Statistics and causation — a critical review Causal inferences can be drawn from nonexperimental data. However, no mechanical rules can be laid down for the activity. Since Hume, that is almost a truism. Instead, causal inference seems to require an enormous investment of skill, intelligence, and hard work. Many convergent lines of evidence must be developed. Natural variation needs to be identified and exploited. Data must be collected. Confounders need to...
Read More »50 years ago
Vor 50 Jahren reiste Kanzler Willy Brandt nach Warschau. Am Ehrenmal für den Aufstand im jüdischen Ghetto fiel er auf die Knie.
Read More »“It has to stop”
“It has to stop” [embedded content] Georgia’s Gabriel Sterling gave Trump the Joe McCarthy moment he more than anyone else deserves. Perhaps not as pithy as Welch’s game-changing “Have you no sense of decency, sir? At long last have you left no sense of decency?” denunciation of McCarthy and his infamous Army-McCarthy hearings — “I don’t have the best words because I’m angry,” Sterling said midway through his press conference — but just as powerful...
Read More »Natural experiments in the social sciences
Natural experiments in the social sciences How, then, can social scientists best make inferences about causal effects? One option is true experimentation … Random assignment ensures that any differences in outcomes between the groups are due either to chance error or to the causal effect … If the experiment were to be repeated over and over, the groups would not differ, on average, in the values of potential confounders. Thus, the average of the average...
Read More »Causality and analysis of variation
Causality and analysis of variation Modern econometrics is fundamentally based on assuming — usually without any explicit justification — that we can gain causal knowledge by considering independent variables that may have an impact on the variation of a dependent variable. This is however, far from self-evident. Often the fundamental causes are constant forces that are not amenable to the kind of analysis econometrics supplies us with. As Stanley Lieberson...
Read More »Kids knowing more about scientific methods than economists
Kids knowing more about scientific methods than economists Limiting model assumptions in economic science always have to be closely examined since if we are going to be able to show that the mechanisms or causes that we isolate and handle in our models are stable in the sense that they do not change when we “export” them to our “target systems”, we have to be able to show that they do not only hold under ceteris paribus conditions and a fortiori only are...
Read More »Covariance algebra (student stuff)
Covariance algebra (student stuff) . [embedded content]
Read More »Testing game theory
The “prisoner’s dilemma” is a familiar concept to just about everyone who took Econ 101 … Yet no one’s ever actually run the experiment on real prisoners before, until two University of Hamburg economists tried it out in a recent study comparing the behavior of inmates and students. Surprisingly, for the classic version of the game, prisoners were far more cooperative than expected. Menusch Khadjavi and Andreas Lange put the famous game to the test for the first time ever,...
Read More »Debunking the anti-vaccination movement
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Read More »The science of anti-vaccination
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