Chapter 1. Market Scope & Methodology
1.1 Market Definition
1.2 Objectives
1.3 Market Scope
1.4 Segmentation
1.4.1 Global Big Data Analytics Market, by Sector
1.4.2 Global Big Data Analytics Market, by Application
1.4.3 Global Big Data Analytics Market, by Component
1.4.4 Global Big Data Analytics Market, by Deployment Mode
1.4.5 Global Big Data Analytics Market, by Geography
1.5 Methodology for the research
Chapter 2. Market Overview
2.1 Introduction
2.1.1 Overview
2.1.1.1 Market Composition and Scenario
2.2 Key Factors Impacting the Market
2.2.1 Market Drivers
2.2.2 Market Restraints
Chapter 3. Global Big Data Analytics in Education Market by Sector
3.1 Global Higher Education Market by Region
3.2 Global K-12 Market by Region
3.3 Global Preschool Market by Region
Chapter 4. Global Big Data Analytics in Education Market by Application
4.1 Global Skill Assessment Market by Region
4.2 Global Behavior Detection Market by Region
4.3 Global Course Recommendation Market by Region
4.4 Global Student Attrition Rate Detection Market by Region
4.5 Global Others Market by Region
Chapter 5. Global Big Data Analytics in Education Market by Component
5.1 Global Software Market by Region
5.2 Global Services Market by Region
Chapter 6. Global Big Data Analytics in Education Market by Deployment Mode
6.1 Global On-premise Market by Region
6.2 Global Cloud Market by Region
Chapter 7. Global Big Data Analytics in Education Market by Region
7.1 North America Big Data Analytics in Education Market
7.1.1 North America Big Data Analytics in Education Market by Sector
7.1.1.1 North America Higher Education Market by Country
7.1.1.2 North America K-12 Market by Country
7.1.1.3 North America Preschool Market by Country
7.1.2 North America Big Data Analytics in Education Market by Application
7.1.2.1 North America Skill Assessment Market by Country
7.1.2.2 North America Behavior Detection Market by Country
7.1.2.3 North America Course Recommendation Market by Country
7.1.2.4 North America Student Attrition Rate Detection Market by Country
7.1.2.5 North America Others Market by Country
7.1.3 North America Big Data Analytics in Education Market by Component
7.1.3.1 North America Software Market by Country
7.1.3.2 North America Services Market by Country
7.1.4 North America Big Data Analytics in Education Market by Deployment Mode
7.1.4.1 North America On-premise Market by Country
7.1.4.2 North America Cloud Market by Country
7.1.5 North America Big Data Analytics in Education Market by Country
7.1.5.1 USA Big Data Analytics in Education Market
7.1.5.1.1 USA Big Data Analytics in Education Market by Sector
7.1.5.1.2 USA Big Data Analytics in Education Market by Application
7.1.5.1.3 USA Big Data Analytics in Education Market by Component
7.1.5.1.4 USA Big Data Analytics in Education Market by Deployment Mode
7.1.5.2 Canada Big Data Analytics in Education Market
7.1.5.2.1 Canada Big Data Analytics in Education Market by Sector
7.1.5.2.2 Canada Big Data Analytics in Education Market by Application
7.1.5.2.3 Canada Big Data Analytics in Education Market by Component
7.1.5.2.4 Canada Big Data Analytics in Education Market by Deployment Mode
7.1.5.3 Mexico Big Data Analytics in Education Market
7.1.5.3.1 Mexico Big Data Analytics in Education Market by Sector
7.1.5.3.2 Mexico Big Data Analytics in Education Market by Application
7.1.5.3.3 Mexico Big Data Analytics in Education Market by Component
7.1.5.3.4 Mexico Big Data Analytics in Education Market by Deployment Mode
7.1.5.4 Rest of North America Big Data Analytics in Education Market
7.1.5.4.1 Rest of North America Big Data Analytics in Education Market by Sector
7.1.5.4.2 Rest of North America Big Data Analytics in Education Market by Application
7.1.5.4.3 Rest of North America Big Data Analytics in Education Market by Component
7.1.5.4.4 Rest of North America Big Data Analytics in Education Market by Deployment Mode
7.2 Europe Big Data Analytics in Education Market
7.2.1 Europe Big Data Analytics in Education Market by Sector
7.2.1.1 Europe Higher Education Market by Country
7.2.1.2 Europe K-12 Market by Country
7.2.1.3 Europe Preschool Market by Country
7.2.2 Europe Big Data Analytics in Education Market by Application
7.2.2.1 Europe Skill Assessment Market by Country
7.2.2.2 Europe Behavior Detection Market by Country
7.2.2.3 Europe Course Recommendation Market by Country
7.2.2.4 Europe Student Attrition Rate Detection Market by Country
7.2.2.5 Europe Others Market by Country
7.2.3 Europe Big Data Analytics in Education Market by Component
7.2.3.1 Europe Software Market by Country
7.2.3.2 Europe Services Market by Country
7.2.4 Europe Big Data Analytics in Education Market by Deployment Mode
7.2.4.1 Europe On-premise Market by Country
7.2.4.2 Europe Cloud Market by Country
7.2.5 Europe Big Data Analytics in Education Market by Country
7.2.5.1 Germany Big Data Analytics in Education Market
7.2.5.1.1 Germany Big Data Analytics in Education Market by Sector
7.2.5.1.2 Germany Big Data Analytics in Education Market by Application
7.2.5.1.3 Germany Big Data Analytics in Education Market by Component
7.2.5.1.4 Germany Big Data Analytics in Education Market by Deployment Mode
7.2.5.2 UK Big Data Analytics in Education Market
7.2.5.2.1 UK Big Data Analytics in Education Market by Sector
7.2.5.2.2 UK Big Data Analytics in Education Market by Application
7.2.5.2.3 UK Big Data Analytics in Education Market by Component
7.2.5.2.4 UK Big Data Analytics in Education Market by Deployment Mode
7.2.5.3 France Big Data Analytics in Education Market
7.2.5.3.1 France Big Data Analytics in Education Market by Sector
7.2.5.3.2 France Big Data Analytics in Education Market by Application
7.2.5.3.3 France Big Data Analytics in Education Market by Component
7.2.5.3.4 France Big Data Analytics in Education Market by Deployment Mode
7.2.5.4 Russia Big Data Analytics in Education Market
7.2.5.4.1 Russia Big Data Analytics in Education Market by Sector
7.2.5.4.2 Russia Big Data Analytics in Education Market by Application
7.2.5.4.3 Russia Big Data Analytics in Education Market by Component
7.2.5.4.4 Russia Big Data Analytics in Education Market by Deployment Mode
7.2.5.5 Spain Big Data Analytics in Education Market
7.2.5.5.1 Spain Big Data Analytics in Education Market by Sector
7.2.5.5.2 Spain Big Data Analytics in Education Market by Application
7.2.5.5.3 Spain Big Data Analytics in Education Market by Component
7.2.5.5.4 Spain Big Data Analytics in Education Market by Deployment Mode
7.2.5.6 Italy Big Data Analytics in Education Market
7.2.5.6.1 Italy Big Data Analytics in Education Market by Sector
7.2.5.6.2 Italy Big Data Analytics in Education Market by Application
7.2.5.6.3 Italy Big Data Analytics in Education Market by Component
7.2.5.6.4 Italy Big Data Analytics in Education Market by Deployment Mode
7.2.5.7 Rest of Europe Big Data Analytics in Education Market
7.2.5.7.1 Rest of Europe Big Data Analytics in Education Market by Sector
7.2.5.7.2 Rest of Europe Big Data Analytics in Education Market by Application
7.2.5.7.3 Rest of Europe Big Data Analytics in Education Market by Component
7.2.5.7.4 Rest of Europe Big Data Analytics in Education Market by Deployment Mode
7.3 Asia Pacific Big Data Analytics in Education Market
7.3.1 Asia Pacific Big Data Analytics in Education Market by Sector
7.3.1.1 Asia Pacific Higher Education Market by Country
7.3.1.2 Asia Pacific K-12 Market by Country
7.3.1.3 Asia Pacific Preschool Market by Country
7.3.2 Asia Pacific Big Data Analytics in Education Market by Application
7.3.2.1 Asia Pacific Skill Assessment Market by Country
7.3.2.2 Asia Pacific Behavior Detection Market by Country
7.3.2.3 Asia Pacific Course Recommendation Market by Country
7.3.2.4 Asia Pacific Student Attrition Rate Detection Market by Country
7.3.2.5 Asia Pacific Others Market by Country
7.3.3 Asia Pacific Big Data Analytics in Education Market by Component
7.3.3.1 Asia Pacific Software Market by Country
7.3.3.2 Asia Pacific Services Market by Country
7.3.4 Asia Pacific Big Data Analytics in Education Market by Deployment Mode
7.3.4.1 Asia Pacific On-premise Market by Country
7.3.4.2 Asia Pacific Cloud Market by Country
7.3.5 Asia Pacific Big Data Analytics in Education Market by Country
7.3.5.1 China Big Data Analytics in Education Market
7.3.5.1.1 China Big Data Analytics in Education Market by Sector
7.3.5.1.2 China Big Data Analytics in Education Market by Application
7.3.5.1.3 China Big Data Analytics in Education Market by Component
7.3.5.1.4 China Big Data Analytics in Education Market by Deployment Mode
7.3.5.2 Japan Big Data Analytics in Education Market
7.3.5.2.1 Japan Big Data Analytics in Education Market by Sector
7.3.5.2.2 Japan Big Data Analytics in Education Market by Application
7.3.5.2.3 Japan Big Data Analytics in Education Market by Component
7.3.5.2.4 Japan Big Data Analytics in Education Market by Deployment Mode
7.3.5.3 India Big Data Analytics in Education Market
7.3.5.3.1 India Big Data Analytics in Education Market by Sector
7.3.5.3.2 India Big Data Analytics in Education Market by Application
7.3.5.3.3 India Big Data Analytics in Education Market by Component
7.3.5.3.4 India Big Data Analytics in Education Market by Deployment Mode
7.3.5.4 South Korea Big Data Analytics in Education Market
7.3.5.4.1 South Korea Big Data Analytics in Education Market by Sector
7.3.5.4.2 South Korea Big Data Analytics in Education Market by Application
7.3.5.4.3 South Korea Big Data Analytics in Education Market by Component
7.3.5.4.4 South Korea Big Data Analytics in Education Market by Deployment Mode
7.3.5.5 Singapore Big Data Analytics in Education Market
7.3.5.5.1 Singapore Big Data Analytics in Education Market by Sector
7.3.5.5.2 Singapore Big Data Analytics in Education Market by Application
7.3.5.5.3 Singapore Big Data Analytics in Education Market by Component
7.3.5.5.4 Singapore Big Data Analytics in Education Market by Deployment Mode
7.3.5.6 Malaysia Big Data Analytics in Education Market
7.3.5.6.1 Malaysia Big Data Analytics in Education Market by Sector
7.3.5.6.2 Malaysia Big Data Analytics in Education Market by Application
7.3.5.6.3 Malaysia Big Data Analytics in Education Market by Component
7.3.5.6.4 Malaysia Big Data Analytics in Education Market by Deployment Mode
7.3.5.7 Rest of Asia Pacific Big Data Analytics in Education Market
7.3.5.7.1 Rest of Asia Pacific Big Data Analytics in Education Market by Sector
7.3.5.7.2 Rest of Asia Pacific Big Data Analytics in Education Market by Application
7.3.5.7.3 Rest of Asia Pacific Big Data Analytics in Education Market by Component
7.3.5.7.4 Rest of Asia Pacific Big Data Analytics in Education Market by Deployment Mode
7.4 LAMEA Big Data Analytics in Education Market
7.4.1 LAMEA Big Data Analytics in Education Market by Sector
7.4.1.1 LAMEA Higher Education Market by Country
7.4.1.2 LAMEA K-12 Market by Country
7.4.1.3 LAMEA Preschool Market by Country
7.4.2 LAMEA Big Data Analytics in Education Market by Application
7.4.2.1 LAMEA Skill Assessment Market by Country
7.4.2.2 LAMEA Behavior Detection Market by Country
7.4.2.3 LAMEA Course Recommendation Market by Country
7.4.2.4 LAMEA Student Attrition Rate Detection Market by Country
7.4.2.5 LAMEA Others Market by Country
7.4.3 LAMEA Big Data Analytics in Education Market by Component
7.4.3.1 LAMEA Software Market by Country
7.4.3.2 LAMEA Services Market by Country
7.4.4 LAMEA Big Data Analytics in Education Market by Deployment Mode
7.4.4.1 LAMEA On-premise Market by Country
7.4.4.2 LAMEA Cloud Market by Country
7.4.5 LAMEA Big Data Analytics in Education Market by Country
7.4.5.1 Brazil Big Data Analytics in Education Market
7.4.5.1.1 Brazil Big Data Analytics in Education Market by Sector
7.4.5.1.2 Brazil Big Data Analytics in Education Market by Application
7.4.5.1.3 Brazil Big Data Analytics in Education Market by Component
7.4.5.1.4 Brazil Big Data Analytics in Education Market by Deployment Mode
7.4.5.2 Argentina Big Data Analytics in Education Market
7.4.5.2.1 Argentina Big Data Analytics in Education Market by Sector
7.4.5.2.2 Argentina Big Data Analytics in Education Market by Application
7.4.5.2.3 Argentina Big Data Analytics in Education Market by Component
7.4.5.2.4 Argentina Big Data Analytics in Education Market by Deployment Mode
7.4.5.3 UAE Big Data Analytics in Education Market
7.4.5.3.1 UAE Big Data Analytics in Education Market by Sector
7.4.5.3.2 UAE Big Data Analytics in Education Market by Application
7.4.5.3.3 UAE Big Data Analytics in Education Market by Component
7.4.5.3.4 UAE Big Data Analytics in Education Market by Deployment Mode
7.4.5.4 Saudi Arabia Big Data Analytics in Education Market
7.4.5.4.1 Saudi Arabia Big Data Analytics in Education Market by Sector
7.4.5.4.2 Saudi Arabia Big Data Analytics in Education Market by Application
7.4.5.4.3 Saudi Arabia Big Data Analytics in Education Market by Component
7.4.5.4.4 Saudi Arabia Big Data Analytics in Education Market by Deployment Mode
7.4.5.5 South Africa Big Data Analytics in Education Market
7.4.5.5.1 South Africa Big Data Analytics in Education Market by Sector
7.4.5.5.2 South Africa Big Data Analytics in Education Market by Application
7.4.5.5.3 South Africa Big Data Analytics in Education Market by Component
7.4.5.5.4 South Africa Big Data Analytics in Education Market by Deployment Mode
7.4.5.6 Nigeria Big Data Analytics in Education Market
7.4.5.6.1 Nigeria Big Data Analytics in Education Market by Sector
7.4.5.6.2 Nigeria Big Data Analytics in Education Market by Application
7.4.5.6.3 Nigeria Big Data Analytics in Education Market by Component
7.4.5.6.4 Nigeria Big Data Analytics in Education Market by Deployment Mode
7.4.5.7 Rest of LAMEA Big Data Analytics in Education Market
7.4.5.7.1 Rest of LAMEA Big Data Analytics in Education Market by Sector
7.4.5.7.2 Rest of LAMEA Big Data Analytics in Education Market by Application
7.4.5.7.3 Rest of LAMEA Big Data Analytics in Education Market by Component
7.4.5.7.4 Rest of LAMEA Big Data Analytics in Education Market by Deployment Mode
Chapter 8. Company Profiles
8.1 IBM Corporation
8.1.1 Company Overview
8.1.2 Financial Analysis
8.1.3 Regional & Segmental Analysis
8.1.4 Research & Development Expenses
8.1.5 SWOT Analysis
8.2 Oracle Corporation
8.2.1 Company Overview
8.2.2 Financial Analysis
8.2.3 Segmental and Regional Analysis
8.2.4 Research & Development Expense
8.2.5 SWOT Analysis
8.3 Microsoft Corporation
8.3.1 Company Overview
8.3.2 Financial Analysis
8.3.3 Segmental and Regional Analysis
8.3.4 Research & Development Expenses
8.3.5 Recent strategies and developments:
8.3.5.1 Partnerships, Collaborations, and Agreements:
8.3.5.2 Acquisitions and Mergers:
8.3.6 SWOT Analysis
8.4 Verisk Analytics, Inc.
8.4.1 Company overview
8.4.2 Financial Analysis
8.4.3 Segmental and Regional Analysis
8.4.4 Research & Development Expense
8.5 SAP SE
8.5.1 Company Overview
8.5.2 Financial Analysis
8.5.3 Segmental and Regional Analysis
8.5.4 Research & Development Expense
8.5.5 Recent strategies and developments:
8.5.5.1 Partnerships, Collaborations, and Agreements:
8.5.6 SWOT Analysis
8.6 Salesforce.com, Inc.
8.6.1 Company Overview
8.6.2 Financial Analysis
8.6.3 Regional Analysis
8.6.4 Research & Development Expense
8.6.5 Recent strategies and developments:
8.6.5.1 Partnerships, Collaborations, and Agreement:
8.6.6 SWOT Analysis
8.7 Alteryx, Inc.
8.7.1 Company Overview
8.7.2 Financial Analysis
8.7.3 Regional Analysis
8.7.4 Research & Development Expense
8.8 SAS Institute, Inc.
8.8.1 Company Overview
8.8.2 Recent strategies and developments:
8.8.2.1 Partnerships, Collaborations, and Agreements:
8.9 Blackboard, Inc. (Providence Equity Partners)
8.9.1 Company Overview
8.9.2 Recent strategies and developments:
8.9.2.1 Acquisitions and Mergers:
8.9.2.2 Product Launches and Product Expansions:
8.10. Tibco Software, Inc. (Vista Equity Partners)
8.10.1 Company Overview
8.10.2 Recent strategies and developments:
8.10.2.1 Partnerships, Collaborations and Agreements:
Unique Offerings 
