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11.3 Estimation: Fixed-effects (FE) estimator.

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  • 11.2 Estimation: First-difference (FD) estimator.
  • 8.10.6 Matching on more variables and polynomials.
  • 8.10.5 Genetic Matching: Single variable.
  • 8.5 Exercise: Logic of & varieties of matching.
  • 7.6 Pervasive problem: Example post-treatment bias.
  • 7.5 Covariates: Endogenous selection bias.
  • 7.4 Covariates: Confounding/overcontrol bias.
  • 6.8 Natural experiments: Challenges & Criticism.
  • 6.3 Ideal experiments: Possible “ideal” design.
  • 5.4.1 Long-run randomization & balance (not finished).
  • 5.4 Lab: How randomization induces independence.
  • 4.34 Identification Analysis & Strategy.
  • 4.33 Causes: Manipulable causes (Discussion).
  • 4.32 Causes: No causation without manipulation.
  • 4.31 Causes: Which variables are causes? (Discussion).
  • 4.29 Exercise: Treatments/outcome as trajectories.
  • 4.27 ATT: Average Effect of the Treatment on the Treated and the Control.
  • 4.23 Independence assumption & random assignment.
  • 4.22 Assumptions: Independence Assumption (IA).
  • 4.21 Assumptions: Independence Assumption (IA).
  • 4.16 Why moving from ITE to ATE? (Wikipedia).
  • 4.10 Definition of Treatment/Causal Effect.
  • 4.9 Potential outcomes (multiple treatment values) (skip!).
  • 4.5 Causal chains & causal mechanism (3).
  • 4.4 Causal chains & causal mechanism (2).
  • 4.3 Causal chains & causal mechanism (1).
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  • 4.2 Deterministic vs. probabilistic causation.
  • 4 Causal Analysis: Concepts & Definitions.
  • 3.22 Models: Associational vs. causal inference.
  • 3.21 Models: Estimand, estimator and estimation (skip).
  • 3.18 Models: Example: Linear model (Visualization).
  • 3.17 Models: Example: Linear model (Equation).
  • 3.13 Data: Probability Distributions & Inference.
  • 3.10 Data: (Empirical) Joint distributions.
  • 3.9 Data: (Empirical) Univariate distributions.
  • 3.5 Measurement: Scenarios, planned and realized measurements.
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    3.4 Measurement: Distribution(s) of measurements.3 Introduction: Fundamental statistical concepts.1.4 Motivation: The causal inference ‘revolution’.1 Introduction: About this seminar/book.









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