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NTU Executive Certificate in Agentic AI Leadership- June 2026

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  • NTU Executive Certificate in Agentic AI Leadership- June 2026
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  • Self-Study Assignment 8.5: Think & Act💡Human-AI Responsibility Mapping
Course Outline

Module 8: From Scaling Pilot to SOP

This module has 10 videos, 2 self-study assignment, 2 quizzes, 1 discussion board and 3 readings. You will need approximately 4-6 hours to complete this module.

  • Module 8: Introduction and Instructions
  • Video 1 [04:55]: Module Introduction
  • Video 2 [02:47]: Planning a Pilot
  • Video 3 [02:13]: Driving Automation with AI Agents
  • Video 4 [02:15]: Fool Proofing Scaling
  • Self-Study Quiz 8.1: Think & Apply💡 Pilot Readiness: From Experimentation to Organisational Learning
  • Video 5 [06:51]: From Pilots to Production
  • Video 6 [02:54]: Centralised vs Federal Agentic Workflows
  • Self-Study Quiz 8.2:Think & Apply💡Scaling AI Responsibly: Governance, Operating Models and Value Realisation
  • Video 7 [07:38]: Real-World AI Scaling: What Actually Works
  • Video 8 [08:41]: Operationalising Agentic Workflows
  • Video 9 [03:35]: The SOP & KPI Evolution: A 4-Level Maturity Model
  • Discussion board 8.3: Think & share 💡When Should an AI Pilot NOT Be Scaled?
  • Reading: Pilot-to-SOP Readiness Check
  • Video 10 [03:16]: Final Thoughts
  • Self-Study Assignment 8.4: Think & Act 💡From Pilot to SOP: Scaling an AI Workflow
  • Self-Study Assignment 8.5: Think & Act💡Human-AI Responsibility Mapping
    • Summary and Video Transcripts: Module 8⭐
    • Professor Ian's Recommendation for Further Learning: Module 8
    • Module 8: Q&A Discussion Board
    • Module 8: Feedback Survey






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/ Modules / Self-Study Assignment 8.5: Thi...

Self-Study Assignment 8.5: Think & Act💡Human-AI Responsibility Mapping

  • Due Wednesday by 2:59pm
  • Points None
  • Available after Aug 26 at 8:30am

Module Outcomes.pngLearning Outcomes Addressed: 

  • Differentiate between centralised, federated and hybrid approaches to managing AI workflows
  • Identify operational requirements needed to scale AI workflows safely, including monitoring, ownership, rollback plans and SOP updates
  • Describe the stages of AI workflow maturity from experimentation to scaled operational use

Scenario

As AI becomes embedded into operational workflows, organisations must make deliberate decisions about where automation should be applied and where human judgement must remain.

Poorly defined responsibilities can lead to operational failures, compliance risks, inconsistent decisions, and reduced trust in AI-enabled processes. Successful organisations establish clear approval points, escalation paths, and accountability structures before scaling AI solutions.

As a process owner, you have been asked to review a business workflow and determine how humans and AI should work together

Task

Choose one workflow from your organisation.

Examples:

  • HR onboarding
  • Customer support
  • Billing
  • Procurement
  • Internal administration

Part A: Workflow Analysis

Complete the table below:

Process Step AI Can Do Safely Human Must Decide Approval Needed?
       
       
       

 

Part B: Governance Design

Identify:

  • Approval checkpoints
  • Escalation points
  • Workflow owner

Reflection

What is the biggest risk if this workflow is scaled without clearly defining human responsibilities and governance controls?

 

Estimated Duration: 30 minutes

Note: This is a practice activity and will not be graded or impact your programme completion. However, we strongly encourage participation for a more holistic learning experience.

1788337799 09/02/2026 02:59pm
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Previous Previous: Self-Study Assignment 8.4: Think & Act 💡From Pilot to SOP: Scaling an AI Workflow Next Next: Summary and Video Transcripts: Module 8⭐