CHAPTER 13: EXAMINATION & QUESTION GENERATION ENGINE

13.1 Chapter Introduction

This chapter defines the Examination and Question Generation Engine of the Intelligent Learning Management System (ILMS). This engine is responsible for designing, delivering, securing, and evaluating assessments in a way that is academically sound, scalable, and aligned with institutional standards.

The engine is designed to support human-led examinations enhanced by system intelligence, not fully automated grading without oversight.

13.2 Objectives of the Examination Engine

The examination engine aims to:

13.3 Assessment Types Supported

13.3.1 Continuous Assessments

Each assessment contributes to the final grade based on predefined weights.

13.3.2 Examinations

Delivery modes:

13.4 Question Bank Architecture

13.4.1 Question Repository

Each unit maintains its own question bank containing:

13.4.2 Question Types

Supported formats:

13.5 Question Generation Logic

13.5.1 Manual Question Creation

Lecturers can:

13.5.2 Assisted Question Generation

The system may assist by:

All generated content requires lecturer approval.

13.6 Examination Assembly Process

Question Bank → Selection Rules

→ Exam Paper Assembly

→ Lecturer Review

→ Exam Release

Rules may include:

13.7 Examination Delivery Controls

Security measures include:

13.8 Grading and Evaluation

13.8.1 Automated Grading

Applicable to:

13.8.2 Manual Grading

Applicable to:

Lecturers retain final authority.

13.9 Academic Integrity Measures

13.10 Scalability Considerations

The engine supports:

13.11 Student Experience

Students can:

13.12 Lecturer Experience

Lecturers can:

13.13 Relationship to Skill DNA

Assessment outcomes:

13.14 Limitations and Governance

The engine:

13.15 Chapter Summary

This chapter defined a secure, scalable, and academically governed examination and question generation engine. It balances automation with human control, ensuring integrity while supporting modern assessment needs.