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GitHub topics: instrumental-variable

bashtage/linearmodels

Additional linear models including instrumental variable and panel data models that are missing from statsmodels.

Language: Python - Size: 142 MB - Last synced at: about 22 hours ago - Pushed at: about 1 month ago - Stars: 983 - Forks: 183

sangyunlee-education/SSC-Breastfeeding-IV

IV analysis assessing the causal effect of immediate skin-to-skin contact on exclusive breastfeeding in R.

Language: R - Size: 27.3 KB - Last synced at: 13 days ago - Pushed at: 13 days ago - Stars: 0 - Forks: 0

remlapmot/bpbounds

R package implementing nonparametric bounds for the ACE due to Balke and Pearl, JASA, 1997

Language: R - Size: 5.86 MB - Last synced at: 16 days ago - Pushed at: 22 days ago - Stars: 0 - Forks: 1

remlapmot/OneSampleMR

R package of useful functions for one-sample Mendelian randomization and instrumental variable analyses

Language: R - Size: 8.38 MB - Last synced at: 16 days ago - Pushed at: 28 days ago - Stars: 19 - Forks: 2

apoorvalal/ivDiag

IV diagnostics package accompanying Lal, Lockhart, Xu, and Zu (2023).

Language: R - Size: 2.75 MB - Last synced at: 16 days ago - Pushed at: 10 months ago - Stars: 7 - Forks: 4

fbargaglistoffi/BCF-IV

Package for heterogeneous causal effects in the presence of imperfect compliance (e.g., instrumental variables, fuzzy regression discontinuity designs)

Language: R - Size: 1.45 MB - Last synced at: 17 days ago - Pushed at: about 1 year ago - Stars: 16 - Forks: 4

remlapmot/ivonesamplemr

Stata package for one-sample Mendelian randomization / instrumental variable analyses

Language: Stata - Size: 3.37 MB - Last synced at: 17 days ago - Pushed at: 9 months ago - Stars: 2 - Forks: 1

DSsoli/esa-2scm

ESA-2SCM for Causal Discovery: Causal Modeling with Elastic Segmentation-based Synthetic Instrumental Variable

Language: Python - Size: 585 KB - Last synced at: 15 days ago - Pushed at: 7 months ago - Stars: 0 - Forks: 0

statalasso/pdslasso

PDSLASSO: Stata module for post-selection and post-regularization OLS or IV estimation and inference

Language: Stata - Size: 1.14 MB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 5 - Forks: 2

raos-projects/causal-inference-workshop-2024

Lecture slides, video recordings, and coding exercises from the 2024 Northwestern University Causal Inference Workshop. This repository is not affiliated with Northwestern University or the workshop.

Language: Stata - Size: 120 MB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 0 - Forks: 0

mboissel/MR_training

Starter Pack About Mendelian Randomization. My Feedback about MR traning followed in 2020.

Language: HTML - Size: 71.2 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 2 - Forks: 0

a-torgovitsky/ivcrc

A Stata module for an instrumental variables correlated random coefficients estimator.

Language: Stata - Size: 213 KB - Last synced at: 9 months ago - Pushed at: over 2 years ago - Stars: 6 - Forks: 3

ileanamarroquin/latin-america-remittances-iv-model

The context of this repo is sharing the empiric work presented as my MPA thesis on July 2023. The research is title is: "Remittances vs Public Finance Capacity. Impact Assessment in Reducing Income Inequality in Latin America: A Quasi-Experimental Analysis"

Language: R - Size: 4.6 MB - Last synced at: 2 months ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

jhartford/DeepIV

Implementation of Deep IV: A Flexible Approach for Counterfactual Prediction

Language: Python - Size: 63.5 KB - Last synced at: over 1 year ago - Pushed at: almost 4 years ago - Stars: 144 - Forks: 50

youjin1207/survivalIV

Code/Data/Figure for "Nonparametric Instrumental Variable Estimator for Survival Outcomes"

Language: R - Size: 138 KB - Last synced at: over 1 year ago - Pushed at: almost 4 years ago - Stars: 2 - Forks: 0

youjin1207/EvidenceIV

Codes for "Evidence Factors from Multiple, Possibly Invalid, Instrumental Variables"

Language: R - Size: 721 KB - Last synced at: over 1 year ago - Pushed at: about 4 years ago - Stars: 0 - Forks: 0

chunlinli/grivet

Graphical Instrumental Variable Estimation and Testing

Language: R - Size: 10.2 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 2 - Forks: 0

alinacherkas/MA-Thesis 📦

Replication files for the MA Thesis submitted to Central European University in a.y. 2019/2020

Language: HTML - Size: 13.5 MB - Last synced at: over 1 year ago - Pushed at: about 2 years ago - Stars: 0 - Forks: 1

mochenyang/EnsembleIV

Code for ForestIV

Language: R - Size: 757 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 3 - Forks: 2

nathaliemayor/Causal_Econometrics

Causal Econometrics (M.A. course at UNISG, Python code)

Language: Python - Size: 708 KB - Last synced at: over 1 year ago - Pushed at: about 3 years ago - Stars: 0 - Forks: 3

ulaseraslan/Econometrics

Sabanci University ECON 301 (Econometrics) Problem Set Solutions & Stata Analysis

Language: Stata - Size: 3.24 MB - Last synced at: over 1 year ago - Pushed at: about 4 years ago - Stars: 1 - Forks: 1

jfosea/rsisVIVE

This is an R package I developed to estimate the causal effect of an exposure on an outcome when there's invalid instruments and large proportions of contamination.

Language: R - Size: 4.4 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 1 - Forks: 0

jonathanold/networks-in-conflict

Replication of Networks in Conflict Econometrica Paper

Language: Stata - Size: 149 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

LouisSirugue/Nonparametric-IV_Replication-of-Horowitz-2011

Replication and simulations on "Applied Nonparametric Instrumental Variables Estimation" by Horowitz (2011) using R

Language: HTML - Size: 479 KB - Last synced at: 7 months ago - Pushed at: about 6 years ago - Stars: 1 - Forks: 0

chunlinli/intdag

Estimation and inference of a directed acyclic graph with unspecified interventions.

Language: R - Size: 80.1 KB - Last synced at: almost 2 years ago - Pushed at: about 2 years ago - Stars: 4 - Forks: 1

pgesteirads/Trab3_IV

Trabalho 3 de microeconometria

Language: R - Size: 427 KB - Last synced at: 8 months ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 0

beniaminogreen/cragg

Test for weak IV instruments in R.

Language: R - Size: 992 KB - Last synced at: almost 2 years ago - Pushed at: over 3 years ago - Stars: 1 - Forks: 0

Related Keywords
instrumental-variable 27 causal-inference 13 econometrics 6 r 6 iv 5 stata 4 instrumental-variables 4 mendelian-randomization 4 statistics 3 causal-discovery 3 sensitivity-analysis 3 mendelian-randomisation 3 causality 3 regression 3 causality-analysis 3 mendelianrandomisation 3 mendelianrandomization 3 difference-in-differences 3 machine-learning 2 panel-data 2 nonparametric 2 2sls 2 graphical-models 2 fixed-effects 2 replication 2 remittances 1 thesis-project 1 deep-learning 1 weak-instruments 1 quasi-experimental 1 public-sector 1 latin-america 1 income-inequality 1 data-panel 1 capacity-building 1 stata-packages 1 stata-package 1 genetics 1 regression-discontinuity-designs 1 regression-discontinuity 1 propensity-scores 1 propensity-score-matching 1 ivreg2 1 microeconometrics 1 data-perturbation 1 horowitz 1 structural-estimation 1 political-economy 1 robust-statistics 1 ols-regression 1 multiple-linear-regression 1 data-analysis 1 simulation-modeling 1 ipw 1 diff-in-diff 1 causal-tree 1 ate 1 random-forest 1 r-package 1 quantitative-analysis 1 multivariate-analysis 1 multilevel-models 1 migration 1 observational-study 1 survival-analysis 1 mr 1 mendelian 1 bounds 1 average-causal-effect 1 ace 1 breastfeeding 1 statistical-model 1 seemingly-unrelated-regression 1 random-effects 1 pooled-ols 1 panel-regression 1 panel-models 1 panel 1 ols 1 linear-models 1 gmm 1 first-difference 1 fama-macbeth 1 clustered-standard-errors 1 between-estimator 1 asset-pricing 1 propensity-score 1 matching 1 instrumental-variable-analysis 1 causal-inference-book 1 variable-selection 1 model-selection 1 lasso 1 structural-equation-modeling 1 structural-causal-model 1 statistical-inference 1 statistical-analysis 1 causality-algorithms 1 causal-models 1 interpretable-machine-learning 1