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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 2.4: Think & Act💡 Problem First Thinking
Course Outline

Module 2: Why Now: The AI Inflection Point

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

  • Module 2: Introduction and Instructions
  • Video 1 [06:05] : Module Introduction
  • Watch: Seeing Beyond Vision: How Agentic AI is Expanding Human Possibility
  • Video 2 [07:33] : Multimodal AI and Everyday Impact
  • Reading: The AI Hype Detector
  • Watch: AI with Purpose: Technology That Strengthens Human Connection
  • Watch: The Future of Learning: AI-Powered Tutoring
  • Video 3 [04:21]: Building Brand Trust and Education at Scale
  • Self-Study Quiz 2.1: Think & Apply💡 Understanding the AI Inflection Point
  • Video 4 [05:01] : Case Study: Moderna
  • Video 5 [04:20] : Case Study: Oscar
  • Video 6 [04:29] : Case Study: Morgan Stanley
  • Video 7 [06:18] : Case Study: Mastercard
  • Video 8 [05:18] : Gen AI Ecosystem
  • Self-Study Quiz 2.2: Think & Apply💡 Enterprise AI in Action
  • Video 9 [11:09] : Notebook LM: Demo
  • Discussion Board 2.3: Think & Share💡 AI Transformation or AI Hype?
  • Self-Study Assignment 2.4: Think & Act💡 Problem First Thinking
  • Video 10 [04:23] : Final Thoughts
  • Self Study Assignment 2.5: Think & Act💡 The Decision Pathway
    • Summary and Video Transcripts: Module 2 ⭐
    • Professor Alvin's Recommendation for Further Learning: Module 2
    • Module 2: Q&A Discussion Board
    • Module 2: Feedback Survey






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/ Modules / Self-Study Assignment 2.4: Thi...

Self-Study Assignment 2.4: Think & Act💡 Problem First Thinking

  • Due Wednesday by 2:59pm
  • Points None
  • Available after Jul 15 at 8:30am
  1.  Module 2: Introduction and Instructions (Completed)
  2.  Video 1 [06:05] : Module Introduction (Completed)
  3.  Watch: Seeing Beyond Vision: How Agentic AI is Expanding Human Possibility (Completed)
  4.  Video 2 [07:33] : Multimodal AI and Everyday Impact (Completed)
  5.  Reading: The AI Hype Detector (Completed)
  6.  Watch: AI with Purpose: Technology That Strengthens Human Connection (Completed)
  7.  Watch: The Future of Learning: AI-Powered Tutoring (Completed)
  8.  Video 3 [04:21]: Building Brand Trust and Education at Scale (Completed)
  9.  Self-Study Quiz 2.1: Think & Apply💡 Understanding the AI Inflection Point ((Must submit the Quiz))
  10.  Video 4 [05:01] : Case Study: Moderna (Completed)
  11.  Video 5 [04:20] : Case Study: Oscar (Completed)
  12.  Video 6 [04:29] : Case Study: Morgan Stanley (Completed)
  13.  Video 7 [06:18] : Case Study: Mastercard (Completed)
  14.  Video 8 [05:18] : Gen AI Ecosystem (Completed)
  15.  Self-Study Quiz 2.2: Think & Apply💡 Enterprise AI in Action ((Must submit the Quiz))
  16.  Video 9 [11:09] : Notebook LM: Demo (Completed)
  17.  Discussion Board 2.3: Think & Share💡 AI Transformation or AI Hype? ((Not yet completed))
  18.  Self-Study Assignment 2.4: Think & Act💡 Problem First Thinking (Completed)
  19.  Self Study Assignment 2.5: Think & Act💡 The Decision Pathway (Completed)
  20.  Summary and Video Transcripts: Module 2 ⭐ (Completed)
  21.  Professor Alvin's Recommendation for Further Learning: Module 2 (Completed)
  22.  Module 2: Q&A Discussion Board ((Not yet completed))
  23.  Module 2: Feedback Survey ((Must submit the Quiz))

Module Outcomes.pngLearning Outcomes Addressed:

  • Identify examples of industries experiencing disruption due to AI advancements.
  • Interpret the implications of AI-native economics such as increased productivity and reduced time-to-output.

What You’ll Do

This activity is intentionally structured to stop “AI brainstorming” and force problem-first thinking.

Your task is to identify a real business problem first — then explore how GenAI could create structural change around it. 

Start with the question, not the tool.

Step 1 — Choose the Function 

Choose one real business function.

Examples:

  • HR
  • Customer Service
  • Supply Chain
  • R&D
  • Marketing

Choose something real — something you can observe, understand, or relate to.

Cues

  • Where does work slow down?
  • Where do teams experience friction?
  • Where are people repeating manual work?
  • Where do customers or employees feel frustration?

Step 2 — Define the Pain Point 

Define what it is:

  • Inefficient
  • Costly
  • Slow
  • Fragmented
  • Outdated

If you can’t name the friction, you can’t design value.

Do not jump to the AI solution yet.

Cues

  • What process feels broken or unnecessarily difficult?
  • What creates delays or wasted effort?
  • What depends too heavily on manual coordination?
  • What are people tolerating because “that’s just how it works”?

Step 3 — Explore the Disruption 

Now brainstorm how GenAI could radically disrupt the problem.

Do not think about incremental improvement.

Think about:

  • Automation
  • Augmentation
  • Personalisation
  • New value creation
  • Entirely different workflows

Cues

  • What could disappear completely?
  • What could become real-time?
  • What decisions could AI support or automate?
  • What new experience becomes possible?
  • What changes structurally, not just operationally?

Step 4 — Leadership Call 

Make one directional call:

If this disruption becomes real, what would organisations need to rethink?

Cues

  • Roles and skills
  • Workflows
  • Management structures
  • Customer expectations
  • Speed of decision-making
  • Human vs AI responsibility

Reflection

Did you begin with the technology — or with the problem?
What changed once you focused on friction first?

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.

1784708999 07/22/2026 02:59pm
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