Giter Club home page Giter Club logo

lincoms.jl's Introduction

LinComs.jl

Linear combinations of parameters

Introduction

Linear combinations of parameters for FixedEffectModels.jl and EventStudyInteracts.jl like Stata package lincom. As Stata package lincom help document explains:

lincom computes point estimates, standard errors, t or z statistics, p-values, and confidence intervals for linear combinations of coefficients after any estimation command, including survey estimation. Results can optionally be displayed as odds ratios, hazard ratios, incidence-rate ratios, or relative-risk ratios.

lincom can be used to aggregating event study estimates and estimate the average effect when use the Stata package eventstudyinteract provided by Sun and Abraham (2021).

I wrote the EventStudyInteracts.jl package, which is a Julia replication of the Stata package eventstudyinteract provided by Sun and Abraham (2021). However, there is currently no package in Julia similar to lincom, so I wrote this package.

This package can also be used for t-tests of linear combinations of results from FixedEffectModels.jl.

Installation

The package is registered in the General registry and so can be installed at the REPL with ] add LinComs.

Usage

After estimating the results using EventStudyInteracts.jl, you can refer to the following code to estimate the ATE.

rel_varlist1 = [:g_3,:g_2 ,:g0 ,:g1 ,:g2 ,:g3 ,:g4]

m1 = eventreg(df, formula1, rel_varlist1, control_cohort1, cohort1, vcov1)

expr = :((g0+g1+g2+g3+g4)/5)

lincom(m1,expr)
# Which will return a result like this.
                                   lincom                                   
=============================================================================
ln_wage            |  Estimate Std.Error t value Pr(>|t|) Lower 95% Upper 95%
-----------------------------------------------------------------------------
Linear Combination | 0.0561422  0.012538 4.47776    0.000 0.0315618 0.0807226
=============================================================================

Thanks to newbing.

lincoms.jl's People

Contributors

xiaobaaaa avatar

Stargazers

 avatar  avatar

Watchers

 avatar

lincoms.jl's Issues

TagBot trigger issue

This issue is used to trigger TagBot; feel free to unsubscribe.

If you haven't already, you should update your TagBot.yml to include issue comment triggers.
Please see this post on Discourse for instructions and more details.

If you'd like for me to do this for you, comment TagBot fix on this issue.
I'll open a PR within a few hours, please be patient!

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.