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Big Data: New Tricks for Econometrics

[Symposium: Big Data]

By Hal R. Varian

Journal of Economic Perspectives, Spring 2014

Computers are now involved in many economic transactions and can capture data associated with these transactions, which can then be manipulated and analyzed. Conventional statistical and econometric techniques such as regression often work well, but there...

High-Dimensional Methods and Inference on Structural and Treatment Effects

[Symposium: Big Data]

By Alexandre Belloni, Victor Chernozhukov, and Christian Hansen

Journal of Economic Perspectives, Spring 2014

Data with a large number of variables relative to the sample size—"high-dimensional data"—are readily available and increasingly common in empirical economics. High-dimensional data arise through a combination of two phenomena. First, the data may be ...

Political Campaigns and Big Data

[Symposium: Big Data]

By David W. Nickerson and Todd Rogers

Journal of Economic Perspectives, Spring 2014

Modern campaigns develop databases of detailed information about citizens to inform electoral strategy and to guide tactical efforts. Despite sensational reports about the value of individual consumer data, the most valuable information campaigns acquire ...

Privacy and Data-Based Research

[Symposium: Big Data]

By Ori Heffetz and Katrina Ligett

Journal of Economic Perspectives, Spring 2014

What can we, as users of microdata, formally guarantee to the individuals (or firms) in our dataset, regarding their privacy? We retell a few stories, well-known in data-privacy circles, of failed anonymization attempts in publicly released datasets. We t...

Slicing Up Global Value Chains

[Symposium: Global Supply Chains]

By Marcel P. Timmer, Abdul Azeez Erumban, Bart Los, Robert Stehrer, and Gaaitzen J. de Vries

Journal of Economic Perspectives, Spring 2014

In this paper, we "slice up the global value chain" using a decomposition technique that has recently become feasible due to the development of the World Input-Output Database. We trace the value added by all labor and capital that is directly and indirec...

Five Facts about Value-Added Exports and Implications for Macroeconomics and Trade Research

[Symposium: Global Supply Chains]

By Robert C. Johnson

Journal of Economic Perspectives, Spring 2014

Due to the rise of global supply chains, gross exports do not accurately measure the amount of value added exchanged between countries. I highlight five facts about differences between gross and value-added exports. These differences are large and growing...

Fluctuations in Uncertainty

By Nicholas Bloom

Journal of Economic Perspectives, Spring 2014

Uncertainty is an amorphous concept. It reflects uncertainty in the minds of consumers, managers, and policymakers about possible futures. It is also a broad concept, including uncertainty over the path of macro phenomena like GDP growth, micro phenomena ...

The Market for Blood

By Robert Slonim, Carmen Wang, and Ellen Garbarino

Journal of Economic Perspectives, Spring 2014

Donating blood, "the gift of life," is among the noblest activities and it is performed worldwide nearly 100 million times annually. The economic perspective presented here shows how the gift of life, albeit noble and often motivated by altruism, is heavi...