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Journal ArticleDOI

The Log of Gravity

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TLDR
In this paper, the gravity equation for trade was used to provide new estimates of this equation, and significant differences between the estimated estimator and those obtained with the traditional method were found.
Abstract
Although economists have long been aware of Jensen's inequality, many econometric applications have neglected an important implication of it: the standard practice of interpreting the parameters of log-linearized models estimated by ordinary least squares as elasticities can be highly misleading in the presence of heteroskedasticity. This paper explains why this problem arises and proposes an appropriate estimator. Our criticism to conventional practices and the solution we propose extends to a broad range of economic applications where the equation under study is log-linearized. We develop the argument using one particular illustration, the gravity equation for trade, and apply the proposed technique to provide new estimates of this equation. We find significant differences between estimates obtained with the proposed estimator and those obtained with the traditional method. These discrepancies persist even when the gravity equation takes into account multilateral resistance terms or fixed effects

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Citations
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Journal ArticleDOI

Gravity with Gravitas: A Solution to the Border Puzzle

TL;DR: In this article, a method that consistently and efficiently estimates a theoretical gravity equation and correctly calculates the comparative statics of trade frictions was developed to solve the famous McCallum border puzzle.
Posted Content

Estimation and Inference in Econometrics

TL;DR: A theme of the text is the use of artificial regressions for estimation, reference, and specification testing of nonlinear models, including diagnostic tests for parameter constancy, serial correlation, heteroscedasticity, and other types of mis-specification.
Journal ArticleDOI

Why has CEO Pay Increased So Much

TL;DR: In this paper, the authors developed a simple equilibrium model of CEO pay and found that a CEO's pay changes one for one with aggregate firm size, while changing much less with the size of his own firm.
Journal ArticleDOI

Estimating Trade Flows: Trading Partners and Trading Volumes

TL;DR: In this paper, a simple model of international trade with heterogeneous firms is developed, which is consistent with a number of stylized features of the data and can predict positive and zero trade flows across pairs of countries, and it allows the number of exporting firms to vary across destination countries.
Book ChapterDOI

Gravity Equations: Workhorse,Toolkit, and Cookbook

TL;DR: In this article, the estimation and interpretation of gravity equations for bilateral trade is discussed, and several theory-consistent estimation methods are presented. But the authors argue against sole reliance on any one method and instead advocate a toolkit approach.
References
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Journal ArticleDOI

A Heteroskedasticity-Consistent Covariance Matrix Estimator and a Direct Test for Heteroskedasticity

Halbert White
- 01 May 1980 - 
TL;DR: In this article, a parameter covariance matrix estimator which is consistent even when the disturbances of a linear regression model are heteroskedastic is presented, which does not depend on a formal model of the structure of the heteroSkewedness.
Posted Content

Gravity with Gravitas: A Solution to the Border Puzzle

TL;DR: This article showed that the gravity model usually estimated does not correspond to the theory behind it and showed that national borders reduce trade between the US and Canada by about 44% while reducing trade among other industrialized countries by about 30%.
Journal ArticleDOI

Generalized linear models. 2nd ed.

TL;DR: A class of statistical models that generalizes classical linear models-extending them to include many other models useful in statistical analysis, of particular interest for statisticians in medicine, biology, agriculture, social science, and engineering.
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