English Till intranät

Social experiments and instrumental variables with duration outcomes

Författare: Jaap H. Abbring, Och Gerard J. van den Berg, Och

Sammanfattning av Working paper 2005:11

This paper examines the empirical analysis of treatment effects on duration
outcomes from data that contain instrumental variation.We focus on social
experiments in which an intention to treat is randomized and compliance
may be imperfect.We distinguish between cases where the treatment starts
at the moment of randomization and cases where it starts at a later point
in time. We derive exclusion restrictions under various informational and
behavioral assumptions and we analyze identifiability under these restrictions.
It turns out that randomization (and by implication, instrumental
variation) by itself is often insufficient for inference on interesting effects,
and needs to be augmented by a semi-parametric structure. We develop
corresponding non- and semi-parametric tests and estimation methods.

This paper examines the empirical analysis of treatment effects on duration outcomes from data that contain instrumental variation.We focus on social experiments in which an intention to treat is randomized and compliance may be imperfect.We distinguish between cases where the treatment starts at the moment of randomization and cases where it starts at a later point in time. We derive exclusion restrictions under various informational and behavioral assumptions and we analyze identifiability under these restrictions.It turns out that randomization (and by implication, instrumental variation) by itself is often insufficient for inference on interesting effects, and needs to be augmented by a semi-parametric structure. We develop corresponding non- and semi-parametric tests and estimation methods.

Keywords: event-history analysis, intention to treat, non-compliance, policy evaluation, selection.
JEL codes: C14, C31, C41, J6.

Forskningsområden