
Learning Analytics Cookbook
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Content
- Intro
- Preface
- Acknowledgments
- Contents
- Part I: Understanding Learning Analytics
- Chapter 1: Introduction to the Learning Analytics Cookbook
- 1.1 Cookbook and Recipes
- 1.2 The Learning Analytics Toolbox
- References
- Chapter 2: Learning Analytics Kitchen
- 2.1 Defining the Learning Analytics Niche
- 2.2 Stakeholders: Contributors and Beneficiaries of Learning Analytics
- 2.3 Objectives: Goals That Learning Analytics Applications Support
- 2.4 Data: Educational Datasets and the Environments in Which They Occur
- 2.5 Instruments: Technologies, Algorithms, and Theories That Carry Learning Analytics
- 2.6 Internal Limitations: User Requirements to Exploit the Benefits of Learning Analytics
- 2.7 External Constraints: Restrictions and Limitations to Anticipated Benefits
- References
- Chapter 3: Responsible Cooking with Learning Analytics
- 3.1 The Responsible Learning Analytics Kitchen
- 3.2 Big Data in the Responsible Learning Analytics Kitchen
- 3.3 General Ethical and Privacy Guidelines
- 3.4 Ethical Frameworks in Learning Analytics
- 3.5 Ethics by Design
- 3.6 Important Legal Regulations
- 3.7 Conclusions
- References
- Part II: Selected Learning Analytics Recipes
- Chapter 4: Understanding Student-Driven Learning Processes
- 4.1 Appetizer
- 4.2 Ingredients
- 4.3 Preparation
- 4.4 Cooking
- 4.5 Serving
- References
- Chapter 5: Learning Analytics in a Primary School: Lea´s Box Recipe
- 5.1 Appetizer
- 5.2 Ingredients
- 5.3 Preparation
- 5.4 Cooking
- 5.5 Serving
- Chapter 6: Explore your Online Course: Visualization of Resource Use and the Learning Process
- 6.1 Appetizer
- 6.2 Ingredients
- 6.3 Preparation
- 6.3.1 Installation of the LEMO2 CourseExplorer
- 6.3.2 Export Your Moodle Course
- 6.3.3 Importing Your Data into the CourseExplorer
- 6.4 Cooking
- 6.4.1 Essential Kitchen Tool: The Dashboard
- 6.4.2 Different Flavors of Course Analysis
- 6.4.3 Seasoning
- 6.5 Serving
- 6.5.1 How Do Students Use Their Learning Resources?
- 6.5.2 Are There Patterns to Describe Students´ Online Learning?
- 6.5.3 How Do Students Perform?
- Reference
- Chapter 7: Understanding Students´ Online Behavior While They Search on the Internet: Searching as Learning
- 7.1 Appetizer
- 7.2 Ingredients
- 7.3 Preparation
- 7.3.1 The LearnWeb Platform
- 7.3.2 The Glossary
- 7.3.3 The Proxy
- 7.3.4 The Tracker
- 7.3.5 The Learning Analytics Dashboard
- 7.4 Cooking
- 7.5 Serving
- References
- Glossary
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