Candidate Matching Algorithm for Macedonia

Precision Talent Pairing

Our AI considers 42 Macedonia-specific employment factors to intelligently match job seekers with employers, maximizing relevance and fit.

This includes regional hiring trends, role-specific benchmarks, and real-time market insights to ensure each connection is tailored and timely.

FAQs: Matching Algorithm




• How does the algorithm weight Macedonia skills?

  Priority factors:

  1. Local certifications (weight: 25%)
  2. Macedonia work experience (weight: 30%)
  3. Language proficiency (weight: 15%)
  4. Industry-specific competencies

• Is the matching algorithm customizable for different industries?

  Yes. Employers can set role-specific priorities while our AI adapts to various industry requirements—ranging from healthcare to IT to logistics.

• Does the algorithm adapt to real-time job market changes?

  Absolutely. The system constantly updates based on Macedonia job posting trends, employer feedback, and candidate success rates, ensuring dynamic and up-to-date results.

• What role does candidate behavior play?

  Beyond static data, the algorithm also considers how users interact with listings—such as engagement, application rates, and interview outcomes—refining accuracy over time.

• Can employers adjust matching preferences?

  Yes, employers can set custom filters and give more weight to specific qualifications, skills, or experience levels based on the role they’re hiring for.

• How often is the algorithm updated?

  Our algorithm is updated weekly with new labor market data, user behavior analytics, and feedback from both employers and candidates across Macedonia.

• Does it support remote and hybrid job preferences?

  Yes. The system accounts for remote, hybrid, and on-site job preferences—ensuring better alignment with both employer offerings and candidate expectations.

• How accurate is the match score?

  Our average match score accuracy is over 87%, thanks to AI validation, employer feedback, and continuous machine learning improvements.

• Does the algorithm help reduce bias?

  Yes. By focusing on skills, experience, and performance indicators—not personal identifiers—the system helps reduce unconscious hiring biases.

• Is the algorithm GDPR and data privacy compliant?

  Absolutely. We comply with all Macedonia data protection regulations, including GDPR, and ensure full transparency and user consent at every step.

• Can the system recommend candidates for hard-to-fill roles?

  Yes. Our algorithm identifies potential fits based on transferable skills, adjacent industries, and non-obvious matches to help fill niche positions faster.