Introduction
In this assignment, you will demonstrate your ability to understand and conduct an instrumental variables analysis by replicating the main analysis from the article “The Colonial Origins of Comparative Development: An Empirical Investigation” (Acemoglu et al., American Economic Review, 2001). Acemoglu, Johnson, and Robinson won the 2024 Nobel prize in economics for their work on this article and related ones on institutions. See also, for example, “Reversal of Fortune: Geography and Institutions in the Making of the Modern World Income Distribution” (Acemoglu et al., Quarterly Journal of Economics, 2002).
Formalities
Your assignment must be a maximum of 18,000 characters.
All of the requirements below are standard in basically all working papers in political science and for submission to journals, so please stick to the following conventions:
- 12-point font
- 1 inch margins
- Double-spaced
- No Table of Content
- 18,000 characters maximum
If you write your assignment in LaTeX (e.g. Overleaf) it’s therefore:
\documentclass[12pt, A4]{article}
\usepackage[margin = 1in]{geometry}
\doublespacing after your \begin{document}
If you want to use the Overleaf template that I use for my own academic manuscripts, you can find it here.
General expectations
Please note that although the technical side of your assignment should be well-executed, you should also focus your energy on the clarity of your writing. The reason that students often do not receive the grade that they might hope for is because the written part of their assignment is unclear. So please be sure to spend sufficient time ensuring that you clearly write up the goal of the study, the research design, the results, and the discussion.
Instructions
Data: Assignment_2A_Data.zip
Codebook (for the variables you will use only):
shortnam
: Country abbreviation
baseco
: Whether observations is part of authors’ “Base sample”
avexpr
: Average expropriation risk, 1985–1995
logpgp95
: Log GDP per capita PPP, 1995
loghjypl
: Log output per worker in 1988
logem4
: Log of settler mortality
lat_abst
: Country’s latitude
asia
: Country is in Asia
africa
: Country is in Africa
other
: Continent is not Asia, Africa, or America
rich4
: Country is in neo-Europe
Your assignment must proceed as follows:
- Read the article: “The Colonial Origins of Comparative Development: An Empirical Investigation”.
Now, do the following in your written assignment and your accompanying R code:
Introduction
- At the beginning of your assignment, briefly explain the goals of the paper:
- What is the authors’ research question?
- Why is it important?
- What is their hypothesis?
Research design
- Explain the authors’ research design:
- The empirical strategy and data
- The identifying assumptions- i.e. how does their research design allow them to estimate a causal effect and what are the potential threats to causal inference?
- Note: It should be clear from this section that you know how an instrumental variables research design works
Analysis
- Note: Results from the replication data will be slightly different from those in the article (e.g. sample sizes or regression estimates very slightly from those in the article). If you end up with any big differences though, you probably did something wrong.
- Suggestion: use
read_dta()
from thehaven
R library to load in each of the three datasets at the top of your code. So maybe you have datasets loaded that you callT1
,T2
, andT4
, which are the data loaded frommaketable1.dta
,maketable2.dta
, andmaketable4.dta
respectively.
- Replicate Figure 1 from the article using the data in
maketable1.dta
.
- Explain what the figure is showing and why it matters.
- Note: Graph only the countries in the base sample (n = 64), even if in the text it says that there are 75 countries in that figure.
- Your figure might look something like this, but make it look however you want:
- Replicate Table 2 using the data in
maketable2.dta
.
- Explain its purpose and the results. Your summary of the results can be relatively brief for this one.
- Estimates for the dummy variables will differ a bit from those in the article. Those for Expropriation Risk should be extremely similar. - Replicate Figure 2 using the data in
maketable1.dta
.
- Explain its purpose briefly (it goes hand-in-hand with Table 2).
- Your figure might look something like this, but make it look however you want:
- Replicate Figure 3 using the data in
maketable1.dta
.
- Explain its purpose briefly (it will go hand-in-hand with results in Panel B of Table 4 below).
- Your figure might look something like this, but make it look however you want:
- Replicate Panel A and Panel B from Table 4 (not Panel C) using the data in
maketable4.dta
.
- You can separate Panels A and B into 2 tables in your written assignment if you wish, or have it in two panels in the same table as the authors do.
- For Models (7) and (8) you will need to construct your “other continent” variable, because it’s not already in the dataset. Construct a binary variableother
that is defined as 1 if the variableshortnam
is “AUS”, “MLT”, or “NZL”; and is a 0 otherwise.
- Explain the results in both Panel A and Panel B in Table 4. It will likely be better to explain the results in Panel B first (the “first-stage”), and then explain the results in Panel A.
- Include the F-statistics in Panel B, and remark on what they show.
- Note that you will need to manually input a row of F-statistics for the models here. This can be similar to the modelsummary() code from your replication of Table 2, where you probably needed to manually input a row describing what sample is being used.
Discussion
- Explain the overall findings of the article. One paragraph should suffice.
- Discuss the benefits and drawbacks of the research design as it is applied in the article.
- You may want to reference “Do Institutions Cause Growth?” (Glaeser et al. 2004) and/or “The Colonial Origins of Comparative Development: An Empirical Investigation: Comment” (Albouy 20212)
- The authors’ response to Albouy (2012) is here
- Criticisms of the article are also summarized in the Nobel Prize Committee’s comments on the prize, in Sections 1 and 2 of “Scientific Background to the Sveriges Riksbank Prize in Economic Sciences in Memory of Alfred Nobel 2024”
Submission instructions
-
Formatting requirements!
- 12-point font
- 1 inch margins
- Double-spaced
- No Table of Contents
- 18,000 characters maximum
-
Your code should be commented so that it is clear to me that you know what each piece of code does. You don’t need to be excessive, but comment your code in a way that you think is reasonable.
-
If you are in a group, only one of you needs to submit the assignment. Just ensure that all of your student IDs are on the title page.
-
Submit your assignment and R code separately. Please send your assignment as a PDF and use an equivalent file name across the files:
- Assignment_2A.pdf
- Assignment_2A.R
-
Submit through Absalon under “Assignment 2A”.