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I understand the argument and I accept the idea of natural experiments in principle. The most difficult thing with all of these is the ceteris paribus (holding
by mbar84 5y ago
I understand the argument and I accept the idea of natural experiments in principle. The most difficult thing with all of these is the ceteris paribus (holding all else constant), or as a second best, correcting for known confounding factors. This is in such stark contrast to a lab setting, where an adversarial scientist can regard a hypothesis as wrong and construct an experiment to prove it so, only to find out that the hypothesis isn't falsified. With statistics and models on the other hand it always devolves into discussions about variables, confounding factors and there's never a satisfying resolution, especially on controversial results.
The number of places for bias to creep in are way to many. I think the econometrics people have gone down a hopeless path, guided by wishful thinking and demand from people who want us to be able to make statements about things which we just cannot do.
The parts of economics that are valuable are not based on econometrics, but upon reasoning from first principles: Incentives, supply and demand, game theory etc. under which I would argue all of your examples fall.
- zwaps 5y agoThen I don't get it. If you accept first principles, then the world of structural econometrics is open to you. Cake having, and cake eating - at the cost of structural assumptions. All you are doing then is filling your models with some actual data. Could you be more specific what is a lab setting for you? Natural experiments are not what I meant when I spoke of experiments, as natural experiments are observational inferential methods! btw did they ever tell you about that physics experiment in a lab that was built just over a subway line? So much confounding! Jokes aside, your assumptions amount to assumptions about what "controlled" and "in a lab" means. I hope you see it makes more sense to define the requirement for experimental identification mathematically, in which case you'd see that the conditions are not different in kind, only in degree. etc. Edit: If that counts as revealed preference data, I can assure you that econometrics are used to great effect in pricing, auctions etc - one of the reasons certain orange and blue companies hiring experts on this have become mucho rich in the past couple of years. Some oldschool econ models may not be the best to describe the altruistic, boundedly rational present-preferrer. But oh boy, can you make some serious dough if you can mechanism design the auction platforms and the best the firms can do is to try to train some machine learning models against it.
- mbar84 5y agoThe only thing to which I will object here is the use of the word "only" from "not different in kind, only in degree". There is a substantial difference in degree when dealing with atoms, molecules, homogenous materials vs. people who think, face incentives and understand game theory.
- 7thaccount 5y agoNot an economist, but my job role involves lots of economic theory and I'm a few classes into an econ masters. As far as economic reasoning goes, there are some studies you can do (like optimal auction clearing) where you can hold the inputs equal and then adjust some aspects of the optimization (the objective, constraints, or decision variables) and get a very accurate picture of how market changes would impact the results. I think that is probably an exception rather than the normal case though. In general, my thoughts during my studies has been that the economic theories of supply & demand, incentives, elasticity, theory of the firm, game theory, government intervention...etc all has more use as a generic framework of thinking (ex: if we put in a price cap, here are the expected impacts), rather than an equation I can use to get an exact answer (basically exactly what you're saying above). Doing some kind of analysis on things as complex as the US economy must have massive inaccuracies involved as there are too many factors and even behavioral economics doesn't have all the answers for why people don't always act rationally.
- cycomanic 5y ago> The parts of economics that are valuable are not based on econometrics, but upon reasoning from first principles: Incentives, supply and demand, game theory etc. under which I would argue all of your examples fall. So how do you confirm these first principles? I'd argue that those are an even wider door to let your biases flow into the analysis. I mean this type of argument has given us trickle down economics which has significant real world evidence it doesn't work.
- hgomersall 5y agoIt's worse than that, not only are the first principles demonstrably flawed, the towering edifice built on top fails due to some very iffy analysis. It's remarkable how much time and effort goes into attempting to maintain the idea of equilibrium in economics. You can only add so many epicycles before you should perhaps consider your model is wrong.
- imtringued 5y agoEconomists don't believe in their own theories. I see people simply declare the market free when it is clear that it is not or people claim Says Law is infallible when it actually can be used to predict the exact opposite of what it is usually lazily abused for. For example people use says law to argue saving does not create unemployment but says law can also be interpreted as saving is impossible over the long run and therefore unemployment shouldn't happen either.