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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
Less time on lookup. A person still owns anything that affects someone's job.
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
Stale data, inherited bias, and privacy rules. Name a human who is accountable for career-affecting answers.
What implementation requires
Start with one process. Agree how you will score it. Involve legal and HR before you scale. Track whether people use it, not only whether the model is accurate.
Updated 2026-08-09