Generalized Estimating Equations
A reference for generalized estimating equations with clustered outcomes and explicit working-dependence structures.
External resource. No execution or independent verification is claimed here.
How does a misspecified working correlation affect coefficient error and robust standard-error coverage?
An evaluator generates clustered outcomes with known effects and dependence, independently checks estimating-equation residuals and evaluates coverage over repetitions.
What you could produce
- A versioned minimal protocol, evaluator-owned test cases, and a comparison report with numerical/statistical uncertainty and failures.
Before you use it
- statsmodels 0.15.0
- Compatible NumPy, SciPy and pandas dependencies; exact environment not prepared
Limits to keep in view
- No upstream example, source package, build hook or submitted code was executed.
- The current qualified pilot accepts only self-contained Python 3.13 with a 90-second deadline. This reference's package/runtime is not qualified for that path.
- The proposed protocol requires bounded resource estimates and an independently controlled evaluator before any scientific execution claim.
Source and permission context
statsmodels documentation. Generalized Estimating Equations. https://www.statsmodels.org/stable/gee.html; observed version 0.15.0 (observed documentation version; stable URL is mutable).
Catalog listing reviewed. This review covers the description and source links displayed here.
Stable statsmodels page and v0.15.0 BSD project-source LICENSE reviewed.
Reviewed 2026-09-14. Copying or adapting source files remains subject to their own terms.
project source · BSD-3-Clause
The matching v0.15.0 project LICENSE.txt states three-clause BSD terms, corroborated by the developer page. This is a project-source observation; a separate assessment of documentation-specific and third-party notices remains open.
Inspect the license evidence ↗Before copying source material
- Third-party figures, linked papers, datasets and dependency licenses have not been assessed; no external content is copied into this catalog.
- Project source licensing was observed, but documentation-specific exceptions and applicability to this rendered page have not been individually resolved.