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Talent acquisition
Agency Candidate Deduplication
Entity resolution identifies duplicate candidate records across sources.
The problem
Duplicate submissions from agencies and direct applicants create confusion and compliance risk.
The opportunity
AI can reduce repetitive effort and surface options humans still decide — when grounded in the right data and oversight.
What the solution does
Entity resolution identifies duplicate candidate records across sources.
How it works
Name, contact, and resume embeddings are compared to merge or flag duplicate profiles.
Who uses it
- Recruiters
- Sourcing teams
- TA leaders
Data required
- Relevant HRIS / ATS records
- Role or policy context
- Access and consent rules
AI / technology patterns
- Embeddings
- Classification
- Automation
Reported impact
No independently reported impact recorded for this item yet.
Impact categories
- Efficiency
- Quality
Limitations and risks
Bias inheritance, stale data, privacy obligations and over-automation of people decisions. Keep humans accountable for outcomes that affect careers.
What implementation requires
Start narrow, define evaluation criteria, involve legal/HR governance early, and measure adoption plus quality — not only model accuracy.
Updated 2026-08-09