├── .envrc ├── .github └── workflows │ └── ci.yml ├── .gitignore ├── .gitmodules ├── .pre-commit-config.yaml ├── DEVELOPMENT.md ├── LICENSE ├── Makefile ├── README.rst ├── bin ├── run-dataset ├── run-handout ├── run-lecture ├── run-problem ├── run-project └── run-update ├── conf.py ├── configurations ├── ipython │ └── profile_default │ │ └── startup │ │ └── start.py ├── jupyter │ ├── jupyter_notebook_config.py │ └── lab │ │ └── user-settings │ │ └── @jupyterlab │ │ └── apputils-extension │ │ └── themes.jupyterlab-settings ├── jupyterlab_extensions.py ├── matplotlibrc └── rtd.yml ├── datasets ├── processed │ ├── angrist_pischke │ │ └── webstar.csv │ ├── dehejia_waba │ │ ├── cps_controls1.csv │ │ ├── cps_controls2.csv │ │ ├── cps_controls3.csv │ │ ├── nsw_dehejia.csv │ │ ├── nsw_lalonde.csv │ │ ├── psid_controls1.csv │ │ ├── psid_controls2.csv │ │ └── psid_controls3.csv │ ├── morgan_winship │ │ ├── mw_cath1.csv │ │ ├── mw_cath10.csv │ │ ├── mw_cath2.csv │ │ ├── mw_cath3.csv │ │ ├── mw_cath4.csv │ │ ├── mw_cath5.csv │ │ ├── mw_cath6.csv │ │ ├── mw_cath7.csv │ │ ├── mw_cath8.csv │ │ └── mw_cath9.csv │ ├── msc │ │ └── house.csv │ └── wooldrige │ │ └── lowbrth.csv └── sources │ ├── angrist_pischke │ └── webstar.dta │ ├── dehejia_waba │ ├── cps_controls1.dta │ ├── cps_controls2.dta │ ├── cps_controls3.dta │ ├── nsw_dehejia.dta │ ├── nsw_lalonde.dta │ ├── psid_controls1.dta │ ├── psid_controls2.dta │ └── psid_controls3.dta │ ├── morgan_winship │ ├── mw_cath1.dta │ ├── mw_cath10.dta │ ├── mw_cath2.dta │ ├── mw_cath3.dta │ ├── mw_cath4.dta │ ├── mw_cath5.dta │ ├── mw_cath6.dta │ ├── mw_cath7.dta │ ├── mw_cath8.dta │ └── mw_cath9.dta │ ├── msc │ └── house.csv │ └── wooldrige │ ├── 401k.dta │ ├── 401ksubs.dta │ ├── admnrev.dta │ ├── affairs.dta │ ├── airfare.dta │ ├── apple.dta │ ├── athlet1.dta │ ├── athlet2.dta │ ├── attend.dta │ ├── audit.dta │ ├── barium.dta │ ├── bwght.dta │ ├── bwght2.dta │ ├── campus.dta │ ├── card.dta │ ├── cement.dta │ ├── ceosal1.dta │ ├── ceosal2.dta │ ├── consump.dta │ ├── corn.dta │ ├── cps78_85.dta │ ├── cps91.dta │ ├── crime1.dta │ ├── crime2.dta │ ├── crime3.dta │ ├── crime4.dta │ ├── discrim.dta │ ├── earns.dta │ ├── engin.dta │ ├── ezanders.dta │ ├── ezunem.dta │ ├── fair.dta │ ├── fertil1.dta │ ├── fertil2.dta │ ├── fertil3.dta │ ├── fish.dta │ ├── fringe.dta │ ├── gpa1.dta │ ├── gpa2.dta │ ├── gpa3.dta │ ├── hprice1.dta │ ├── hprice2.dta │ ├── hprice3.dta │ ├── hseinv.dta │ ├── htv.dta │ ├── infmrt.dta │ ├── injury.dta │ ├── intdef.dta │ ├── intqrt.dta │ ├── inven.dta │ ├── jtrain.dta │ ├── jtrain2.dta │ ├── kielmc.dta │ ├── lawsch85.dta │ ├── loanapp.dta │ ├── lowbrth.dta │ ├── mathpnl.dta │ ├── meap93.dta │ ├── mlb1.dta │ ├── mroz.dta │ ├── murder.dta │ ├── nbasal.dta │ ├── nyse.dta │ ├── openness.dta │ ├── pension.dta │ ├── phillips.dta │ ├── pntsprd.dta │ ├── prison.dta │ ├── prminwge.dta │ ├── rdchem.dta │ ├── rdtelec.dta │ ├── recid.dta │ ├── rental.dta │ ├── return.dta │ ├── saving.dta │ ├── sleep75.dta │ ├── slp75_81.dta │ ├── smoke.dta │ ├── traffic1.dta │ ├── traffic2.dta │ ├── twoyear.dta │ ├── volat.dta │ ├── vote1.dta │ ├── vote2.dta │ ├── wage1.dta │ ├── wage2.dta │ ├── wagepan.dta │ ├── wageprc.dta │ └── wine.dta ├── environment.yml ├── figures └── figures.ipynb ├── handouts ├── back-door-identification.ipynb ├── causal-graphs.ipynb ├── front-door-identification.ipynb ├── index.rst └── materials │ ├── fig-causal-graphs-1-handout.png │ ├── fig-causal-graphs-2-a-handout.png │ ├── fig-causal-graphs-2-b-handout.png │ ├── fig-causal-graphs-3-handout.png │ ├── fig-causal-graphs-4-handout.png │ ├── fig-causal-graphs-5-handout.png │ └── fig-causal-graphs-6-handout.png ├── images ├── RN_German.png ├── fig-cunningham-2021.jpg ├── fig-huntington-klein-2021.png ├── fig-novolos.svg ├── fig-tra.png └── uni5.jpg ├── index.rst ├── lectures ├── causal-graphs │ ├── auxiliary.py │ ├── material │ │ ├── fig-basic-causal-relationships.png │ │ ├── fig-collider-2.png │ │ ├── fig-collider.png │ │ ├── fig-confounders-education.png │ │ ├── fig-confounding-variable.png │ │ ├── fig-equivalent-representations-magnified.png │ │ ├── fig-equivalent-representations-standard.png │ │ ├── fig-graph-shorthand-unobserved-common-cause.png │ │ ├── fig-graph-with-cycle.png │ │ ├── fig-mutilated-graph.png │ │ ├── fig-nonignorability.png │ │ ├── fig-observed-confounding-variable.png │ │ ├── fig-selection-on-unobservables.png │ │ └── fig-sufficient-conditioning.png │ └── notebook.ipynb ├── conditioning-estimators │ ├── material │ │ ├── fig-assignment-econometrics.png │ │ ├── fig-assignment-statistics.png │ │ ├── fig-backdoor-condition-2.png │ │ ├── fig-backdoor-example-1.png │ │ ├── fig-backdoor-example-2.png │ │ ├── fig-backdoor-indirect-effect.png │ │ ├── fig-backdoor-path.png │ │ ├── fig-collider-variable.png │ │ ├── fig-conditioning-balance-adjust.png │ │ └── fig-implicit-lalonde.png │ └── notebook.ipynb ├── difference-in-difference │ └── notebook.ipynb ├── experiments │ └── notebook.ipynb ├── index.rst ├── instrumental-variable │ ├── auxiliary.py │ ├── material │ │ ├── fig-9-1.png │ │ ├── fig-9-2.png │ │ ├── fig-9-3.png │ │ ├── fig-9-4.png │ │ ├── fig-9-5.png │ │ ├── fig-9-6.png │ │ ├── fig-9-7.png │ │ ├── fig-angrist-1990-cover.png │ │ ├── fig-angrist-1990-valid.png │ │ ├── fig-angrist-krueger-1991-cover.png │ │ ├── fig-angrist-krueger-1991-valid.png │ │ ├── fig-rosenzweig-wolpin-2000-cover.png │ │ ├── fig-table-9-1.png │ │ ├── fig-table-9-2.png │ │ └── fig-table-9-3.png │ └── notebook.ipynb ├── introduction │ ├── material │ │ ├── fig-causal-graph-1.png │ │ ├── fig-causal-graph-2.png │ │ ├── fig-causal-graph-3.png │ │ └── fig-dunning-kruger.png │ └── notebook.ipynb ├── matching-estimators │ ├── auxiliary.py │ ├── material │ │ ├── fig-catholic-school-example.png │ │ ├── fig-conditioning-balance-adjust.png │ │ ├── fig-matching-demonstration-1.png │ │ ├── fig-matching-demonstration-2.png │ │ ├── fig-matching-demonstration-3.png │ │ ├── fig-matching-demonstration-four-benchmarking.png │ │ ├── fig-matching-demonstration-four-potential-outcome.png │ │ ├── fig-matching-demonstration-four-propensity-score.png │ │ └── fig-treatment-effect-heterogeneity.png │ └── notebook.ipynb ├── potential-outcome-model │ ├── auxiliary.py │ ├── material │ │ ├── fig-bias-example.png │ │ ├── fig-birth-rates.png │ │ ├── fig-fundamental-problem.png │ │ ├── fig-stable-unit-treatment.png │ │ └── world_bank.csv │ └── notebook.ipynb ├── regression-discontinuity │ ├── auxiliary.py │ ├── material │ │ ├── fig-1.png │ │ ├── fig-2.png │ │ ├── fig-3.png │ │ ├── fig-4.png │ │ ├── fig-5-a.png │ │ ├── fig-5-b.png │ │ ├── fig-5-c.png │ │ ├── fig-5-d.png │ │ └── fig-rdd-setup.png │ └── notebook.ipynb ├── regression-estimators │ ├── auxiliary.py │ ├── material │ │ ├── fig-observable-regression-adjustment.png │ │ ├── fig-omitted-variable-bias.png │ │ ├── fig-regression-demonstration-five.png │ │ ├── fig-regression-demonstration-four.png │ │ ├── fig-regression-demonstration-one.png │ │ ├── fig-regression-demonstration-three.png │ │ └── fig-regression-demonstration-two.png │ └── notebook.ipynb ├── repeated-observations │ ├── auxiliary.py │ ├── material │ │ ├── fig-11-1.png │ │ ├── fig-11-2.png │ │ ├── fig-11-3.png │ │ ├── fig-11-4.png │ │ ├── fig-11-5.png │ │ ├── fig-11-6.png │ │ ├── fig-11-7.png │ │ ├── fig-11-8.png │ │ ├── fig-11-9.png │ │ ├── fig-card-krueger-1994-1.png │ │ ├── fig-card-krueger-1994-2.png │ │ ├── fig-card-krueger-1994-3.png │ │ ├── fig-rdd-misspecification.png │ │ ├── fig-table-11-1.png │ │ ├── fig-table-11-2.png │ │ ├── fig-table-11-3.png │ │ └── fig-table-11-4.png │ └── notebook.ipynb ├── selection-heterogeneity-graphs │ ├── material │ │ ├── fig-4-8.png │ │ ├── fig-4-9.png │ │ ├── fig-8-1.png │ │ ├── fig-8-2.png │ │ ├── fig-8-3.png │ │ ├── fig-8-4.png │ │ ├── fig-8-5.png │ │ └── fig-8-6.png │ └── notebook.ipynb └── synthethic-control │ └── notebook.ipynb ├── make.bat ├── organization └── index.rst ├── 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