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This paper considers the problem of inference in observational studies with time-varying adoption of treatment.
Synthetic controls with imperfect pre-treatment fit
1911
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Synthetic controls and weighted event studies with staggered adoption
1912
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Partial likelihood
1975
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Cox’s regression model for counting processes: a large sample study
1982
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Sensitivity analysis for certain permutation inferences in matched observational studies
1987
Earlier work this paper cites.
Minimum wages and employment: A case study of the fast food industry in New Jersey and Pennsylvania
1993
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Observational studies
2002
Earlier work this paper cites.
The economic costs of conflict: A case study of the Basque Country
2003
Earlier work this paper cites.
Testing Statistical Hypotheses
2006
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Nonparametric conditional hazard rate estimation: a local linear approach
2008
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Synthetic control methods for comparative case studies: Estimating the effect of California’s tobacco control program
2010
Cited alongside, same era.
The statistical analysis of failure time data
2011
Cited alongside, same era.
A panel data approach for program evaluation: Measuring the benefits of political and economic integration of Hong Kong with mainland China
2012
Cited alongside, same era.
On the uniform asymptotic validity of subsampling and the bootstrap
2012
Cited alongside, same era.
The tax burden on tobacco
2014
Cited alongside, same era.
Balancing, regression, difference-in-differences and synthetic control methods: A synthesis
2016
Cited alongside, same era.
Matrix completion methods for causal panel data models
2018
Later among the works it cites.
Design-based analysis in difference-in-differences settings with staggered adoption
2018
Later among the works it cites.
Practical and robust
2018
Later among the works it cites.
Synthetic control method: Inference, sensitivity analysis and confidence sets
2018
Later among the works it cites.
Using synthetic controls: Feasibility, data requirements, and methodological aspects
2019
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Synthetic difference-in-differences
2019
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Prediction intervals for synthetic control methods
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A penalized synthetic control estimator for disaggregated data
2017
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Diagnostics for the cox model
2017
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Econometric methods for program evaluation
2018
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Robust synthetic control
2018
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On the mode of communication of Cholera
Cited in the paper.
2019
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An exact and robust conformal inference method for counterfactual and synthetic controls
2019
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Statistical inference for average treatment effects estimated by synthetic control methods
2019
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