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Data Science with Sheets - Outline

  1. What is Data Science?

    1. 1.1 What is Data Science?

    2. Video 1.1.1 What is Data Science?
    3. Check for Understanding 1.1.2 What is Data Science?
    4. Connection 1.1.3 What Does a Data Scientist Do?
    5. Free Response 1.1.4 What Does a Data Scientist Do?
    6. Connection 1.1.5 Exploring Data I
    7. Free Response 1.1.6 Exploring Data II
    8. Connection 1.1.7 Exploring Data III
    9. Free Response 1.1.8 Exploring Data IV
    10. Free Response 1.1.9 Lookup, Compute, Relate
    11. Free Response 1.1.10 Statistical Questions

    12. 1.2 The Data Science Life Cycle

    13. Video 1.2.1 The Data Life Cycle
    14. Quiz 1.2.2 The Data Life Cycle Quiz
    15. Notes 1.2.3 What Stage?
    16. Free Response 1.2.4 What Stage Response
    17. Article 1.2.5 Develop a Statistical Question
    18. Free Response 1.2.6 Statistical Question and Data Collection Reflection

  2. The Data Science Life Cycle

    1. 2.1 Spreadsheet Basics

    2. Notes 2.1.1 Introduction to Spreadsheets
    3. Article 2.1.2 Basic Operations Exploration
    4. Notes 2.1.3 Importing Data
    5. Free Response 2.1.4 Importing Data Reflection
    6. Quiz 2.1.5 Basic Operations Quiz

    7. 2.2 Data Cleaning

    8. Video 2.2.1 Data Cleaning
    9. Quiz 2.2.2 Cleaning Data Quiz
    10. Notes 2.2.3 Health and Wellness Tracking
    11. Free Response 2.2.4 Cleaning A Dataset Reflection

    12. 2.3 Sort and Filter

    13. Video 2.3.1 Sorting and Filtering
    14. Quiz 2.3.2 Sorting and Filtering Quiz
    15. Notes 2.3.3 Influential Women
    16. Free Response 2.3.4 Influential Women Response

    17. 2.4 Data Visualizations

    18. Video 2.4.1 Data Visualizations
    19. Quiz 2.4.2 Data Visualizations Quiz
    20. Connection 2.4.3 Making Accessible Charts
    21. Free Response 2.4.4 Making Accessible Charts Response
    22. Notes 2.4.5 Which Visualization is Best?
    23. Free Response 2.4.6 Visualization Reflection

    24. 2.5 Pivot Tables

    25. Video 2.5.1 Pivot Tables
    26. Quiz 2.5.2 Pivot Tables Quiz
    27. Notes 2.5.3 Sneaker Boutique Sales
    28. Free Response 2.5.4 Sneaker Boutique Sales Response

    29. 2.6 Statistical Measures

    30. Video 2.6.1 Statistical Measures
    31. Quiz 2.6.2 Statistics and Data Science Quiz
    32. Notes 2.6.3 Unemployment Rates
    33. Free Response 2.6.4 Unemployment Rates Response

  3. Data Ethics

    1. 3.1 Data Privacy

    2. Video 3.1.1 Data Privacy
    3. Quiz 3.1.2 Data Privacy
    4. Connection 3.1.3 Too Much Data Privacy?
    5. Free Response 3.1.4 Too Much Data Privacy Response
    6. Notes 3.1.5 Example: Anonymizing Library Records
    7. Notes 3.1.6 Data Anonymization: City Gardening
    8. Free Response 3.1.7 City Gardening Reflection

    9. 3.2 Big Data and Bias

    10. Video 3.2.1 Big Data and Bias
    11. Check for Understanding 3.2.2 Big Data and Bias
    12. Connection 3.2.3 Machine Learning and Human Bias
    13. Free Response 3.2.4 Machine Learning and Human Bias
    14. Connection 3.2.5 Cognitive Biases
    15. Free Response 3.2.6 Cognitive Biases

    16. 3.3 Responsible Data Science

    17. Notes 3.3.1 Responsible Data Science Introduction
    18. Connection 3.3.2 What is Responsible Data?
    19. Free Response 3.3.3 What is Responsible Data Science Response
    20. Connection 3.3.4 Data Biography
    21. Article 3.3.5 Data Biography Examples
    22. Free Response 3.3.6 Data Biography Response
    23. Free Response 3.3.7 Responsible Data Science Life Cycle
    24. Quiz 3.3.8 Responsible Data Science Quiz

  4. Data Storytelling

    1. 4.1 Data Storytelling

    2. Video 4.1.1 Data Storytelling
    3. Connection 4.1.2 Running Analytics Dashboard
    4. Connection 4.1.3 Is That True? DUIs and the NFL
    5. Free Response 4.1.4 Data Story Reflection
    6. Connection 4.1.5 Choosing a Narrative
    7. Free Response 4.1.6 What Story Will You Tell?

    8. 4.2 Final Project

    9. Notes 4.2.1 Project Introduction
    10. Free Response 4.2.2 Step 1: Ask Questions
    11. Free Response 4.2.3 Step 2: Consider Data
    12. Free Response 4.2.4 Step 3: Analyze Data
    13. Free Response 4.2.5 Step 4: Interpret Data

  5. What's Next?

    1. 5.1 What's Next?

    2. Notes 5.1.1 Data Science Pathways
    3. Connection 5.1.2 Career Pathways
    4. Notes 5.1.3 Data Science Resources
    5. Connection 5.1.4 AI Course
    6. Example 5.1.5 Clustering and Old Faithful
    7. Connection 5.1.6 Python Course
    8. Example 5.1.7 Python Demo
    9. Connection 5.1.8 SQL Course
    10. Example 5.1.9 SQL Demo
    11. Free Response 5.1.10 My Pathway