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Docs: Update Vignette and Readme#87

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fix_readme_identification_table
May 26, 2026
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Docs: Update Vignette and Readme#87
Vanndher merged 2 commits into
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fix_readme_identification_table

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@Vanndher Vanndher commented May 18, 2026

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Description:

This PR updates the package documentation (README.md and Vignettes) to accurately reflect the recent methodological upgrades to the PNADC panel identification algorithms.

Key Documentation Updates:

  • Parameter Updates (LOAD_PNADC.Rmd): Replaced all references and usage examples of the legacy advanced parameter with the new granular options (advanced_1, advanced_2, and advanced_3). Clarified the specific behavior of each stage.
  • Methodological Explanations (BUILD_PNADC_PANEL.Rmd): Expanded the methodology section to detail the progressive multi-stage approach. Added a comprehensive explanation of the new Graph Theory-based Fuzzy Matching (Stage 3) and how it handles typographical errors in the IBGE data.
  • Identification Rates (README & Vignettes): Updated the performance tables with the new baseline metrics. The documentation now clearly highlights the significant tracking improvements, specifically the ~5.5 p.p. retention gain achieved by Stage 3 in Wave 5 compared to the basic method.
  • Terminology Standardization: Enforced the Data Zoom methodological guideline across all documents, explicitly defining the distinction between Household Attrition and Individual Identification Rates.

Why this matters:
These updates ensure that users clearly understand the mechanics behind the new advanced stages and provide transparent, reproducible tracking rates that validate the robustness of the new Fuzzy Matching approach.

Description:

This PR updates the BUILD_PNADC_PANEL.Rmd vignette (which reflects on the main README.md) to align with the official Data Zoom methodological guidelines regarding panel attrition and individual tracking.

Key Changes:

Terminology Fix: Renamed the "Attrition" section to "Identification Rates". Added a methodological note clarifying that "Attrition" strictly applies to the dropout of households, whereas tracking individuals is referred to as "Identification Rates".

Table Update: Replaced the outdated Stata comparison table with the newly calculated unconditional tracking rates (Base Line) for Waves 1 through 5.

Accurate Metrics: The new table now correctly displays the weighted averages across multiple panels, comparing the Basic and Advanced identification algorithms, including the exact percentage point differences between them.

Clarified Denominator: Added a footnote explaining that the universal denominator used for these percentages is the absolute total of raw lines from Wave 1.
@Vanndher Vanndher requested a review from lauratregadas May 18, 2026 15:31
**Description:**

This PR updates the package documentation (`README.md` and Vignettes) to accurately reflect the recent methodological upgrades to the PNADC panel identification algorithms.

**Key Documentation Updates:**

* **Parameter Updates (`LOAD_PNADC.Rmd`):** Replaced all references and usage examples of the legacy `advanced` parameter with the new granular options (`advanced_1`, `advanced_2`, and `advanced_3`). Clarified the specific behavior of each stage.
* **Methodological Explanations (`BUILD_PNADC_PANEL.Rmd`):** Expanded the methodology section to detail the progressive multi-stage approach. Added a comprehensive explanation of the new Graph Theory-based Fuzzy Matching (Stage 3) and how it handles typographical errors in the IBGE data.
* **Identification Rates (README & Vignettes):** Updated the performance tables with the new baseline metrics. The documentation now clearly highlights the significant tracking improvements, specifically the ~5.5 p.p. retention gain achieved by Stage 3 in Wave 5 compared to the basic method.
* **Terminology Standardization:** Enforced the Data Zoom methodological guideline across all documents, explicitly defining the distinction between *Household Attrition* and *Individual Identification Rates*.

**Why this matters:**
These updates ensure that users clearly understand the mechanics behind the new advanced stages and provide transparent, reproducible tracking rates that validate the robustness of the new Fuzzy Matching approach.
@Vanndher Vanndher changed the title Docs: Update PNADC identification rates and refine attrition terminology Update Vignettes and README for Multi-Stage Fuzzy Matching May 26, 2026
@Vanndher Vanndher changed the title Update Vignettes and README for Multi-Stage Fuzzy Matching Docs: Update Vignette and Readme May 26, 2026
@Vanndher Vanndher marked this pull request as ready for review May 26, 2026 16:37
@Vanndher Vanndher merged commit 6d6cb3a into master May 26, 2026
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@Vanndher Vanndher deleted the fix_readme_identification_table branch May 26, 2026 20:24
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2 participants