Survey & Field Research · TOOL GUIDE

Cleaning Audit Log

Open Qantly ↗

Understand the method. Use it with confidence.

Turn transformation decisions into a reviewable data-cleaning appendix. Qantly runs the method against your active analysis context and returns structured results for review and interpretation.

01

When to use it

Use this tool to prepare survey exports, combine them with approved reference data, or analyze structured and open-ended field responses.
Use it only when the selected variables and study design match the method's requirements.

02

How to use it

  1. Open the tool from the Qantly Tools panel.
  2. Confirm the active dataset and analysis session.
  3. Set Transformation log (JSON array) (Optional): Optional override. Paste a transformation_log JSON array, or leave blank to use the latest survey-cleaning log from this session.
  4. Set Report title (Optional): Heading for the generated data dictionary.
  5. Review optional or advanced settings and keep defaults unless your design requires a change.
  6. Run the tool, inspect warnings and diagnostics, then save or export the result with its assumptions.
03

How to interpret results

Review match rates, transformed values, assumptions, sample sizes, and missing responses before interpreting findings. Survey results describe the collected sample and should be considered alongside the sampling design and fieldwork context.