Smart Matching
AI algorithm that automatically matches candidates and positions using the European ESCO standard for precise skills mapping.
How the algorithm works
Our matching system uses advanced NLP and machine learning techniques to analyze candidate skills and compare them with open position requirements.
Skills Extraction
AI analyzes CVs and profiles, extracting skills, experience, and qualifications.
ESCO Normalization
Skills are mapped to the European ESCO standard for uniformity.
Score Calculation
Algorithm calculates a weighted compatibility score for each candidate.
Smart Ranking
Candidates are ranked by fit, with a detailed match explanation.
ESCO Standard
ESCO (European Skills, Competences, Qualifications and Occupations) is the European standard that classifies over 3,000 occupations and 13,000 skills. Cumino uses it to ensure precise matching and interoperability with other HR systems.
Precision
- 13,000+ mapped skills
- Synonyms and translations
- Semantic hierarchy
Standardization
- Official EU standard
- Cross-border compatibility
- Continuous updates
Advanced Filters
Beyond automatic matching, recruiters can apply specific filters to narrow the search according to custom criteria.
Skills
- Required skills
- Preferred skills
- Experience level
Criteria
- Geographic availability
- Salary range
- Spoken language
AI Matching Advantages
Speed
- Instant screening
- Shortlist in seconds
- Zero manual work
Accuracy
- 94% precision rate
- Bias reduction
- Data-driven decisions
Scalability
- Manage thousands of CVs
- Multi-position
- Multi-client
Transparency
- Explainable score
- Audit trail
- GDPR and EU AI Act compliance