Marginal Effects for Competing Risks Models with Piecewise Constant Hazards*

B-Tier
Journal: Oxford Bulletin of Economics and Statistics
Year: 2009
Volume: 71
Issue: 4
Pages: 539-565

Score contribution per author:

2.011 = (α=2.01 / 1 authors) × 1.0x B-tier

α: calibrated so average coauthorship-adjusted count equals average raw count

Abstract

In the competing risks context, the effect of a covariate on the hazard function for a particular cause may be very different from its effect on the likelihood of exiting due to that cause. The latter probability is a function of all cause‐specific hazards, and thereby potentially affected by indirect effects via hazards for competing causes. We consider the effects of covariates on the cumulative probability of exiting from a particular cause. These ‘marginal effects’ are decomposed into direct effects via the hazard of interest and indirect effects via the hazards for competing causes. For the piecewise constant hazard specification we derive simple closed‐form expressions for the marginal effects that can be computed from the standard hazard function estimates. An empirical application illustrates that the marginal effects provide a useful and coherent way of summarizing the results of competing risks analysis.

Technical Details

RePEc Handle
repec:bla:obuest:v:71:y:2009:i:4:p:539-565
Journal Field
General
Author Count
1
Added to Database
2026-01-25