Learning analytics cookbook: how to support learning processes through data analytics and visualization

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 Learn...

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Hauptverfasser: Jaakonmäki, Roope (VerfasserIn), Brocke, Jan vom (VerfasserIn), Dietze, Stefan (VerfasserIn), Drachsler, Hendrik (VerfasserIn), Fortenbacher, Albrecht (VerfasserIn), Helbig, René (VerfasserIn), Kickmeier-Rust, Michael (VerfasserIn), Marenzi, Ivana (VerfasserIn), Suárez, Ángel (VerfasserIn), Yun, Haeseon (VerfasserIn)
Format: Buch
Sprache:English
Veröffentlicht: Cham, Switzerland Springer [2020]
Schriftenreihe:SpringerBriefs in Business Process Management
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Zusammenfassung: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: Leaś 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
Beschreibung:Literaturangaben
Beschreibung:xi, 91 pages Illustrationen 24 cm
ISBN:3030433765
3030433773
9783030433765
DOI:10.1007/978-3-030-43377-2

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