Causal Inference - CRAN Task View

allestimates

Effect Estimates from All Models

Version 0.2.3

alpaca

Fit GLM's with High-Dimensional k-Way Fixed Effects

Version 0.3.4

approxmatch

Approximately Optimal Fine Balance Matching with Multiple Groups

Version 2.0

causaldata

Example Data Sets for Causal Inference Textbooks

Version 0.1.3

causaldrf

Estimating Causal Dose Response Functions

Version 0.4.2

causaleffect

Deriving Expressions of Joint Interventional Distributions and Transpo...

Version 1.3.15

CausalGAM

Estimation of Causal Effects with Generalized Additive Models

Version 0.1-4

DTRlearn2

Statistical Learning Methods for Optimizing Dynamic Treatment Regimes

Version 1.1

CausalImpact

Inferring Causal Effects using Bayesian Structural Time-Series Models

Version 1.3.0

CausalMBSTS

MBSTS Models for Causal Inference and Forecasting

Version 0.1.1

BCEE

The Bayesian Causal Effect Estimation Algorithm

Version 1.3.2

BCHM

Clinical Trial Calculation Based on BCHM Design

Version 1.00

CBPS

Covariate Balancing Propensity Score

Version 0.23

bhm

Biomarker Threshold Models

Version 1.18

blocksdesign

Nested and Crossed Block Designs for Factorial and Unstructured Treatm...

Version 4.9

bmem

Mediation Analysis with Missing Data Using Bootstrap

Version 2.1

Boptbd

Bayesian Optimal Block Designs

Version 1.0.5

borrowr

Estimate Causal Effects with Borrowing Between Data Sources

Version 0.2.0

ivdesc

Profiling Compliers and Non-Compliers for Instrumental Variable Analys...

Version 1.1.1

causalsens

Selection Bias Approach to Sensitivity Analysis for Causal Effects

Version 0.1.3

cem

Coarsened Exact Matching

Version 1.1.31

cfma

Causal Functional Mediation Analysis

Version 1.0

CIEE

Estimating and Testing Direct Effects in Directed Acyclic Graphs using...

Version 0.1.1

cjoint

AMCE Estimator for Conjoint Experiments

Version 2.1.1

CKAT

Composite Kernel Association Test for Pharmacogenetics Studies

Version 0.1.0

DTRreg

DTR Estimation and Inference via G-Estimation, Dynamic WOLS, Q-Learnin...

Version 2.2

CompareCausalNetworks

Interface to Diverse Estimation Methods of Causal Networks

Version 0.2.6.2

Counterfactual

Estimation and Inference Methods for Counterfactual Analysis

Version 1.2

dagitty

Graphical Analysis of Structural Causal Models

Version 0.3-4

designmatch

Matched Samples that are Balanced and Representative by Design

Version 0.5.4

DiPs

Directional Penalties for Optimal Matching in Observational Studies

Version 0.6.4

DirectEffects

Estimating Controlled Direct Effects for Explaining Causal Findings

Version 0.2.1

drtmle

Doubly-Robust Nonparametric Estimation and Inference

Version 1.1.2

dstat

Conditional Sensitivity Analysis for Matched Observational Studies

Version 1.0.4

DynTxRegime

Methods for Estimating Optimal Dynamic Treatment Regimes

Version 4.15

ebal

Entropy Reweighting to Create Balanced Samples

Version 0.1-8

eefAnalytics

Robust Analytical Methods for Evaluating Educational Interventions usi...

Version 1.1.1

EffectTreat

Prediction of Therapeutic Success

Version 1.1

endoSwitch

Endogenous Switching Regression Models

Version 1.0.0

estimatr

Fast Estimators for Design-Based Inference

Version 1.0.4

evalITR

Evaluating Individualized Treatment Rules

Version 1.0.0

EValue

Sensitivity Analyses for Unmeasured Confounding and Other Biases in Ob...

Version 4.1.3

experiment

R Package for Designing and Analyzing Randomized Experiments

Version 1.2.1

FindIt

Finding Heterogeneous Treatment Effects

Version 1.2.0

FLAME

Interpretable Matching for Causal Inference

Version 2.1.1

generalCorr

Generalized Correlations, Causal Paths and Portfolio Selection

Version 1.2.6

pcalg

Methods for Graphical Models and Causal Inference

Version 2.7-12

ltmle

Longitudinal Targeted Maximum Likelihood Estimation

Version 1.3-0

grf

Generalized Random Forests

Version 2.3.2

gma

Granger Mediation Analysis

Version 1.0

gsynth

Generalized Synthetic Control Method

Version 1.2.1

hdm

High-Dimensional Metrics

Version 0.3.2

hettx

Fisherian and Neymanian Methods for Detecting and Measuring Treatment ...

Version 0.1.3

icsw

Inverse Compliance Score Weighting

Version 1.0.0

idem

Inference in Randomized Controlled Trials with Death and Missingness

Version 5.2

inferference

Methods for Causal Inference with Interference

Version 1.0.2

interflex

Multiplicative Interaction Models Diagnostics and Visualization

Version 1.2.6

InvariantCausalPrediction

Invariant Causal Prediction

Version 0.8

ipcwswitch

Inverse Probability of Censoring Weights to Deal with Treatment Switch...

Version 1.0.4

seqDesign

Simulation and Group Sequential Monitoring of Randomized Two-Stage Tre...

Version 1.2

LARF

Local Average Response Functions for Instrumental Variable Estimation ...

Version 1.4

maicChecks

Assessing the Numerical Feasibility for Conducting a Matching-Adjusted...

Version 0.1.2

Matching

Multivariate and Propensity Score Matching with Balance Optimization

Version 4.10-14

MatchIt

Nonparametric Preprocessing for Parametric Causal Inference

Version 4.5.5

medflex

Flexible Mediation Analysis Using Natural Effect Models

Version 0.6-10

mediation

Causal Mediation Analysis

Version 4.5.0

MendelianRandomization

Mendelian Randomization Package

Version 0.10.0

microsynth

Synthetic Control Methods with Micro- And Meso-Level Data

Version 2.0.44

mr.raps

Two Sample Mendelian Randomization using Robust Adjusted Profile Score

Version 0.2

MRPC

PC Algorithm with the Principle of Mendelian Randomization

Version 3.1.0

MultisiteMediation

Causal Mediation Analysis in Multisite Trials

Version 0.0.4

mvGPS

Causal Inference using Multivariate Generalized Propensity Score

Version 1.2.2

nonlinearICP

Invariant Causal Prediction for Nonlinear Models

Version 0.1.2.1

optweight

Targeted Stable Balancing Weights Using Optimization

Version 0.2.5

OTRselect

Variable Selection for Optimal Treatment Decision

Version 1.2

bartCause

Causal Inference using Bayesian Additive Regression Trees

Version 1.0-9

ctmle

Collaborative Targeted Maximum Likelihood Estimation

Version 0.1.2

preference

2-Stage Preference Trial Design and Analysis

Version 1.1.6

rpsftm

Rank Preserving Structural Failure Time Models

Version 1.2.9

regmedint

Regression-Based Causal Mediation Analysis with Interaction and Effect...

Version 1.0.1

twang

Toolkit for Weighting and Analysis of Nonequivalent Groups

Version 2.6.1

rdrobust

Robust Data-Driven Statistical Inference in Regression-Discontinuity D...

Version 2.2

scpi

Prediction Intervals for Synthetic Control Methods with Multiple Treat...

Version 2.2.5

SEMID

Identifiability of Linear Structural Equation Models

Version 0.4.1

Synth

Synthetic Control Group Method for Comparative Case Studies

Version 1.1-8

qte

Quantile Treatment Effects

Version 1.3.1

twangMediation

Twang Causal Mediation Modeling via Weighting

Version 1.2

subdetect

Detect Subgroup with an Enhanced Treatment Effect

Version 1.2

tableone

Create 'Table 1' to Describe Baseline Characteristics with or without ...

Version 0.13.2

stratamatch

Stratification and Matching for Large Observational Data Sets

Version 0.1.9

rcbalance

Large, Sparse Optimal Matching with Refined Covariate Balance

Version 1.8.8

rcbsubset

Optimal Subset Matching with Refined Covariate Balance

Version 1.1.7

SortedEffects

Estimation and Inference Methods for Sorted Causal Effects and Classif...

Version 1.7.0

simml

Single-Index Models with Multiple-Links

Version 0.3.0

stdReg

Regression Standardization

Version 3.4.1

SPORTSCausal

Spillover Time Series Causal Inference

Version 1.0

twangContinuous

Toolkit for Weighting and Analysis of Nonequivalent Groups - Continuou...

Version 1.0.0

simsl

Single-Index Models with a Surface-Link

Version 0.2.1

smartsizer

Power Analysis for a SMART Design

Version 1.0.3

tools4uplift

Tools for Uplift Modeling

Version 1.0.0

sampleSelection

Sample Selection Models

Version 1.2-12

WhatIf

Software for Evaluating Counterfactuals

Version 1.5-10

qtlnet

Causal Inference of QTL Networks

Version 1.5.4

TrendInTrend

Odds Ratio Estimation and Power Calculation for the Trend in Trend Mod...

Version 1.1.3

tnet

Weighted, Two-Mode, and Longitudinal Networks Analysis

Version 3.0.16

ui

Uncertainty Intervals and Sensitivity Analysis for Missing Data

Version 0.1.1

QTOCen

Quantile-Optimal Treatment Regimes with Censored Data

Version 0.1.1

quantoptr

Algorithms for Quantile- And Mean-Optimal Treatment Regimes

Version 0.1.3

AIPW

Augmented Inverse Probability Weighting

Version 0.6.3.2

optmatch

Functions for Optimal Matching

Version 0.10.8

ivreg

Instrumental-Variables Regression by '2SLS', '2SM', or '2SMM', with Di...

Version 0.6-4

OVtool

Omitted Variable Tool

Version 1.0.3

cobalt

Covariate Balance Tables and Plots

Version 4.5.5

ivmodel

Statistical Inference and Sensitivity Analysis for Instrumental Variab...

Version 1.9.1

did

Treatment Effects with Multiple Periods and Groups

Version 2.1.2

maic

Matching-Adjusted Indirect Comparison

Version 0.1.4

cfdecomp

Counterfactual Decomposition: MC Integration of the G-Formula

Version 0.4.0

bacondecomp

Goodman-Bacon Decomposition

Version 0.1.1

PSweight

Propensity Score Weighting for Causal Inference with Observational Stu...

Version 1.2.0

bpbounds

Nonparametric Bounds for the Average Causal Effect Due to Balke and Pe...

Version 0.1.6

tidysynth

A Tidy Implementation of the Synthetic Control Method

Version 0.2.0

behaviorchange

Tools for Behavior Change Researchers and Professionals

Version 0.5.5

personalized

Estimation and Validation Methods for Subgroup Identification and Pers...

Version 0.2.7

ivmte

Instrumental Variables: Extrapolation by Marginal Treatment Effects

Version 1.4.0

paths

An Imputation Approach to Estimating Path-Specific Causal Effects

Version 0.1.1

CausalQueries

Make, Update, and Query Binary Causal Models

Version 1.1.1

MatchThem

Matching and Weighting Multiply Imputed Datasets

Version 1.2.1

plm

Linear Models for Panel Data

Version 2.6-4

riskRegression

Risk Regression Models and Prediction Scores for Survival Analysis wit...

Version 2023.12.21

causaloptim

An Interface to Specify Causal Graphs and Compute Bounds on Causal Eff...

Version 0.9.8

CausalGPS

Matching on Generalized Propensity Scores with Continuous Exposures

Version 0.5.0

marginaleffects

Predictions, Comparisons, Slopes, Marginal Means, and Hypothesis Tests

Version 0.22.0

fixest

Fast Fixed-Effects Estimations

Version 0.12.1

modelbased

Estimation of Model-Based Predictions, Contrasts and Means

Version 0.8.8

DoubleML

Double Machine Learning in R

Version 1.0.1

PanelMatch

Matching Methods for Causal Inference with Time-Series Cross-Sectional...

Version 2.2.0

stepp

Subpopulation Treatment Effect Pattern Plot (STEPP)

Version 3.2.7

tmle

Targeted Maximum Likelihood Estimation

Version 2.0.1.1

gfoRmula

Parametric G-Formula

Version 1.1.0

lmtp

Non-Parametric Causal Effects of Feasible Interventions Based on Modif...

Version 1.4.0

cna

Causal Modeling with Coincidence Analysis

Version 3.6.2

cit

Causal Inference Test

Version 2.3.2

BuyseTest

Generalized Pairwise Comparisons

Version 3.0.4

matchMulti

Optimal Multilevel Matching using a Network Algorithm

Version 1.1.12.1

sbw

Stable Balancing Weights for Causal Inference and Missing Data

Version 1.1.9

dosearch

Causal Effect Identification from Multiple Incomplete Data Sources

Version 1.0.11

sensemakr

Sensitivity Analysis Tools for Regression Models

Version 0.1.6

causalweight

Estimation Methods for Causal Inference Based on Inverse Probability W...

Version 1.1.1

margins

Marginal Effects for Model Objects

Version 0.3.28

WeightIt

Weighting for Covariate Balance in Observational Studies

Version 1.3.0

EffectLiteR

Average and Conditional Effects

Version 0.5-1

DRDID

Doubly Robust Difference-in-Differences Estimators

Version 1.1.0