Session 8-9 Raudenbush.pdf
www.ipr.northwestern.edu/documents/required-reading/2014/Session%208-9%20Raudenbush.pdf
Jul 21, 2023
1
Methods for sample size determination in cluster randomized trials
academic.oup.com/ije/article/44/3/1051/632956
Jul 21, 2023
4
Model-Assisted Analyses of Cluster-Randomized Experiments
academic.oup.com/jrsssb/article/83/5/994/7056098
Jul 21, 2023
1
Network experimentation at scaleNetwork experimentation at scale - 2012.08591.pdf
arxiv.org/pdf/2012.08591.pdf
Jul 18, 2023
52
12 - Doubly Robust Estimation — Causal Inference for the Brave and True
matheusfacure.github.io/python-causality-handbook/12-Doubly-Robust-Estimation.html
Jul 18, 2023
3
05 - The Unreasonable Effectiveness of Linear Regression — Causal Inference for the Brave and True
matheusfacure.github.io/python-causality-handbook/05-The-Unreasonable-Effectiveness-of-Linear-Regression.html
Jul 18, 2023
3
11 - Propensity Score — Causal Inference for the Brave and True
matheusfacure.github.io/python-causality-handbook/11-Propensity-Score.html
Jul 18, 2023
251
Causal Inference The Mixtape - 5 Matching and Subclassification
mixtape.scunning.com/05-matching_and_subclassification
Jul 18, 2023
511
09 - Non Compliance and LATE — Causal Inference for the Brave and True
matheusfacure.github.io/python-causality-handbook/09-Non-Compliance-and-LATE.html
Jul 18, 2023
3
Causal Inference The Mixtape - 10 Synthetic Control
mixtape.scunning.com/10-synthetic_control
Jul 18, 2023
26
Gimme a robust estimator - and make it a double! | Stitch Fix Technology – Multithreaded
multithreaded.stitchfix.com/blog/2021/07/23/double-robust-estimator/
Jul 18, 2023
STA 640 — Causal Inference 0.4cm Chapter 3.5. Doubly Robust and Augmented Estimators - Chap3.5_Doubly Robust Estimation.pdf
www2.stat.duke.edu/~fl35/teaching/640/Chap3.5_Doubly%20Robust%20Estimation.pdf
Jul 18, 2023
4
Introduction to Econometrics with R
www.econometrics-with-r.org/ivr.html
Jul 18, 2023
2
08 - Instrumental Variables — Causal Inference for the Brave and True
matheusfacure.github.io/python-causality-handbook/08-Instrumental-Variables.html
Jul 17, 2023
6
CausalLift: Python package for Uplift Modeling in real-world business
medium.com/@Minyus86/causallift-python-package-for-uplift-modeling-in-real-world-business-e60264812a26
Jul 17, 2023
7
Propensity Scores and Inverse Probability Weighting in Causal Inference
towardsdatascience.com/propensity-scores-and-inverse-probability-weighting-in-causal-inference-97aa53f3b6ce
Jul 17, 2023
4
13 - Difference-in-Differences — Causal Inference for the Brave and True
matheusfacure.github.io/python-causality-handbook/13-Difference-in-Differences.html
Jul 17, 2023
8
Introduction To 2-Stage Least Squares (2SLS) Estimation
timeseriesreasoning.com/contents/two-stage-least-squares-estimation/
Jul 17, 2023
13
RPubs - Propensity Score Matching
rpubs.com/YungYuTsai/CCP_PSM
Jul 17, 2023
(PDF) Propensity Scores: A Practical Introduction Using R
www.researchgate.net/publication/283859467_Propensity_Scores_A_Practical_Introduction_Using_R
Jul 17, 2023
5
Project MUSE - The Central Role of the Propensity Score in Sensitivity Analysis for Matched Observational Studies
muse.jhu.edu/article/877884
Jul 17, 2023
4
Sensitivity Analysis for Average Treatment Effects
journals.sagepub.com/doi/epdf/10.1177/1536867X0700700104
Jul 17, 2023
6
Propensity Score Matching: What Can Go Wrong?
www.causalflows.com/propensity-score-matching-threats/
Jul 17, 2023
5
ivreg: Two-Stage Least-Squares Regression with Diagnostics
cran.r-project.org/web/packages/ivreg/vignettes/ivreg.html
Jul 17, 2023
5
Causal Inference The Mixtape - 7 Instrumental Variables
mixtape.scunning.com/07-instrumental_variables
Jul 17, 2023
19
Why is Average Treatment Effect different from Average Treatment effect on the Treated?
stats.stackexchange.com/questions/308397/why-is-average-treatment-effect-different-from-average-treatment-effect-on-the-t
Jul 17, 2023
2
Optimal Full Matching — method_full
kosukeimai.github.io/MatchIt/reference/method_full.html
Jul 17, 2023
1
Optimal Matching
r.iq.harvard.edu/docs/matchit/2.4-15/Optimal_Matching.html
Jul 17, 2023
1
Estimating Effects After Matching
cran.r-project.org/web/packages/MatchIt/vignettes/estimating-effects.html
Jul 17, 2023
6
Causal Inference The Mixtape - 3 Directed Acyclic Graphs
mixtape.scunning.com/03-directed_acyclical_graphs
Jul 17, 2023
5
Propensity Score Matching - StatsNotebook - Simple. Powerful. Reproducible.
statsnotebook.io/blog/analysis/matching/
Jul 17, 2023
61
10 - Matching — Causal Inference for the Brave and True
matheusfacure.github.io/python-causality-handbook/10-Matching.html
Jul 17, 2023
1
Causal Inference The Mixtape - 4 Potential Outcomes Causal Model
mixtape.scunning.com/04-potential_outcomes
Jul 16, 2023
651
Causal Inference The Mixtape - References
mixtape.scunning.com/references.html
Jul 16, 2023
1
Understanding Robust Standard Errors | University of Virginia Library Research Data Services + Sciences
data.library.virginia.edu/understanding-robust-standard-errors/
Jul 16, 2023
10
sand.pdf
www.stat.umn.edu/geyer/5601/notes/sand.pdf
Jul 16, 2023
181
Fisher_info.pdf
people.missouristate.edu/songfengzheng/Teaching/MTH541/Lecture%20notes/Fisher_info.pdf
Jul 16, 2023
3
matrix_OLS_NYU_notes.pdf
web.stanford.edu/~mrosenfe/soc_meth_proj3/matrix_OLS_NYU_notes.pdf
Jul 16, 2023
4
Causal Inference The Mixtape - 2 Probability and Regression Review
mixtape.scunning.com/02-probability_and_regression
Jul 16, 2023
20
Causal Inference The Mixtape - 1 Introduction
mixtape.scunning.com/01-introduction
Jul 15, 2023
5
01 - Introduction To Causality — Causal Inference for the Brave and True
matheusfacure.github.io/python-causality-handbook/01-Introduction-To-Causality.html
Jul 15, 2023
5
Key Challenges with Quasi Experiments at Netflix
netflixtechblog.com/key-challenges-with-quasi-experiments-at-netflix-89b4f234b852
Jul 14, 2023
3
Cluster randomized trials with a small number of clusters: which analyses should be used?
academic.oup.com/ije/article/47/1/321/4091562
Jul 14, 2023
2
Key considerations for designing, conducting and analysing a cluster randomized trial
academic.oup.com/ije/advance-article/doi/10.1093/ije/dyad064/7172835
Jul 14, 2023
1
Essential Ingredients and Innovations in the Design and Analysis of Group-Randomized Trials
www.annualreviews.org/doi/full/10.1146/annurev-publhealth-040119-094027
Jul 14, 2023
6
D:\df\tex\mlesan.dvi - mlesan.pdf
www.stat.berkeley.edu/~census/mlesan.pdf
Jul 14, 2023
5
Getting Started with Generalized Estimating Equations | University of Virginia Library Research Data Services + Sciences
data.library.virginia.edu/getting-started-with-generalized-estimating-equations/
Jul 14, 2023
10
Analysis of cluster randomised trials with an assessment of outcome at baseline
www.bmj.com/content/360/bmj.k1121
Jul 13, 2023
4
Cluster-Randomized Studies: Part 25 of a Series on Evaluating Scientific Publications
www.ncbi.nlm.nih.gov/pmc/articles/PMC5881078/
Jul 13, 2023
2
Quasi Experimentation at Netflix
netflixtechblog.com/quasi-experimentation-at-netflix-566b57d2e362
Jul 13, 2023
3
About Causal ML — causalml documentation
causalml.readthedocs.io/en/latest/about.html
Jul 12, 2023