In the paper, the effects of subsidies to Tuscan handicraft firms are evaluated; the study is affected by missing outcome values, which cannot be assumed missing at random. We tackle this problem within a causal inference framework. By exploiting Principal Stratification and the availability of an instrument for the missing mechanism, we conduct a likelihood-based analysis, proposing a set of plausible identification assumptions. Causal effects are estimated on (latent) subgroups of firms, characterized by their response behavior.

Mealli F., Pacini B., Roli G. (2011). Evaluating the Effects of Subsidies to Firms with Nonignorably Missing Outcomes. HEIDELBERG : Springer [10.1007/978-3-642-11363-5_1].

Evaluating the Effects of Subsidies to Firms with Nonignorably Missing Outcomes

PACINI, BARBARA;ROLI, GIULIA
2011

Abstract

In the paper, the effects of subsidies to Tuscan handicraft firms are evaluated; the study is affected by missing outcome values, which cannot be assumed missing at random. We tackle this problem within a causal inference framework. By exploiting Principal Stratification and the availability of an instrument for the missing mechanism, we conduct a likelihood-based analysis, proposing a set of plausible identification assumptions. Causal effects are estimated on (latent) subgroups of firms, characterized by their response behavior.
2011
New Perspectives in Statistical Modeling and Data AnalysisProceedings of the 7th Conference of the Classification and Data Analysis Group of the Italian Statistical Society, Catania, September 9 - 11, 2009
3
11
Mealli F., Pacini B., Roli G. (2011). Evaluating the Effects of Subsidies to Firms with Nonignorably Missing Outcomes. HEIDELBERG : Springer [10.1007/978-3-642-11363-5_1].
Mealli F.; Pacini B.; Roli G.
File in questo prodotto:
Eventuali allegati, non sono esposti

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11585/111889
 Attenzione

Attenzione! I dati visualizzati non sono stati sottoposti a validazione da parte dell'ateneo

Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus 0
  • ???jsp.display-item.citation.isi??? 0
social impact