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Estimating causal parameters from a high dimensional model using the lasso in Stata

Date: 09:00 21 October 2019 - 16:30 21 October 2019
Type: Training Course
Speaker: David Drukker StataCorp
Venue: Birkbeck, Clore Management Centre
Prices: HE delegates: £50; Charity/Government: £50; other delegates: £50; All prices are exclusive of VAT

Description

This six-hour course shows how to estimate causal parameters from a high-dimensional model using the inferential lasso commands in Stata.

It begins by introducing high-dimensional models and discusses which estimation methods work and which estimation methods do not work. This introduction shows how the lasso is used in these methods.

Next, the course provides an introduction to how the lasso is implemented in Stata and an overview of relevant theory. This part also discusses how to use Stata's lasso commands to solve prediction problems.

Finally, the course discusses the Stata implementation and the relevant theory for a series of commands that estimate causal parameters from high-dimensional models. These parts of the course discuss commands for linear models, logit models and Poisson models with exogenous variables. They also discuss commands for linear models with endogenous variables. Some extensions to average treatment effects for exogenous treatments are also discussed.

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