AIN 4023 US credit hours·BNQF Level 7 · Undergraduate upper-division·v1 · updated 3 Oct 2026

AI Native Business Analysis

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Course outcomes

CO1

Describe the BABOK v3 core concepts and knowledge areas and explain how AI augments — and does not replace — each analysis task.

C2 Understand

CO2

Apply AI-augmented elicitation and collaboration techniques (interviews, workshops, surveys, prompt patterns) and validate AI outputs against stakeholders and sources.

C3 Apply · A2 Respond

CO3

Analyse processes and data — BPMN models, process-mining event logs, data-readiness assessments and verified AI-assisted SQL — to define current and future state.

C4 Analyse

CO4

Evaluate and prioritise AI use cases using value cases (baseline, benefits, TCO, ROI, sensitivity) and plan solution evaluation and benefits realisation.

C5 Evaluate

CO5

Specify AI-system requirements — measurable acceptance thresholds, data, oversight, fallback and governance obligations — with traceability from obligation to test and evidence.

C6 Create · A4 Organise

CO6

Communicate a prioritised AI business case and requirements package to executive and technical audiences as an effective team member.

C3 Apply · A3 Value

Weekly schedule & skills

WeekTopicOutcomesDeliverableSkills
1Business Analysis in the AI Era: The BABOK Core Concept Model
Beginner · C2
CO1Workspace + AI log
2BA Planning & Stakeholder Analysis with AI
Beginner · C3
CO2Assignment 1
3Elicitation I: AI-Supported Interviews & Transcript Synthesis
Beginner · C3
CO2Lab 1
4Elicitation II: Workshops, Surveys & Prompt Patterns for Analysts
Intermediate · C3
CO2Quiz 1 · Lab 2
5Process Modelling with BPMN 2.0
Intermediate · C3–C4
CO3Lab 3
6Process Mining: Event Logs, Discovery & Conformance
Intermediate · C4
CO3Capstone proposal
7Data & Analytics for Analysts: Data Readiness & SQL with AI Assistants
Advanced · C3–C4
CO3Quiz 2 · Lab 4
8Mid-Term + Strategy Analysis: Current & Future State, AI Opportunity Discovery
Advanced · C2–C4
CO1, CO2, CO3Mid-term (20%)
9Value Cases: ROI, TCO, Time-to-Value & Prioritisation
Advanced · C5
CO4Lab 5 · Review 1
10Specifying AI-System Requirements: Stories, Acceptance Criteria & Evals as Tests
Industry Expert · C6
CO5Quiz 3 · Assignment 3
11AI Governance Requirements: Risk Tiers, NIST AI RMF MAP & ISO/IEC 42001 Controls
Industry Expert · C5–C6
CO5Lab 6
12Requirements Life Cycle Management & Traceability with AI Agents
Industry Expert · C4–C5
CO5, CO6Quiz 4 · Review 2
13Solution Evaluation: KPIs, Experiments, Drift & Benefits Realisation
Mastery · C5
CO4Evaluation plan
14Change Impact, Ethics & the BA as AI-DLC Inception Facilitator
Mastery · C5–C6
CO5, CO6Capstone freeze
15Capstone Showcase, Individual Oral Defence & Revision
Mastery · C5–C6
CO3, CO4, CO5, CO6Demo + report + defence
FinalFinal Examination (institutional exam period)
— · C2–C6
CO1, CO2, CO3, CO4, CO5, CO6Final exam (30%)