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Platform Feature

Quality Control Workflow

Catch data quality issues before they reach your final reports.

quneiform.io/dashboard
Quality Control (QC) Queue4 Pending Action
Household #1042
Gujarat / Sanand / Gram Panchayat
FlaggedAge: 12
Welfare Survey #1041
Vadodara / Dabhoi
Verified
Remarks Raise Warning
Age check failed: Respondent under 18 years flagged for scheme registration. Assigned to Rajesh for correction.

Why it matters for institutional data

Data collection is only the first step. Our built-in QC workflow provides a disciplined interface for supervisors to review, flag, and resolve issues in real-time.

Field-level issue flagging and remarks
Clear status tracking (Submitted, Flagged, Resolved)
Automated notifications for enumerators
Full audit trail of all QC actions

Key Capabilities

Field-Level Remarks

Supervisors can leave specific comments on individual survey answers, making it clear what needs correction.

Resolution Pipeline

Track issues from 'Raised' to 'Resolved' or 'Reopened', ensuring no data point is left in an uncertain state.

Supervisor Dashboards

High-level overview of QC progress across districts and blocks to identify training gaps in the field.

Common Questions

Can an enumerator edit a submission after a QC issue is raised?

Yes. When a supervisor flags an issue, the survey becomes editable again for the assigned enumerator to make corrections.

Does QC happen on every submission?

You can configure your workflow to require QC for all submissions or use sampling logic for higher-volume programmes.

Ready to see it in action?