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Category: Methods

Experiments in Political Science

Two interesting articles were published within a few days of one another last week on the topic of experimental methods in political science.

The first article is by Jasjeet S. Sekhon and Rocio Titiunik in the American Political Science Review, and it discusses the uses and misuses of natural experiments:

Natural experiments help to overcome some of the obstacles researchers face when making causal inferences in the social sciences. However, even when natural interventions are randomly assigned, some of the treatment–control comparisons made available by natural experiments may not be valid. We offer a framework for clarifying the issues involved, which are subtle and often overlooked. We illustrate our framework by examining four different natural experiments used in the literature. In each case, random assignment of the intervention is not sufficient to provide an unbiased estimate of the causal effect. Additional assumptions are required that are problematic. For some examples, we propose alternative research designs that avoid these conceptual difficulties.

In other words, many of the natural experiments found in the literature do not allow identifying causal effects, and the authors do a good job of providing examples of four published natural experiments whose findings they question. The findings in Sekhon and Titiunik’s article apply to some regression discontinuity designs as well.

Speeding Fines That Vary With Income: Absolute vs. Relative Risk Aversion and Public Policy

Where there are posted restrictions, most European countries take speeding very seriously and levy hefty fines. The latest case in point is a 37 year-old Swedish man who was clocked at 180 miles per hour on a motorway between Bern and Lausanne in Switzerland.

Unfortunately for this driver of a new Mercedes-Benz SLS AMG, Switzerland doesn’t have fixed fines for speeding. Instead they use a formula similar to that in Finland where the fine is calculated based on the vehicle’s speed and the driver’s income. Back in 2002, Nokia executive Anssi Vanjoki had to pay a fine of $103,600 for going 47 mph in a 31 mph zone.

A student in my Law, Economics, and Organization seminar mentioned the article quoted above last week when I was explaining the difference between the twin concepts of absolute and relative risk aversion.

In economics, risk is not so much about what most people call risk as it is about gambles over income. In other words, risk preferences are defined over income or wealth. See here for an excellent discussion starting on page 64 in chapter 6 of David Friedman’s Law’s Order. So why would Switzerland and Finland have speeding fines that vary with income?

Randomization and Inference

Experiments have become an increasingly common tool for political science researchers over the last decade, particularly laboratory experiments performed on small convenience samples. We argue that the standard normal theory statistical paradigm used in political science fails to meet the needs of these experimenters and outline an alternative approach to statistical inference based on randomization of the treatment. The randomization inference approach not only provides direct estimation of the experimenter’s quantity of interest — the certainty of the causal inference about the observed units — but also helps to deal with other challenges of small samples. We offer an introduction to the logic of randomization inference, a brief overview of its technical details, and guidance for political science experimenters about making analytic choices within the randomization inference framework. Finally, we reanalyze data from two political science experiments using randomization tests to illustrate the inferential differences that choosing a randomization inference approach can make.

That’s the abstract of a forthcoming American Journal of Political Science article by Luke Keele, Corrine McConnaughy, and Ismail White.

That being said, I really can’t wait for summer to arrive so I can finally get through my “Documents to Read” folder.