[#186653738] Enhanced Degrees of Freedom Calculation with Squared Weighted Counts

[slobodan-ilic]

This PR introduces an important fix in the calculation of the degrees of freedom (DoF) for pairwise comparisons in statistical analyses. The update is specifically targeted at scenarios where the "squared weighted counts" (SWC) cube measure is available.

Key Changes:

• Utilization of SWC Measure: When the SWC measure is present, it is now employed to calculate the effective columns' bases. This approach refines the estimation of DoF by incorporating the weighted characteristics of the dataset.
• DoF Calculation Logic: The degrees of freedom are now determined based on the type of column bases available. If effective column bases (derived from SWC) are available, they are used in the DoF calculation. This method provides a more accurate representation of the sample size, especially in weighted survey data.
• Fallback to Unweighted Counts: In cases where the SWC measure is absent, the system reverts to using the standard unweighted counts for DoF calculations. This ensures compatibility and correctness in datasets where weighted measures are not applicable or available.

Implications:

• This change is expected to enhance the accuracy of statistical tests and confidence intervals in weighted survey analyses, providing a more nuanced understanding of the underlying data.
• The update maintains backward compatibility, ensuring that analyses without the SWC measure remain unaffected.

This enhancement aligns with our commitment to delivering precise and reliable statistical analysis tools. By incorporating the SWC measure into our DoF calculations, we are able to provide more nuanced insights, especially in complex, weighted datasets.

[codecov]

Codecov Report

All modified and coverable lines are covered by tests ✅

Comparison is base (07cb337) 100.00% compared to head (9141ed9) 100.00%.

Additional details and impacted files

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