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Learning Data Science: Ask Great Questions

Learning Data Science: Ask Great Questions

1h 14mIntermediate2017-01-13

Authors

Doug Rose

Doug Rose

Teaching Fortune 500s and professionals how to lead change

Course details

Great data science discoveries are often traced back to someone asking a critical question. That's why it's important for your team to use critical thinking to come up with astute, meaningful questions that add real value. A well-crafted question can prevent your team from getting sidetracked on bad assumptions and false conclusions. In this course, author Doug Rose explores the key components of critical reasoning and how to pan for gold in streams of data to search for new questions. You'll learn how to work together as a team to run question meetings, organize important ideas into question trees, and generate quality questions by clarifying key terms, challenging evidence, uncovering misleading statistics, and more.

Learning objectives
Harnessing the power of questions
Testing your reasoning
Identifying question types
Organizing questions
Rooting out assumptions
Finding errors
Highlighting missing data
Overcoming question bias

Skills covered

Data Science FoundationsData ScienceDeep Dive (X:Y)

Concepts

0. Introduction

  • 01 - Welcome

1. Apply Critical Thinking

  • 02 - Harness the power of questions
  • 03 - Pan for gold
  • 04 - Focus on reasoning
  • 05 - Test your reasoning

2. Encourage Questions

  • 06 - Run question meetings
  • 07 - Identify question types
  • 08 - Organize your questions
  • 09 - Create question trees
  • 10 - Find new questions

3. Challenge the Team

  • 11 - Clarify key terms
  • 12 - Root out assumptions
  • 13 - Find errors
  • 14 - Challenge evidence
  • 15 - See other causes
  • 16 - Uncover misleading statistics
  • 17 - Highlight missing data

4. Avoid Obstacles

  • 18 - Overcome question bias

Conclusion

  • 19 - Next steps

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