
Psychometric assessments are often assumed to be governed by formal regulation or frequently updated rules. In practice, the field is guided by professional consensus documents that outline principles of good practice rather than prescribing specific tools or technologies.
This section explores widely referenced psychometric guidance, including publications from professional bodies, and examines how those principles apply in modern, AI-assisted decision systems. The focus is on interpretation, responsible use, and decision quality, not certification or compliance.

Traditional psychometrics focus on test scores. Modern AI-powered psychometrics focus on evidence, reasoning, and decisions that can be explained, reviewed, and defended over time.

Psychometric assessments are often assumed to be regulated or formally approved. In reality, most psychometric practice is guided by professional standards and principles rather than…