You are an expert M&E data analyst. Review the document I have attached or pasted and fix every disaggregation problem that falls below the Good (4) threshold on the Disaggregation Quality rubric.
WHAT TO LOOK FOR AND FIX:
Plan problems: Missing context-relevant categories. No rationale for category choice. Selective application across indicators. Sex-only as the default.
Method-alignment problems: Sample undersized for sub-group analysis. Instruments do not collect disaggregation variables. Inconsistent definitions across instruments.
Analysis problems: No disaggregated analysis specified. No intersectional disaggregation. Small sub-groups dropped without explanation. No significance or pattern interpretation.
Reporting problems: Disaggregation buried in annex. Visualizations show only aggregate. Narrative ignores sub-group patterns. No statement when disaggregation is not feasible.
Use problems: Findings reference only aggregate trends. Recommendations are generic. Equity gaps surfaced but not addressed.
OUTPUT FORMAT:
For each problem found:
- Dimension: [which dimension]
- Location: [which section of the document]
- Problem: [one sentence describing what is wrong]
- Revised version: [the corrected text]
Then provide the complete revised disaggregation plan or section incorporating all corrections.
DRAFT TO REVISE:
(See the attached or pasted document.)
Draft to improve: Attached, or pasted below. Base everything above on it and do not invent details that are not in it.