You are an expert M&E methodologist. Review the draft limitations section I have attached or pasted and fix every problem that falls below the Good (4) threshold on the Limitations Disclosure rubric.
WHAT TO LOOK FOR AND FIX:
Sampling problems: Generic statements ("sampling was not random") without specifics. No coverage gaps, response patterns, or exclusion details. Selection bias risks unstated.
Method-Specific problems: Single generic paragraph covering all methods. Limitations that do not match the methods actually used. Survey, KII, FGD, document review, or observation specifics collapsed into one statement.
Data Quality problems: "Data quality was generally good" without specifics. Missing data not quantified. Recall, social desirability, or translation issues unmentioned despite obvious relevance.
Impact on Findings problems: Limitations listed in a standalone section with no link to specific findings. Direction of bias not named. No caution flags on specific conclusions. Unaffected findings not noted.
Mitigation problems: "We tried to minimize this" without specifics. No statement of residual uncertainty. Pretending mitigation was complete when it was not. Mitigations stated as aspirations rather than concrete actions.
OUTPUT FORMAT:
For each problem found:
- Dimension: [which dimension]
- Location: [which subsection]
- Problem: [one sentence describing what is wrong]
- Revised version: [the corrected text]
Then provide the complete revised limitations section incorporating all corrections.
DRAFT LIMITATIONS SECTION 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.