Amazon at AEA: Empirical economics and research design

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{"value":"At this year’s meeting of the American Economic Association (AEA), David Card — the Class of 1950 Professor of Economics at the University of California, Berkeley, an Amazon Scholar, and the AEA’s incoming president — chaired ++[three sessions](https://www.amazon.science/conferences-and-events/aea-2021)++, one of which was a tribute to the 2019 Nobel Prize winners in economics, Esther Duflo and Abhijit Bannerjee of MIT and Michael Kremer of Harvard University. \n\nDuflo, Bannerjee, and Kremer are proponents of what’s sometimes called *++[empirical economics](https://www.redalyc.org/pdf/173/17330202.pdf)++*: the attempt to put microeconomics on a more secure empirical footing through both field experiments and *natural experiments*. In natural experiments, circumstances conspire to enable the comparison of a population that receives an economic intervention with one that doesn’t.\n\nOne famous example of a natural experiment is a ++[study](https://davidcard.berkeley.edu/papers/njmin-aer.pdf)++ that Card and his colleague Alan Krueger conducted in the early 1990s, in which they investigated fast-food markets in two adjacent, demographically similar regions in Pennsylvania and New Jersey. One region had recently seen a minimum-wage hike, and the other hadn’t, but employment growth remained similar in both.\n\n![af376f3cd0b3431e95af666aa0e1b01d_image1.png](1)\n\nDavid Card, the Class of 1950 Professor of Economics at the University of California, Berkeley, an Amazon Scholar, and the incoming president of the American Economic Association.\n\nCREDIT: GENEVIEVE SHIFFRAR\n\nThe rise of empirical economics is frequently ++[traced](https://www.technologyreview.com/2013/01/02/180812/the-natural-experimenter/)++ to a group of economists at Princeton University in the 1980s, which included Card, Krueger, and a graduate student who later became one of Duflo’s graduate advisors at MIT, Josh Angrist.\n\n“The textbooks that I was taught out of had very elaborate models with very little — almost no — evidence,” Card says. “Oftentimes in economics, there are too many perfectly good theoretical models, and no one knows ‘Is that one right or this one right?’ So then it became, ‘Let's try and understand.’\n\n“It became increasingly recognized in the 1970s and ’80s that there were some really big failures in our knowledge. My field is labor economics, and probably the worst failure of economists until very recently was to oversimplify how wages are determined. How do ketchup prices get determined? The store sets the price, right? And ketchup prices aren't exactly the same in different stores, and they change from month to month. But economists for many, many years were working with a model where any given worker got the same wage, no matter what employer they worked at. It took a lot of empirical work to show that the idea that employers hire workers, but they don't set wages, just isn't completely valid.”\n\n\n#### **Research design**\n\n\nInitially, the empirical work of Card and his colleagues ++[met skepticism](https://pubs.aeaweb.org/doi/pdfplus/10.1257/jep.24.2.3)++ from many in the field. As Edward Leamer, an economics professor now at the University of California, Los Angeles, put it in a ++[1983 essay](https://www.jstor.org/stable/1803924?seq=1)++, “Hardly anyone takes data analysis seriously. Or perhaps more accurately, hardly anyone takes anyone else’s data analysis seriously.” \n\nEmpirical economists, the skeptics claimed, simply cherry-picked data to fit their hypotheses; the phenomena under investigation were so complex that correlations in the data couldn’t be taken to imply causation.\n\nCard and his colleagues knew that, to make their analyses of natural experiments persuasive, they needed to control for other possible explanations of data correlations. *Research design* thus became one of the empirical economists’ chief concerns.\n\nAt Amazon, economists’ expertise in research design has two distinct applications. The first is its original application in empirical economics: making sense of large natural experiments.\n\nThe other is the interpretation and generalization of more conventional randomized experiments. To determine what types of information, presented in what format, customers find most useful, Amazon does frequent ++[A/B testing](https://www.amazon.science/blog/machine-learning-tools-increase-power-of-hypothesis-testing)++, in which one group of customers sees one version of a web page, and another group sees another version.\n\nSuch tests can suffer from various confounders, however, such as *spillover effects*. Suppose that, in an A/B test, the presentation of information to group A — the treatment group — leads to increased purchase of a particular product. That product’s rise in popularity means that it’s recommended more frequently to shoppers — including those in group B, the control group.\n\n“That's the kind of thing that economists can obsess over forever,” Card says. “One reason we’re useful is that we'll say, ‘Wait a minute, if that happens, the control group is no longer a control. The test results are unreliable.’\n\n“That's the way economists think about things. The way I explain it to physicists — a lot of people who become economists train as physicists — is the particles are all ++[fighting back](https://www.amazon.science/blog/amazon-at-aea-the-crossroads-of-economics-and-ai)++. All the time. It's not that they're randomly going and filling the room. It's that actually, you try and get them in the room, and they're sneaking out the door. So that’s an order-of-magnitude harder problem.”\n\nABOUT THE AUTHOR\n\n\n#### **[Larry Hardesty](https://www.amazon.science/author/larry-hardesty)**\n\n\nLarry Hardesty is the editor of the Amazon Science blog. Previously, he was a senior editor at MIT Technology Review and the computer science writer at the MIT News Office.","render":"<p>At this year’s meeting of the American Economic Association (AEA), David Card — the Class of 1950 Professor of Economics at the University of California, Berkeley, an Amazon Scholar, and the AEA’s incoming president — chaired <ins><a href=\"https://www.amazon.science/conferences-and-events/aea-2021\" target=\"_blank\">three sessions</a></ins>, one of which was a tribute to the 2019 Nobel Prize winners in economics, Esther Duflo and Abhijit Bannerjee of MIT and Michael Kremer of Harvard University.</p>\n<p>Duflo, Bannerjee, and Kremer are proponents of what’s sometimes called <em><ins><a href=\"https://www.redalyc.org/pdf/173/17330202.pdf\" target=\"_blank\">empirical economics</a></ins></em>: the attempt to put microeconomics on a more secure empirical footing through both field experiments and <em>natural experiments</em>. In natural experiments, circumstances conspire to enable the comparison of a population that receives an economic intervention with one that doesn’t.</p>\n<p>One famous example of a natural experiment is a <ins><a href=\"https://davidcard.berkeley.edu/papers/njmin-aer.pdf\" target=\"_blank\">study</a></ins> that Card and his colleague Alan Krueger conducted in the early 1990s, in which they investigated fast-food markets in two adjacent, demographically similar regions in Pennsylvania and New Jersey. One region had recently seen a minimum-wage hike, and the other hadn’t, but employment growth remained similar in both.</p>\n<p><img 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\" alt=\"af376f3cd0b3431e95af666aa0e1b01d_image1.png\" rel=\"1\" /></p>\n<p>David Card, the Class of 1950 Professor of Economics at the University of California, Berkeley, an Amazon Scholar, and the incoming president of the American Economic Association.</p>\n<p>CREDIT: GENEVIEVE SHIFFRAR</p>\n<p>The rise of empirical economics is frequently <ins><a href=\"https://www.technologyreview.com/2013/01/02/180812/the-natural-experimenter/\" target=\"_blank\">traced</a></ins> to a group of economists at Princeton University in the 1980s, which included Card, Krueger, and a graduate student who later became one of Duflo’s graduate advisors at MIT, Josh Angrist.</p>\n<p>“The textbooks that I was taught out of had very elaborate models with very little — almost no — evidence,” Card says. “Oftentimes in economics, there are too many perfectly good theoretical models, and no one knows ‘Is that one right or this one right?’ So then it became, ‘Let’s try and understand.’</p>\n<p>“It became increasingly recognized in the 1970s and ’80s that there were some really big failures in our knowledge. My field is labor economics, and probably the worst failure of economists until very recently was to oversimplify how wages are determined. How do ketchup prices get determined? The store sets the price, right? And ketchup prices aren’t exactly the same in different stores, and they change from month to month. But economists for many, many years were working with a model where any given worker got the same wage, no matter what employer they worked at. It took a lot of empirical work to show that the idea that employers hire workers, but they don’t set wages, just isn’t completely valid.”</p>\n<h4><a id=\"Research_design_19\"></a><strong>Research design</strong></h4>\n<p>Initially, the empirical work of Card and his colleagues <ins><a href=\"https://pubs.aeaweb.org/doi/pdfplus/10.1257/jep.24.2.3\" target=\"_blank\">met skepticism</a></ins> from many in the field. As Edward Leamer, an economics professor now at the University of California, Los Angeles, put it in a <ins><a href=\"https://www.jstor.org/stable/1803924?seq=1\" target=\"_blank\">1983 essay</a></ins>, “Hardly anyone takes data analysis seriously. Or perhaps more accurately, hardly anyone takes anyone else’s data analysis seriously.”</p>\n<p>Empirical economists, the skeptics claimed, simply cherry-picked data to fit their hypotheses; the phenomena under investigation were so complex that correlations in the data couldn’t be taken to imply causation.</p>\n<p>Card and his colleagues knew that, to make their analyses of natural experiments persuasive, they needed to control for other possible explanations of data correlations. <em>Research design</em> thus became one of the empirical economists’ chief concerns.</p>\n<p>At Amazon, economists’ expertise in research design has two distinct applications. The first is its original application in empirical economics: making sense of large natural experiments.</p>\n<p>The other is the interpretation and generalization of more conventional randomized experiments. To determine what types of information, presented in what format, customers find most useful, Amazon does frequent <ins><a href=\"https://www.amazon.science/blog/machine-learning-tools-increase-power-of-hypothesis-testing\" target=\"_blank\">A/B testing</a></ins>, in which one group of customers sees one version of a web page, and another group sees another version.</p>\n<p>Such tests can suffer from various confounders, however, such as <em>spillover effects</em>. Suppose that, in an A/B test, the presentation of information to group A — the treatment group — leads to increased purchase of a particular product. That product’s rise in popularity means that it’s recommended more frequently to shoppers — including those in group B, the control group.</p>\n<p>“That’s the kind of thing that economists can obsess over forever,” Card says. “One reason we’re useful is that we’ll say, ‘Wait a minute, if that happens, the control group is no longer a control. The test results are unreliable.’</p>\n<p>“That’s the way economists think about things. The way I explain it to physicists — a lot of people who become economists train as physicists — is the particles are all <ins><a href=\"https://www.amazon.science/blog/amazon-at-aea-the-crossroads-of-economics-and-ai\" target=\"_blank\">fighting back</a></ins>. All the time. It’s not that they’re randomly going and filling the room. It’s that actually, you try and get them in the room, and they’re sneaking out the door. So that’s an order-of-magnitude harder problem.”</p>\n<p>ABOUT THE AUTHOR</p>\n<h4><a id=\"Larry_Hardestyhttpswwwamazonscienceauthorlarryhardesty_41\"></a><strong><a href=\"https://www.amazon.science/author/larry-hardesty\" target=\"_blank\">Larry Hardesty</a></strong></h4>\n<p>Larry Hardesty is the editor of the Amazon Science blog. Previously, he was a senior editor at MIT Technology Review and the computer science writer at the MIT News Office.</p>\n"}
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