Magic Commands for Profiling in Jupyter Notebook

towardsdatascience.com/magic-commands-for-profiling-in-jupyter-notebook-d2ef00e29a63

Cross-Entropy, Negative Log-Likelihood, and All That Jazz

towardsdatascience.com/cross-entropy-negative-log-likelihood-and-all-that-jazz-47a95bd2e81

Window Function Framing: ROWS vs RANGE vs GROUPS

data-xtractor.com/blog/query-builder/window-function-framing-rows-vs-range-vs-groups/

resources.bankofamerica.com/email/render-resource/40f63f82c67b4b75b2b532918544ee6b

notes.dvi - notes131-181.pdf

courses.washington.edu/b571/lectures/notes131-181.pdf

Generalized Method of Moments (GMM) in R (Part 2 of 3)

medium.com/codex/generalized-method-of-moments-gmm-in-r-part-2-of-3-5d03f4097044

Generalized Method of Moments (GMM) in R (Part 1 of 3)

medium.com/codex/generalized-method-of-moments-gmm-in-r-part-1-of-3-c65f41b6199

modern-econometrics.pdf

thenigerianprofessionalaccountant.files.wordpress.com/2013/04/modern-econometrics.pdf

Wooldridge(2001)JEP-Andre.pdf

faculty.utrgv.edu/diego.escobari/teaching/Econ8370/Papers/Wooldridge(2001)JEP-Andre.pdf

Should I use fixed effects or random effects when I have fewer than five levels of a grouping factor in a mixed-effects model?

www.ncbi.nlm.nih.gov/pmc/articles/PMC8784019/

Networks and the Macroeconomy: An Empirical Exploration: NBER Macroeconomics Annual: Vol 30

www.journals.uchicago.edu/doi/full/10.1086/685961

Session 8-9 Raudenbush.pdf

www.ipr.northwestern.edu/documents/required-reading/2014/Session%208-9%20Raudenbush.pdf

Methods for sample size determination in cluster randomized trials

academic.oup.com/ije/article/44/3/1051/632956

Model-Assisted Analyses of Cluster-Randomized Experiments

academic.oup.com/jrsssb/article/83/5/994/7056098

Network experimentation at scaleNetwork experimentation at scale - 2012.08591.pdf

arxiv.org/pdf/2012.08591.pdf

12 - Doubly Robust Estimation — Causal Inference for the Brave and True

matheusfacure.github.io/python-causality-handbook/12-Doubly-Robust-Estimation.html

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

11 - Propensity Score — Causal Inference for the Brave and True

matheusfacure.github.io/python-causality-handbook/11-Propensity-Score.html

Causal Inference The Mixtape - 5  Matching and Subclassification

mixtape.scunning.com/05-matching_and_subclassification

09 - Non Compliance and LATE — Causal Inference for the Brave and True

matheusfacure.github.io/python-causality-handbook/09-Non-Compliance-and-LATE.html

Causal Inference The Mixtape - 10  Synthetic Control

mixtape.scunning.com/10-synthetic_control

Gimme a robust estimator - and make it a double! | Stitch Fix Technology – Multithreaded

multithreaded.stitchfix.com/blog/2021/07/23/double-robust-estimator/

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

Introduction to Econometrics with R

www.econometrics-with-r.org/ivr.html

08 - Instrumental Variables — Causal Inference for the Brave and True

matheusfacure.github.io/python-causality-handbook/08-Instrumental-Variables.html

CausalLift: Python package for Uplift Modeling in real-world business

medium.com/@Minyus86/causallift-python-package-for-uplift-modeling-in-real-world-business-e60264812a26

Propensity Scores and Inverse Probability Weighting in Causal Inference

towardsdatascience.com/propensity-scores-and-inverse-probability-weighting-in-causal-inference-97aa53f3b6ce

13 - Difference-in-Differences — Causal Inference for the Brave and True

matheusfacure.github.io/python-causality-handbook/13-Difference-in-Differences.html

Introduction To 2-Stage Least Squares (2SLS) Estimation

timeseriesreasoning.com/contents/two-stage-least-squares-estimation/

RPubs - Propensity Score Matching

rpubs.com/YungYuTsai/CCP_PSM

(PDF) Propensity Scores: A Practical Introduction Using R

www.researchgate.net/publication/283859467_Propensity_Scores_A_Practical_Introduction_Using_R

Project MUSE - The Central Role of the Propensity Score in Sensitivity Analysis for Matched Observational Studies

muse.jhu.edu/article/877884

Sensitivity Analysis for Average Treatment Effects

journals.sagepub.com/doi/epdf/10.1177/1536867X0700700104

Propensity Score Matching: What Can Go Wrong?

www.causalflows.com/propensity-score-matching-threats/

ivreg: Two-Stage Least-Squares Regression with Diagnostics

cran.r-project.org/web/packages/ivreg/vignettes/ivreg.html

Causal Inference The Mixtape - 7  Instrumental Variables

mixtape.scunning.com/07-instrumental_variables

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

Optimal Full Matching — method_full

kosukeimai.github.io/MatchIt/reference/method_full.html

Optimal Matching

r.iq.harvard.edu/docs/matchit/2.4-15/Optimal_Matching.html

Estimating Effects After Matching

cran.r-project.org/web/packages/MatchIt/vignettes/estimating-effects.html

Causal Inference The Mixtape - 3  Directed Acyclic Graphs

mixtape.scunning.com/03-directed_acyclical_graphs

Propensity Score Matching - StatsNotebook - Simple. Powerful. Reproducible.

statsnotebook.io/blog/analysis/matching/

10 - Matching — Causal Inference for the Brave and True

matheusfacure.github.io/python-causality-handbook/10-Matching.html

Causal Inference The Mixtape - 4  Potential Outcomes Causal Model

mixtape.scunning.com/04-potential_outcomes

Causal Inference The Mixtape - References

mixtape.scunning.com/references.html

Understanding Robust Standard Errors | University of Virginia Library Research Data Services + Sciences

data.library.virginia.edu/understanding-robust-standard-errors/

sand.pdf

www.stat.umn.edu/geyer/5601/notes/sand.pdf

Fisher_info.pdf

people.missouristate.edu/songfengzheng/Teaching/MTH541/Lecture%20notes/Fisher_info.pdf

matrix_OLS_NYU_notes.pdf

web.stanford.edu/~mrosenfe/soc_meth_proj3/matrix_OLS_NYU_notes.pdf

Causal Inference The Mixtape - 2  Probability and Regression Review

mixtape.scunning.com/02-probability_and_regression