Source Experts Vetted by I-O Science

Our talent pool connects you with credentialed professionals whose domain knowledge ensures your AI assessments accurately reflect real-world work and hold up under scrutiny.

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The Expert Network Advantage

What changes when credentialed domain professionals power your AI assessments.

6
Expert Domains

Engineering, medical, legal, manufacturing, finance, and science. Credentialed professionals in every evaluation.

100%
Legally Defensible

Every assessment built to UGESP, SIOP Principles, and APA Standards from day one.

0
Compliance Gaps

Domain experts plus I-O psychologists. The combination that makes AI assessment legally and scientifically defensible.

Why Domain Expertise Matters

AI-generated hiring content is only as accurate as the domain knowledge behind it. Our expert network includes credentialed engineers, physicians, attorneys, scientists, and other professionals who validate that assessment content accurately reflects how work actually gets done in their field. Our I-O psychologists design the science. Domain experts make sure it's right.

Expert Domains Available

Credentialed professionals ready to power your assessments.

Engineering Evaluators

Medical Evaluators

Manufacturing Evaluators

Legal Evaluators

Finance & Accounting Evaluators

Science & Research Evaluators

By the Numbers

6
Expert Domains
100%
Legally Defensible
0
Compliance Gaps

Common Questions

Experts review AI-generated content in their field: assessment questions, interview scenarios, job tasks, and competency definitions. They evaluate whether the content accurately reflects professional practice in their domain. Our I-O psychologists handle the psychometrics. Domain experts bring the field knowledge.
Every expert in our network holds verified credentials in their field: a license, certification, degree, or equivalent, plus hands-on experience. We verify credentials before adding anyone to the pool. I-O psychologists review all expert contributions for quality and defensibility.
Every assessment is built to SIOP Principles for the Validation and Use of Personnel Selection Procedures, Uniform Guidelines on Employee Selection Procedures (UGESP), APA Standards for Educational and Psychological Testing, EEOC guidance, and NYC Local Law 144 for automated employment decision tools.
Scope determines timeline. A focused expert review might take 1-2 weeks. A full assessment validation project typically runs 4-8 weeks depending on complexity and domain coverage.
Yes. Our domain experts provide content validation and review that integrates into your existing assessment design workflow. We scope each engagement around your specific needs.

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