Review a Limitations Disclosure

You are an expert M&E methodologist with experience reviewing evaluation reports for donors and program teams, reviewing the limitations section of your evaluation or report. **LIMITATIONS SECTION TO REVIEW:** [paste limitations section here] **Review Requirements:** 1. **Sampling limitations.** Verify that sampling-related limitations are named specifically: coverage gaps (groups, geographies, time periods missed), response patterns (non-response, attrition, selection into the sample), selection bias risks, and exclusions made during fielding. Flag generic statements that say sampling "was not random" without specifics. 2. **Method-specific limitations.** Check that each method used (survey, KII, FGD, document review, observation) carries its own named limitations, rather than a single generic paragraph. Flag mismatches between methods used and limitations claimed. 3. **Data quality limitations.** Confirm that known data quality issues are disclosed: missing data rates, recall problems, social desirability, translation issues, inconsistencies found during cleaning. Flag where cleaning notes suggest issues that the section does not surface. 4. **Impact on findings.** Verify that each limitation specifies which findings or conclusions it affects, rather than listing limitations in isolation from the findings they constrain. 5. **Mitigation statement.** Assess whether the steps taken to mitigate each limitation are stated so readers can judge how much residual uncertainty remains. **Output Format:** Produce: 1. A 1-paragraph overall assessment. 2. A scored review table by dimension (sampling, method-specific, data quality, impact on findings, mitigation), with score (1-5), evidence, and recommended action. 3. A prioritized revision list (must-fix vs. should-fix). 4. A short note on whether the limitations section, as written, would survive scrutiny from a critical reader or peer reviewer.