating the causal effect of visiting a hospital
on individual i’s health status.
What is the treatment variable (Xi)? What is the outcome variable (Yi)?
Answer 2.1.A
Insert written answer here.
Question 2.1.B (4 pts)
The National Health Interview Survey (NHIS) collected data on hospital visits and health conditions of
individuals. Health conditions are measured based on a 5-point scale (1, 2, 3, 4, 5), with higher numbers =
better health conditions. Table 2 summarizes the survey results.
3
Taken at face value, these results suggest that going to the hospital makes people sicker. What is the problem
with this conclusion? Provide an answer by comparing the likely pre-treatment characteristics of those who
are treated vs. those who are not treated.
Answer 2.1.B
Insert written answer here.
Question 2.1.C (4 pts)
To make an causal argument, it is important to think about the factual (Yi) and counterfactual outcomes
(Yi(1) and Yi(0)).
What do Yi(1) and Yi(0) mean in this context? For a person who visited hospitals in the NHIS dataset,
among two potential outcomes (Yi(1) and Yi(0)), which one do you actually observe? For a person who did
not visit hospitals in the NHIS dataset, among two potential outcomes (Yi(1) and Yi(0)), which one do you
actually observe?
Answer 2.1.C
Insert written answer here.
Question 2.2.A (4 pts)
Do small classes increase student achievement? Many studies with observational data suggest that there is
little or no link between class size and student learning. However, the observed relationship between class
size and student achievement should not be taken at face value.
Why? Could there be systematic differences between students in smaller classes and students in regular
classes that could be obscuring a true causal effect?
Answer 2.2.A
Insert written answer here.
4
Question 2.2.B (4 pts)
You are determined to know the causal relationship between small class size and student learning, so you
design an experiment. At NYU, you randomly assign a group of Politics majors into a 10-person (small) POL
850 class and assign the rest of the students to a 100-person POL 850 class (regular). You will measure their
R programming skills at the end of the semester.
What is the treatment variable (Xi)? What is the outcome variable (Yi)? What do potential outcomes, Yi(1)
and Yi(0), mean in this context?
Answer 2.2.B
Insert written answer here.
Question 2.2.C (4 pts)
For those who are assigned to a 10-person class (small), which potential outcome do you observe? For those
who are assigned to a 100-person class (regular), which potential outcome do you observe?
Answer 2.2.C
Insert written answer here.
Exercise 3: The Mark of a Criminal Record
In this exercise, we analyze the causal effects of a criminal record on the job prospects of white and black job
applicants. This exercise is based on:
Pager, Devah. (2003). “The Mark of a Criminal Record.” American Journal of Sociology 108(5):937-975.
You are also welcome to watch Professor Pager discuss the design and result here.
To isolate the causal effect of a criminal record for black and white applicants, Pager ran an audit experiment.
In this type of experiment, researchers present two similar people that differ only according to one trait
thought to be the source of discrimination.
To examine the role of a criminal record, Pager hired a pair of white men and a pair of black men and
instructed them to apply for existing entry-level jobs in the city of Milwaukee. The men in each pair were
matched on a number of dimensions, including physical appearance and self-presentation. As much as
possible, the only difference between the two was that Pager randomly varied which individual in the pair
would indicate to potential employers that he had a criminal record. Further, each week, the pair alternated
which applicant would present himself as an ex-felon. To determine how incarceration and race influence
employment chances, she compared callback rates among applicants with and without a criminal background
and calculated how those callback rates varied by race.
In the data you will use (criminalrecord.csv) nearly all these cases are present, but 4 cases have been
redacted. As a result, your findings may differ slightly from those in the paper. The names and descriptions
of variables are shown below. You may not need to use all of these variables for this activity. We’ve kept these
unnecessary variables in the dataset because it is common to receive a dataset with much more information
than you need.
Name Description
jobid Job ID number
5
Name Description
callback 1 if tester received a callback, 0 if the tester did not receive a callback.
black 1 if the tester is black, 0 if the tester is white.
crimrec 1 if the tester has a criminal record, 0 if the tester does not.
interact city 1 if tester interacted with employer during the job application, 0 if
tester does not interact with employer. 1 is job is located in the city
center, 0 if job is located in the suburbs.
distance Job’s average distance to downtown.
custserv 1 if job is in the costumer service sector, 0 if it is not.
manualskill 1 if job requires manual skills, 0 if it does not.
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