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Outline


1. What is Data Science?
1.1 What is Data Science?
Video 1.1.1 What is Data Science?
Check for Understanding 1.1.2 What is Data Science?
Connection 1.1.3 What Does a Data Scientist Do?
Free Response 1.1.4 What Does a Data Scientist Do?
Connection 1.1.5 Exploring Data I
Free Response 1.1.6 Exploring Data II
Connection 1.1.7 Exploring Data III
Free Response 1.1.8 Exploring Data IV
Free Response 1.1.9 Lookup, Compute, Relate
Free Response 1.1.10 Statistical Questions
1.2 The Data Science Life Cycle
Video 1.2.1 The Data Life Cycle
Quiz 1.2.2 The Data Life Cycle Quiz
Notes 1.2.3 What Stage?
Free Response 1.2.4 What Stage Response
Article 1.2.5 Develop a Statistical Question
Free Response 1.2.6 Statistical Question and Data Collection Reflection
2. The Data Science Life Cycle
2.1 Spreadsheet Basics
Notes 2.1.1 Introduction to Spreadsheets
Article 2.1.2 Basic Operations Exploration
Notes 2.1.3 Importing Data
Free Response 2.1.4 Importing Data Reflection
Quiz 2.1.5 Basic Operations Quiz
2.2 Data Cleaning
Video 2.2.1 Data Cleaning
Quiz 2.2.2 Cleaning Data Quiz
Notes 2.2.3 Health and Wellness Tracking
Free Response 2.2.4 Cleaning A Dataset Reflection
2.3 Sort and Filter
Video 2.3.1 Sorting and Filtering
Quiz 2.3.2 Sorting and Filtering Quiz
Notes 2.3.3 Influential Women
Free Response 2.3.4 Influential Women Response
2.4 Data Visualizations
Video 2.4.1 Data Visualizations
Quiz 2.4.2 Data Visualizations Quiz
Connection 2.4.3 Making Accessible Charts
Free Response 2.4.4 Making Accessible Charts Response
Notes 2.4.5 Which Visualization is Best?
Free Response 2.4.6 Visualization Reflection
2.5 Pivot Tables
Video 2.5.1 Pivot Tables
Quiz 2.5.2 Pivot Tables Quiz
Notes 2.5.3 Sneaker Boutique Sales
Free Response 2.5.4 Sneaker Boutique Sales Response
2.6 Statistical Measures
Video 2.6.1 Statistical Measures
Quiz 2.6.2 Statistics and Data Science Quiz
Notes 2.6.3 Unemployment Rates
Free Response 2.6.4 Unemployment Rates Response
3. Data Ethics
3.1 Data Privacy
Video 3.1.1 Data Privacy
Quiz 3.1.2 Data Privacy
Connection 3.1.3 Too Much Data Privacy?
Free Response 3.1.4 Too Much Data Privacy Response
Notes 3.1.5 Example: Anonymizing Library Records
Notes 3.1.6 Data Anonymization: City Gardening
Free Response 3.1.7 City Gardening Reflection
3.2 Big Data and Bias
Video 3.2.1 Big Data and Bias
Check for Understanding 3.2.2 Big Data and Bias
Connection 3.2.3 Machine Learning and Human Bias
Free Response 3.2.4 Machine Learning and Human Bias
Connection 3.2.5 Cognitive Biases
Free Response 3.2.6 Cognitive Biases
3.3 Responsible Data Science
Notes 3.3.1 Responsible Data Science Introduction
Connection 3.3.2 What is Responsible Data?
Free Response 3.3.3 What is Responsible Data Science Response
Connection 3.3.4 Data Biography
Article 3.3.5 Data Biography Examples
Free Response 3.3.6 Data Biography Response
Free Response 3.3.7 Responsible Data Science Life Cycle
Quiz 3.3.8 Responsible Data Science Quiz
4. Data Storytelling
4.1 Data Storytelling
Video 4.1.1 Data Storytelling
Connection 4.1.2 Running Analytics Dashboard
Connection 4.1.3 Is That True? DUIs and the NFL
Free Response 4.1.4 Data Story Reflection
Connection 4.1.5 Choosing a Narrative
Free Response 4.1.6 What Story Will You Tell?
4.2 Final Project
Notes 4.2.1 Project Introduction
Free Response 4.2.2 Step 1: Ask Questions
Free Response 4.2.3 Step 2: Consider Data
Free Response 4.2.4 Step 3: Analyze Data
Free Response 4.2.5 Step 4: Interpret Data
5. What's Next?
5.1 What's Next?
Notes 5.1.1 Data Science Pathways
Connection 5.1.2 Career Pathways
Notes 5.1.3 Data Science Resources
Connection 5.1.4 AI Course
Example 5.1.5 Clustering and Old Faithful
Connection 5.1.6 Python Course
Example 5.1.7 Python Demo
Connection 5.1.8 SQL Course
Example 5.1.9 SQL Demo
Free Response 5.1.10 My Pathway