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Data & AI Technical Strategist Certification
Introduction
Course Introduction (8:43)
Why Do We Use Systems, Models, & Frameworks For Strategy? (9:56)
What Is An AI Strategy? (10:03)
A Real World AI Strategy: SKTelecom (12:30)
What Happens Without An AI Strategy? (11:33)
McDonalds Case Study: Where Does Data & AI Strategy Start? (12:52)
McDonalds Drive Through AI Strategy Case Study (8:54)
Building A Data & AI Strategy (7:22)
Business Fundamentals In The Data Age
The Business Model (10:47)
Examples Of Real World Business Models (4:53)
The Operating Model (7:25)
The Technology Model (8:07)
The Value Stream (11:40)
Competitive Analysis (10:21)
Introduction to KPIs (11:49)
KPI Maturity (13:15)
Key Definitions And Terms
Integrating Data And AI Strategy Into The Larger Business Strategy
The Technology Model: Where To Begin? (4:34)
Why Does The Business Need Data, Analytics, & AI Strategies (11:21)
Data Strategy: Definition & Objectives (5:11)
AI Strategy: Definition & Objectives (7:38)
The Data Monetization Catalog (11:04)
Case Study: What Happens When Technical Strategy Doesn’t Align With Business Strategy? (9:14)
Case Study: Apple Using Data As A Competitive Advantage (5:22)
Culture Change Frameworks
Justifying The Need For Change (11:18)
Why People Resist Change And How To Fix It (14:05)
Evolutionary Decision Making (9:31)
Introducing The Continuous Improvement Flywheel (12:03)
Time Travel: Why What We Say Can Sound Ridiculous (10:47)
The Implications Of AI Extending Decision Time Horizons (9:21)
Wrapping Up And Connecting To The Business (6:27)
Slides
Managing Innovation
Introduction And Business Problems To Solve (5:56)
The Disruptors Mindset (10:37)
Solving For Uncertainty And Risk That Comes With Innovation (8:37)
Justifying Innovation Realities & Costs To The CFO (17:20)
Slides
Strategy Planning
The Story of Retail Pt. 1 (8:18)
The Story Of Retail Pt. 2 (10:34)
Optimizing Strategy Planning (17:32)
Strategy Implementation
Case Study: The Cautionary Tale Of Zillow (23:44)
Why Is Transformation So Hard? (6:08)
Case Study: Data And AI Maturity Drivers (10:38)
Getting Buy In From Senior Leadership (4:51)
Collaborating With External Teams (17:32)
Case Study: What Happens When Data Science Initiatives Fail? (25:28)
Using AI For Operating Model Optimization
The Core Rim Model (25:05)
Where Do People Fit? (7:32)
The 3 Main People Groups (13:26)
The Implications Of Reducing Operating Complexity (11:44)
Data Science And Strategy
Becoming A Strategic Partner (8:49)
Decision Support Systems & KPIs (30:02)
The Data Science Value Stream (15:20)
Case Study: Microsoft’s Initial AI Product Strategy (19:21)
Capabilities Based Competition (29:57)
Case Study: Tik Tok VS Google. Competing On Best In Class Capabilities (8:02)
Case Study: Exploring Partnerships For Capabilities Acquisition (23:12)
A Unified View Of Enterprise Transformation For Alignment
AI Transformation Roadmap: Capabilities (12:08)
AI Transformation Roadmap: Strategy Planning & Implementation (11:17)
AI Transformation Roadmap: Talent & Infrastructure (12:45)
AI Platform Strategy
Introduction To 4 Main Business Platforms (12:38)
Building T-Shaped Platforms With Multiple Technologies (8:07)
SAP & OpenAI Case Studies (19:47)
Introduction To The Capabilities Maturity Models (11:59)
Calculating The ROI For AI Initiatives (8:29)
ROI Calculation Exercises (13:55)
The Product, Data, & Design Maturity Models (12:33)
Advanced Capabilities Maturity Levels (18:55)
Slides
Assessing The Business
Introduction To The Assessment Framework (4:31)
Culture (5:51)
Leadership Commitment (5:38)
Operations And Structure (7:37)
Skills And Competencies (8:30)
Analytics-Strategy Alignment (5:50)
Proactive Market Orientation (8:27)
Employee Empowerment (13:06)
Opaque VS Transparent & Justifying Early Initiatives (11:37)
Solving The Business’s AI Last Mile Problem
The AI Last Mile Problem (6:54)
Introduction To The AI Governance Framework (11:48)
Commercialization & Monetization Phases (8:11)
Productization Phase (8:37)
Data Product Strategy
Introduction To Data Product Strategy (12:31)
Monetization Phase (14:05)
Productization Phase (14:21)
Commercialization Phase (15:22)
Continuous Growth Phase (4:10)
Key Implementation Points (9:32)
Messaging and Executive Communications Framework (9:01)
Implementation Cases and Examples (27:52)
Implementation Cases
Implementation Cases Introduction (5:12)
Implementation Case: Data Strategy (7:21)
Implementation Case: Data Monetization Catalog (16:35)
Implementation Case: Analytics Strategy (16:47)
Implementation Case: AI Strategy (18:46)
Implementation Case: Transformation Strategy (10:02)
Implementation Case: AI Governance (6:51)
Implementation Case: Pulling 3 Concepts Together (14:06)
Decision Support Systems & KPI Maturity
KPI Maturity In Depth (12:55)
Introduction To Decision Support Platforms (9:02)
Case Study: Decision Chains & ROI (12:34)
Case Study: How Do You Get Data About Decision Making? (8:39)
AI Strategy KPI Categories (13:02)
AI Strategy KPIs (42:39)
Slides
Case Study: Apple Using Data As A Competitive Advantage
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