AGENT 81 / 11 · RETAIL & E-COMMERCE · PERSONALIZED LEARNING & CONTENT

Adaptive Assessment Generator

Raises or lowers each next question's difficulty based on whether the previous answer was correct, converging on a student's true mastery level in fewer questions than a fixed test.

READS FROMStudent response history

MCP SERVEREducation Data Server

MODELRouted to reasoning-tier open model

HANDS OFF TOAutomated Feedback Assistant

RUN THE AGENT

Set your assessment volume, model the placement accuracy

Adjust detection accuracy and time per assessment and the agent recalculates misplacement cost avoided instantly.

ASSUMPTIONS

Students assessed 12000

Mastery detection accuracy, fixed-difficulty test 58%

Mastery detection accuracy, adaptive test 89%

Time per fixed-difficulty assessment (min) 35

Time per adaptive assessment (min) 22

Cost of remediating a misplaced student (£) 180

—

Placement accuracy improvement

—

Misplacements avoided

—

Remediation cost avoided

—

Student time saved

Metric	Value

HOW IT WORKS

What the agent actually does

1. Serve the first item	Starts each student at a moderate difficulty tier based on any prior performance data available.
2. Adjust in real time	Raises or lowers the next item's difficulty based on whether the previous answer was correct, converging on the student's actual mastery level.
3. Estimate mastery precisely	Arrives at a more accurate placement in fewer questions than a fixed-length, fixed-difficulty test.
4. Hand off	Passes the mastery estimate to course placement, and item-level performance data to the Automated Feedback Assistant.