Does the Gravity Model Suffer from Selection Bias?

When analyzing bilateral trade flow data, zero trade flows are quite common and problematic when a gravity equation is estimated with a log-linear functional form. This has caused many researchers to either ignore the zero trade flows or to replace zero with a small positive number. Both of these actions bias the resulting parameter estimates of the gravity equation. In this study we correct for this misspecification by using the Heckman selection model to estimate the bilateral trade flows for 46 agrifood products, for the period 1990 to 2000, for 52 countries. In our sample, selection bias rarely affects the signs of variables but often has a substantial effect on the magnitude, statistical significance and economic interpretation of the marginal effects. Hence, treating zero trade flows properly is important from both a statistical and an economics perspective.----------------------------------------------------------------------Revised and published as: Haq, Zahoor Ul, Karl Meilke and John Cranfield. 2013. “Selection bias in a gravity model of agrifood trade.” European Review of Agricultural Economics 40(2):331-360.


Issue Date:
2010-01
Publication Type:
Working or Discussion Paper
Record Identifier:
http://ageconsearch.umn.edu/record/90884
PURL Identifier:
http://purl.umn.edu/90884
Total Pages:
33
Series Statement:
Working Paper
2010-01




 Record created 2017-04-01, last modified 2018-06-12

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