Survival and Death in International Trade - Discrete-Time Durations of EU Imports
AbstractIn the existing literature, the duration of trade has typically been analyzed using either descriptive Kaplan-Meier methods or a Cox regression approach. While the latter has the advantage of allowing for explanatory variables, it is designed for the analysis of continuous duration times, whereas trade flows are observed for discrete time intervals. The purpose of this paper is to point out why it is inappropriate to analyze the duration of trade with continuous- rather than discrete-time models, and to illustrate the implications of the model choice in an empirical application to EU trade. Briefly, there are three major problems with the continuous-time models. First, such models face problems in the presence of many tied duration times, with a risk of biased estimation coefficients and standard errors. Second, it is very difficult to properly control for unobserved heterogeneity, which can cause spurious duration dependencies, as well as parameter biases. Third, the Cox model – which, by far, is the most commonly used model – imposes the restrictive and empirically questionable assumption of proportional hazards. By contrast, discrete-time models, such as probit, logit and complementary log-log models have no difficulty dealing with ties; unobserved heterogeneity can easily be controlled for; and one is not forced to assume proportional hazards. Applying both continuous- and discrete-time models to detailed data on imports to EU15 countries from 139 exporters for the period 1962-2006, we find evidence in support of the arguments against the Cox model, and conclude that researchers that use a Cox model might run a serious risk of getting incorrect results.
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Bibliographic InfoPaper provided by Lund University, Department of Economics in its series Working Papers with number 2009:12.
Length: 35 pages
Date of creation: 17 Aug 2009
Date of revision:
Note: This Working Paper has been replaced by Working Papers 2010:1 ("The Duration of Trade Revisited. Continuous-Time vs. Discrete-Time Hazards") and 2010:4 ("Exploring the Duration of EU Imports")
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Postal: Department of Economics, School of Economics and Management, Lund University, Box 7082, S-220 07 Lund,Sweden
Phone: +46 +46 222 0000
Fax: +46 +46 2224613
Web page: http://www.nek.lu.se/en
More information through EDIRC
Duration of Trade; Continuous-Time versus Discrete-Time Hazard Models; Unobserved Heterogeneity; European Union;
Find related papers by JEL classification:
- C41 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics - - - Duration Analysis; Optimal Timing Strategies
- F10 - International Economics - - Trade - - - General
- F14 - International Economics - - Trade - - - Empirical Studies of Trade
This paper has been announced in the following NEP Reports:
- NEP-ALL-2009-08-30 (All new papers)
- NEP-EEC-2009-08-30 (European Economics)
- NEP-INT-2009-08-30 (International Trade)
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