Assessment Design

Transformation Assessment from Traditional to AI-adapted

Traditional

AI Tools

AI-Adapted

The Evolution of Assessment

This guide outlines the transition from Traditional Assessment to AI-adapted models. By integrating advanced tools for real-time feedback and customized planning, educators can move toward more authentic, experiential learning that prepares students for a technology-driven world.

Traditional Assessment

Transformation & Tools

AI-adapted Assessment

1. Continuous Assessment

Traditional Assessment

Participation

Transformation & Tools

Customized Lesson Planning

Self-paced Learning

LinkedIn Learning

Interactive Presentation

AI-adapted Assessment

Participation

Active Learning

Traditional Assessment

Individual
Assignment

Transformation & Tools

Plagiarism Detection

Real-time Feedback in Class

FeedbackFruits

Timely & Personalised Feedback

AI-adapted Assessment

Individual Assignment

Continuous Improvement

Traditional Assessment

Mid-term Test

Transformation & Tools

Generate Cases and Questions

AI-adapted Assessment

Mid-term Test

Enhanced Quality

2. Written Report / Assessment

Traditional Assessment

Written Report

Transformation & Tools

Generate Assessment Task

AI-adapted Assessment

Capstone Project

Real-world Application

Traditional Assessment

Traditional
Presentation

Transformation & Tools

Presentation Coaching

AI-adapted Assessment

Presentation

Communication Skills

Traditional Assessment

Traditional
Analysis

Transformation & Tools

Generate Cases and Questions

AI-adapted Assessment

Case Study for Critical Analysis

Higher-order Thinking

Traditional Assessment

Pedagogical
Design

Transformation & Tools

Generate Learning Activities

IDEAL-Gen.AI (aligned to HKQF)

AI-adapted Assessment

Experiential Learning

Active Engagement

Traditional Assessment

Standard
Activities

Transformation & Tools

Timely and Personalised Feedback

AI-adapted Assessment

Experiential Learning

Continuous Improvement

^*Disclaimer:
The AI tools listed here are provided for reference and supportive purposes only. The Teaching and Learning Centre (TLC) does not assume responsibility for the content generated using these tools. Our referencing of these tools is solely to promote ethical and proper use of tools, originality and academic conduct in course work, in strict alignment with the university’s assessment guidelines and should be used at your own discretion. Please also refer to our university’s data privacy and security guidelines when using AI tools from an external platforms.

Human‑Centric, AI‑Assisted Assessment Development Flow

Define Outcomes
Decide AI vs Human Roles
Ethics & Integrity Check
Human‑Led Assessment Design (AI‑Assisted)
AI Generates Drafts & Human Reviews
Pilot Test & AI-Resistance Test
Delivery with Human Oversight & AI Analytics
Feedback, Reflection & Continuous Improvement