Overview
Career data, under control.
Monitor the dataset lifecycle without exposing identifiable alumni records.
Pipeline readiness
A responsible path from raw data to published aggregates.
Publication snapshot
Import alumni career data.
Upload Boston University XLSX, Michigan State CSV or multiple similar files. Preview mappings before processing.
Source setup
Up to 30 MB per file · Multiple selections
No files selected.
Schema & preview
Detect education, company, job title, degree and profile identifiers without displaying personal values.
Import guidelines
- CSV or XLSX input, including the original university export format
- Automatically identify a university when a dataset clearly matches
- Hash profile identifiers before storing extracted records
- Reject invalid or ambiguous records rather than guessing
- Never expose source CV rows through the public API
Import operations.
Review failed rows, university mismatches, duplicates and confirmed employment coverage.
Selected batch diagnostics
Publish responsible insights.
Preview eligible aggregates and require documented rights and quality approvals before release.
Aggregate preview
Release approval
Only administrators with owner permission can publish or roll back.