Framework

Two foundational concepts. One transparent model.

Every AES calculation, dashboard, and recommendation traces back to these two frameworks.

AEF

Assessment Economics Framework

A comprehensive framework for modeling the complete economic lifecycle of assessment development — from construct definition through ten-year maintenance of calibrated item banks.

Phase 01
Research & construct definition
Phase 02
Assessment design & blueprint
Phase 03
Item development & translation
Phase 04
Pilot testing
Phase 05
Psychometric analysis & calibration
Phase 06
Norming & scaling
Phase 07
Technology & delivery platform
Phase 08
Deployment & training
Phase 09
Maintenance, recalibration & refresh
AII

Assessment Investment Index

A composite decision-support index that scores the attractiveness of an assessment investment on a 0–100 scale. Six weighted components. Fully explainable.

ComponentWeightWhat it captures
Financial viability17%ROI horizon, break-even, TCO under stress.
Psychometric readiness17%Coverage of piloting, calibration, and norming.
Technical feasibility17%Delivery-mode maturity and platform investment.
Organizational capability17%Staffing depth and delivery strategy fit.
Strategic value17%Reach, item-bank scale, language coverage.
Risk profile15%Inverse-risk contribution across dimensions.

The AII surfaces a clear executive recommendation while preserving transparency — each sub-score is drillable and every input assumption is editable.