Student records · quality control

See what your student data is trying to tell you.

Normalize contact fields, measure completeness, surface conflicts, and separate safe fixes from records that need human attention.

● Local analysis only
0valid records
0%average completeness
0duplicate conflicts
0safe fixes proposed
Live audit

Sample admissions data

0%
dataset
health
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Safe transformations are previewed; conflicting records are preserved. This tool will not guess which student record is correct when two rows sharing an ID disagree.