Survey Data Review
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Known limits
This does not determine whether the survey sample is unbiased or statistically representative.
Input and processing
Inspect survey CSV data for missing entries and inconsistent response fields.
How to use
Inspect survey CSV data for missing entries and inconsistent response fields.
Inspection
Inspect survey CSV data for missing entries and inconsistent response fields.
Who should use this tool?
Inspect survey CSV data for missing entries and inconsistent response fields.
Before you begin
Import an exported survey table, run checks and review the flagged responses.
Step-by-step instructions
- Prepare the supported inputs described above. Keep original files as a backup.
- Use the tool controls to process the information. Review any on-screen warnings before proceeding.
- Inspect the generated output against your input before downloading or printing.
What will you receive?
An audit report for survey-data cleaning.
Limitations and incorrect-result cases
This does not determine whether the survey sample is unbiased or statistically representative.
Questions about your data
Are my files sent to a server?
File-processing calculations run in this browser. Hosting, fonts, analytics scripts and optional third-party libraries may still make network requests. Read our privacy policy for details.
Should I trust the output without checking?
No. Compare important results with the original and use a professional check where legally or technically required.