Structured Thinking-Welcome
Program Introduction
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What Is Data Science?
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The Future of Data Science
Course Introduction
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Course Syllabus
Skills and Competencies for the Future Workforce
A day in the life of a Data Scientist
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The Global Problem Statement
Disclaimer
Structured Thinking-Overview of Data Science Projects
Stages of a Data Science Project
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Roles in a Data Science Project
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Tools of the Trade
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Applications of Data Science
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Story of a Data Scientist
Structured Thinking-Introduction to Structured Thinking
Introduction to Structured Thinking
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Frameworks of Structured Thinking
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Structured Thinking and Problem Solving
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Structured Thinking in Solving Business Problems
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Solving Problems Like a Pro
Structured Thinking-Structured Thinking & Defining problem statements
Framing the Problem Statement
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The Common Pitfalls — The Loop Trap
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The Common Pitfalls — The Complexity Trap
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The Common Pitfalls — The Obvious Trap
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Tell us what you think!
Solving Problems with Structured Thinking-Defining a Problem Statement
Defining a Problem Statement Worksheet (PSW)
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How the PSW Helps in Defining a Problem Statement
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Best Practices and Pitfalls of a PSW
Solving Problems with Structured Thinking-Frameworks of Problem Solving
Mutually Exclusive and Collectively Exhaustive (MECE)
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What is an Issue Tree?
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Creating an Issue Tree
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What is a Hypothesis Tree?
Other Frameworks for Problem-Solving
Solving Problems with Structured Thinking-Finalizing the Solution
Documenting the Implementation Phase
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The Adoption Plan
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Metrics for Evaluation-1
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Metrics for Evaluation-2
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Creating User Research for Insights
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Solving Problems with Structured Thinking-Before Implementation of Solution
Common Design Pitfalls
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Common Strategic Pitfalls
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Phases of Testing a DS Project
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Human-Centered Design-Introduction to Human-Centered Design (HCD)
Human-Centered Design (HCD) and Empathy
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Optional Reading - User Centered Design in a Product Development Lifecycle Process
What is HCD?
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Empathy Map — Why and How
The Discovery Phase
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Empathy Map, User Persona, and User Flow
The Solution Phase
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Fireside Chat with Biju Dominic
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Empathy in Design — Three Strategies to Build Empathy
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