TOOL-USING EVIDENCE AGENT

Context-adjusted Mathematics
Evaluation & Decision Support

PROTOTYPE · PROFESSIONAL REVIEW
Evidence, not diagnosis

Organize frozen statistical evidence around a case—without collapsing uncertainty.

MathEff-Agent connects 10 plausible-value-specific achievement and MRLE results with frozen, population-weighted adjusted-association evidence. It supports careful questions for professional review; it does not prescribe action.

MRLE research sample123,949
Education systems24
Diagnostic common sample86,125
Plausible values retained10/10
01

PV-specific evidence

Every profile preserves ten achievement and ten MRLE values.

02

Frozen associations

Eight standardized factors, single and mutually adjusted, with confidence intervals.

03

Bounded interpretation

Descriptive stability, uncertainty, and factors warranting further examination.

This prototype organizes statistical evidence for professional review. It is not a validated diagnostic instrument and does not provide causal or intervention claims.