A gravity model of immigration
Introduction
Immigration is a controversial issue in many countries, and economists are increasingly called on to explain its causes and consequences. Most economic studies of immigration, such as Friedberg and Hunt (1995), Card (2001), and Borjas (2003), use a standard labor market model in which immigrant workers respond to differences in wages between countries. Many other factors influence immigration, however. This paper offers an adaptable regression model, based on the popular gravity model of international trade, with which to test hypothesized influences on immigration.
The gravity model of trade specifies trade as a positive function of the attractive “mass” of two economies and a negative function of distance between them. Defining TRADEij as total trade between countries i and j, DISTij as the distance between the two countries, and the gravitational “mass” as the product of gross domestic products of countries i and j, the gravity model of trade is
Showing natural logs in lower case, the regression equation is commonly specified as
Researchers using the gravity model to explain trade often include variables to control for demographic, geographic, ethnic/linguistic, and economic conditions, as for example
In (3), BLOC, LANG, CONT, and LINK are dummy variables for pairs of countries that share membership in a free trade area, a common language, a contiguous border, and colonial links, respectively, and popi · popj is the log of the product of the populations.
Tinbergen (1962) first used the gravity model to explain international trade patterns, and economists have consistently found it to explain a large proportion of the variation in international trade flows, making the model attractive for testing the marginal influence of other hypothesized variables on international trade. Theoretical justifications for the model have been provided by Linnemann (1966), Anderson (1979), and Deardorff (1998).
Section snippets
A gravity model of immigration
Immigration, like international trade, is driven by the attractive force between immigrant source and destination countries and impeded by the costs of moving from one country to another. The labor market model of immigration suggests that the attractive force between immigrant source and destination countries depends on the difference between labor incomes in the two countries. Population size also matters; ceteris paribus, the more people there are in a source country, the more people are
Econometric methodology for the gravity model
In the regression model (5), each variable is bilateral in that it applies to both countries i and j. However, researchers often want to test the influence on immigration of unilateral variables that reflect characteristics in only the source or destination country. Redding and Venables (2004) and Rose and van Wincoop (2001) show that gravity model estimates are likely to be biased by standard error clustering when some variables in the model apply to only one of the two countries in each
Estimating the gravity model
Table 1 reports the estimates of four gravity regressions using panel data on total legal immigration to each of 16 OECD destination countries from all source countries throughout the world for the ten years 1991–2000. In order to compare the gravity models of trade and immigration, column (1) of Table 1 reports the estimated coefficients for the gravity model of trade from Eq. (3), and column (2) reports the results from estimating the basic gravity model of immigration specified in Eq. (5).
Conclusions
The gravity model of international trade is a useful and popular regression model for testing hypothesized influences on trade flows between pairs of countries. Immigration is likely to respond to gravitational forces and distance in a similar fashion. This paper shows that a gravity model of immigration can be used to test the marginal influence of additional variables on immigration.
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