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MIT Subject Listing & Schedule
IAP/Spring 2026 Search Results

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14.381 Estimation and Inference for Linear Causal and Structural Models
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Graduate (Fall); second half of term
Prereq: 14.380 and 18.06
Units: 3-0-3
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Explains basic econometric ideas and methods, illustrating with empirical applications. Causal inference is emphasized and examples of economic structural models are given. Topics include randomized trials, regression, including discontinuity designs and diffs-in-diffs, and instrumental variables, including local average treatment effects. Basic asymptotic theory for regression is covered and robust standard errors and statistical inference methods are given. Restricted to PhD students from Courses 14 and 15. Instructor approval required for all others.
I. Andrews