Understanding Instrumental Variables in Models with Essential Heterogeneity
University College Dublin · American Bar Foundation · +2 more institutions
Abstract
This paper examines the properties of instrumental variables (IV) applied to models with essential heterogeneity, that is, models where responses to interventions are heterogeneous and agents adopt treatments (participate in programs) with at least partial knowledge of their idiosyncratic response. We analyze two-outcome and multiple-outcome models, including ordered and unordered choice models. We allow for transition-specific and general instruments. We generalize previous analyses by developing weights for treatment effects for general instruments. We develop a simple test for the presence of essential heterogeneity. We note the asymmetry of the model of essential heterogeneity: outcomes of choices are…
Citation impact
- FWCI
- 32.63
- Percentile
- 100%
- References
- 80
Authors
3Topics & keywords
- Econometrics
- Outcome (game theory)
- Instrumental variable
- Study heterogeneity
- Simple (philosophy)
- Psychological intervention
- Computer science
- Economics