ironhong

ggstatsplot

Enhancing {ggplot2} plots with statistical analysis 📊📣

EconML

ALICE (Automated Learning and Intelligence for Causation and Economics) is a Microsoft Research project aimed at applying Artificial Intelligence concepts to economic decision making. One of its goals is to build a toolkit that combines state-of-the-art machine learning techniques with econometrics in order to bring automation to complex causal inference problems. To date, the ALICE Python SDK (econml) implements orthogonal machine learning algorithms such as the double machine learning work of Chernozhukov et al. This toolkit is designed to measure the causal effect of some treatment variable(s) t on an outcome variable y, controlling for a set of features x.

Diff-in-Diff

causalglm

Interpretable and model-robust causal inference for heterogeneous treatment effects using generalized linear working models with targeted machine-learning

WeightIt

WeightIt: an R package for propensity score weighting

awesome-causality-algorithms

An index of algorithms for learning causality with data

bacondecomp

Bacon-Goodman decomposition for differences-in-differences with variation in treatment timing.

blavaan

An R package for Bayesian structural equation modeling

staggered

grf

Generalized Random Forests

fect

fixed effect counterfactual estimators

augsynth

Augmented Synthetic Control Method

synthdid

Synthetic difference in differences

sdid

Synthetic Difference in Differences for Stata

pdp

A general framework for constructing partial dependence (i.e., marginal effect) plots from various types machine learning models in R.

DALEX

moDel Agnostic Language for Exploration and eXplanation

mixedup

An R package for extracting results from mixed models that are easy to use and viable for presentation.

ema

Explanatory Model Analysis. Explore, Explain and Examine Predictive Models

gsynth

Generalized Synthetic Control Method

PanelDataMATLAB

A Panel Data Toolbox for MATLAB

spsur

Spatial Seemingly Unrelated Regressions

rstan

RStan, the R interface to Stan

ggplot2

An implementation of the Grammar of Graphics in R

ggmcmc

Graphical tools for analyzing Markov Chain Monte Carlo simulations from Bayesian inference

markdown-preview-enhanced

One of the 'BEST' markdown preview extensions for Atom editor!

ppmlhdfe

Poisson pseudo-likelihood regression with multiple levels of fixed effects