AI-Powered Tool — GSBPM v5.2 · Phase 2: Design · 2.3 Design collection

LFS Questionnaire
Standards Reviewer

GSBPM v5.2 · Phase 2: Design · 2.3 Design collection

Upload a Labour Force Survey instrument and receive an automated review against ICLS-19/20, ISCO-08, ISCED-2011, ISIC Rev.4 and ESS quality standards.

ICLS-19 / ICLS-20 ISCO-08 · ISCED-2011 · ISIC Rev.4 GSBPM v5.2 · ESS QA PDF & DOCX

Upload Questionnaire Instrument

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Accepts PDF, DOCX, or XLSX · LFS questionnaire instruments

What It Checks

Systematic Methodology Review

Concept coverage — Employment, unemployment, reference period, underemployment per ICLS-19/20

Classification readiness — Whether questions enable ISCO-08, ISCED-2011, ISIC Rev.4, and ICSE-18 coding

Question wording — Double-barreled, leading, ambiguous, or recall-biased formulations

GSBPM Phase 2 — Design-stage quality relative to international LFS best practices

Skip logic — Routing consistency and filter question correctness

ESS / ESMS readiness — Whether the instrument supports Eurostat quality metadata requirements