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- ATT, SE, df, and CI match R to machine precision (< 1e-10) where directly comparable; known deviations documented in REGISTRY.md (TWFE SE differs due to unit FE absorption; subpopulation df differs due to strata preservation)
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-**Label-gated CI** — test workflows now require `ready-for-ci` label before running, reducing wasted CI during AI review rounds. AI review workflow always runs.
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-**Documentation dependency map** (`docs/doc-deps.yaml`) — maps source files to impacted documentation. New `/docs-impact` skill flags which docs need updating when source files change.
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### Changed
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- WooldridgeDiD: full interacted covariate basis (D_g × X, f_t × X) for OLS path
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-`/submit-pr`, `/push-pr-update`, `/pre-merge-check`, `/docs-check` skills updated for label-gated CI and doc-deps workflow
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### Fixed
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- Fix WooldridgeDiD OLS unbalanced demeaning and nonlinear never-treated identification
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- Fix WooldridgeDiD Poisson dropped-cell bug and anticipation propagation
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- Fix EfficientDiD IF-scale mismatch in survey aggregation and zero-weight never-treated guard
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- Fix bootstrap clustering and delta-method reduced space in WooldridgeDiD
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## [2.8.4] - 2026-04-04
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@@ -1137,6 +1152,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
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-`to_dict()` and `to_dataframe()` export methods
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-`is_significant` and `significance_stars` properties
Copy file name to clipboardExpand all lines: docs/llms-full.txt
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> A Python library for Difference-in-Differences causal inference analysis. Provides sklearn-like estimators with statsmodels-style output for econometric analysis.
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