AIN 4033 US credit hours·BNQF Level 7 · Undergraduate upper-division·v1 · updated 3 Oct 2026

AI Native Organizational Leadership

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Course outcomes

CO1

Explain AI capabilities, limits and the evidence on AI's effects on productivity, tasks and jobs.

C2 Understand

CO2

Analyse organisational AI readiness and formulate an AI strategy and operating model aligned to mission.

C4 Analyse

CO3

Design an AI governance model and policy using NIST AI RMF and ISO/IEC 42001, informed by EU, US and Bangladeshi regulation and international ethics principles.

C6 Create · A4 Organise

CO4

Develop change-management, reskilling and human–AI teaming plans with meaningful oversight and inclusion.

C6 Create · A4 Organise

CO5

Evaluate AI investments and portfolios using risk-adjusted value, stage gates and CPMAI-informed oversight.

C5 Evaluate

CO6

Demonstrate ethical, inclusive leadership communication about AI to boards, staff and the public, including during incidents.

C3 Apply · A3 Value

Weekly schedule & skills

WeekTopicOutcomesDeliverableSkills
1The AI-Native Organization & the Leader's Role
Beginner · C2
CO1Learning plan
2AI and the Economics of Work: Tasks, Exposure & the Jagged Frontier
Beginner · C4
CO1Assignment 1
3AI Strategy: Value Pools, Build/Buy/Partner & Platform Choices
Beginner · C4
CO2Strategy canvas
4Organizational Readiness: Data, Talent, Culture & Infrastructure
Intermediate · C4
CO2Quiz 1 · Lab 1
5Operating Models: Centres of Excellence, Hub-and-Spoke & AI in Delivery Teams
Intermediate · C4–C5
CO2, CO4Assignment 2
6Governance I: NIST AI RMF & the Generative AI Profile
Intermediate · C3–C4
CO3Capstone proposal
7Governance II: ISO/IEC 42001 AI Management Systems & AI Policy
Advanced · C5–C6
CO3Quiz 2 · Lab 2
8Mid-Term + Regulation & Public Policy: EU AI Act, United States & Bangladesh
Advanced · C2–C4
CO1, CO2, CO3Mid-term (20%)
9Leading Change for AI Adoption
Advanced · C3–C5
CO4Lab 3 · Review 1
10Workforce Reskilling & Career Architecture
Industry Expert · C6
CO4Quiz 3 · Assignment 3
11Human–AI Teaming: Decision Rights, Oversight & Automation Bias
Industry Expert · C5–C6
CO4, CO6Lab 4
12AI Investment, ROI & Portfolio Management
Industry Expert · C5
CO5Quiz 4 · Lab 5 · Review 2
13Ethics, Inclusion, Trust & AI Incident Leadership
Mastery · C5–C6
CO3, CO6Lab 6
14Capstone Integration: The AI Transformation Plan
Mastery · C6
CO2, CO3, CO4, 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%)