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Global Big Data Analytics in Education Market By Sector (Higher Education, K-12 and Preschool), By Application (Skill Assessment, Behavior Detection, Course Recommendation, Student Attrition Rate Detection and Others), By Component (Software and Services), By Deployment Mode (On-premise and Cloud), By Regional Outlook, Industry Analysis Report and Forecast, 2021 - 2027

Published Date : 24-Jan-2022

Pages: 251

Formats: PDF

COVID-19 Impact on the Big Data Analytics in Education Market

The Global Big Data Analytics in Education Market size is expected to reach $47.82 billion by 2027, rising at a market growth of 20.79% CAGR during the forecast period.

Big data analytics has made it possible to achieve academic goals as well as improve the learning skills of the students. The performance of students should not be limited only to conventional exams and tests. With the help of big data analytics, the data of every student can be easily tracked and analyzed to know about their weaknesses, strengths, and answer times for different subjects, and questions they are unable to answer. Mentors and teachers can create an environment that enables the students to improve their skills by getting the information and giving feedback, instruction, and extra support to those students who need it.

In the education sector, online courses, learning and teaching activities produce a large amount of data. By having appropriate data, teachers can know about the academic performance of students and provide instant feedback and draw out learning patterns.

Big Data Analytics in Education Market Size - Global Opportunities and Trends Analysis Report 2017-2027

COVID-19 Impact Analysis

This pandemic has affected almost all industries, but big data analytics is expected to have a positive impact because of the adoption of digital mode and increased investment in big data analytics by the education sector. This is because of the various restrictions imposed by the governments across various nations, such as lockdown, social distancing norms, closure of all educational institutions, which resulted in the adoption of an online mode of teaching by various educational bodies and learners.

Through the adoption of advanced technologies in education, both educators and students get connected with each other in order to get knowledge and skill. Teachers are using innovative methods to teach their students through audio and visuals. However, it is estimated that this market would continue to grow even after the pandemic.

Market Growth Factors:

Reduce the risk of student attrition

Big data can be used for predicting the number of students who may dropout in future from the courses they are pursuing. By using big data analytics, educational institutions can evaluate the way a student performs during the whole year and then predict whether they would drop or not. Moreover, by conducting such analysis educational institutions can also predict the number of students interested in a particular course before introducing it.

Enhance learning procedure

Use of big data analytics in education provide learner with the access to more information which enables them to gain more knowledge and skills. Additionally, the availability of appropriate data also let the teachers improve the reading material they provide in terms of quality and thus helps the learners to overcome the issues they are facing during the learning process. Moreover, big data analytics help students to enhance their learning by getting advantage of customized modules as per their requirements. These customized modules would further help the learners to be more attentive to the particular portion they are required to learn more and result in more productivity.

Market Restraining Factor:

Obstacles in training teachers and educators

Training teachers and educators for operating big data analytics is one of the major challenges faced by the educational institutions since teachers were well versed with the conventional way of teaching, it is difficult for them to adapt according to these advanced technologies. Although big data analytics offers multiple benefits and advantages over conventional methods of teaching, some educators might not be comfortable with changing their pedagogy style. Their reluctance to learn may come from a strong belief in their self-developed techniques and strategies.

Big Data Analytics in Education Market Share and Industry Analysis Report 2020

Sector Outlook

Based on Sector, the market is segmented into Higher Education, K-12 and Preschool. The K-12 segment is projected to register a promising growth rate over the forecast period. K-12 schools are kindergarten schools that collect a huge amount of data using a predictive model.

Application Outlook

Based on Application, the market is segmented into Skill Assessment, Behavior Detection, Course Recommendation, Student Attrition Rate Detection and Others. Student Attrition means the number of dropouts before completion of particular programme. Many educational bodies use big data analytics to get an estimation of the students’ attrition risk as to reduce the risk of dropout from courses.

Component Outlook

Based on Component, the market is segmented into Software and Services. The service segment is expected to display the highest growth rate during the forecast period. It is owing to the continuous increase in the adoption of big data analytics services in the education sector. These services ensure the effectiveness of big data analytics software and platforms among educational institutions.

Deployment Outlook

Based on Deployment Mode, the market is segmented into On-premise and Cloud. Cloud-based data analytics does not include maintenance and capital costs, it is more accessible to middle-sized educational institutions. These cloud-based big data analytics can be used via various device and from any location.

Big Data Analytics in Education Market Report Coverage
Report Attribute Details
Market size value in 2020 USD 12.2 Billion
Market size forecast in 2027 USD 47.82 billion
Base Year 2020
Historical Period 2017 to 2019
Forecast Period 2021 to 2027
Revenue Growth Rate CAGR of 20.79% from 2021 to 2027
Number of Pages 250
Number of Tables 440
Report coverage Market Trends, Revenue Estimation and Forecast, Segmentation Analysis, Regional and Country Breakdown, Companies Strategic Developments, Company Profiling
Segments covered Sector, Application, Component, Deployment Mode, Region
Country scope US, Canada, Mexico, Germany, UK, France, Russia, Spain, Italy, China, Japan, India, South Korea, Singapore, Malaysia, Brazil, Argentina, UAE, Saudi Arabia, South Africa, Nigeria
Growth Drivers
  • Reduce the risk of student attrition
  • Enhance learning procedure
Restraints

  • Obstacles in training teachers and educators

Regional Outlook

Based on Regions, the market is segmented into North America, Europe, Asia Pacific, and Latin America, Middle East & Africa. North America emerged as the leading region in the big data analytics in the education market. This is because of the high adoption of digital technologies like big data analytics and artificial intelligence among the educational institutions.

Free Valuable Insights: Global Big Data Analytics in Education Market size to reach USD 47.82 billion by 2027

The market research report covers the analysis of key stake holders of the market. Key companies profiled in the report include IBM Corporation, Oracle Corporation, Microsoft Corporation, Verisk Analytics, Inc., SAP SE, Salesforce.com, Inc., Alteryx, Inc., SAS Institute, Inc., Blackboard, Inc. (Providence Equity Partners), and Tibco Software, Inc. (Vista Equity Partners).

Recent Strategies Deployed in Big Data Analytics in Education Market

  • Oct-2021: SAP SE joined hands with EU TUMO Convergence Center for Engineering and Applied Science. This collaboration aimed to help recent graduates and students of universities to understand, use and shape digital technologies. In addition, students can explore any of the emerging topics like the future of self-service, augmented access control, or augmented extended planning and analysis.
  • Sep-2021: Blackboard announced a merger with Anthology, a brand new company offering industry-leading solutions. This merger would provide a wide ed-tech ecosystem, along with combined capabilities of both the companies that include teaching and learning, student information systems, community engagement, student success, and student engagement.
  • Aug-2021: Tableau came into partnership with AICTE, a statutory body, and a national-level council for technical education, under the Department of Higher Education. This partnership aimed to train 500,000 students in analytics in two years. Under this partnership, Tableau would provide ACTIE with access to Tableau Desktop & Tableau Prep licenses, along with its online learning, and sample curriculum material that is co-created with University professors for educators to get started teaching analytics in classrooms.
  • Apr-2021: Microsoft came into a partnership with the Higher Education Department of Andhra Pradesh, India. This partnership aimed to train students and unemployed youth covering 40 courses and certifications that would be provided to students on Microsoft. These courses would include training about a wide variety of emerging technologies like cloud computing, AI, data sciences, IoT, and many more.
  • Aug-2020: SAS India teamed up with Ganpat University, a private university in India. This collaboration aimed to launch a full-time course in Business Analytics. Together, the entities would train students for being future managers, well versed in Analytics, and experienced in managing current tools and techniques in vogue.
  • Jul-2020: Blackboard released Reporting Tier for the Blackboard Data platform. This Reporting Tier helps the institution to get access to reports developed to provide insights on the use of learning tools within the Blackboard SaaS EdTech ecosystem. In addition, the Reporting Tier also provides customers with access to strong pre-built use and adoption reporting on the LMS and other licensed Blackboard SaaS products.
  • Sep-2019: TIBCO came into collaboration with the Asia Pacific University of Technology and Innovation. Under this collaboration, the entities would engage undergraduates of Computing and Technology and Mechatronic Engineering program from Engineering Schools. In addition, the collaboration aimed to teach and perform research for data analytics in a more visual manner for IoT applications, and to train students with major data skillsets that are necessary for their future careers.
  • Apr-2019: Microsoft entered into a partnership with the UAE Ministry of Education. This partnership aimed to upskill employees in AI and data science. Along with that, Microsoft would also help the ministry to strengthen its vision to upskill its workforce in line with the latest technological trends through its Microsoft Learning Partners Program.
  • Feb-2019: Microsoft took over DataSense management from BrightBytes. This acquisition would enable Microsoft to integrate DataSense into Microsoft’s range of offerings to empower educational institutions & school and district IT leaders to better gather and maintain data along with having unequivocally control access to their data within Azure to extract the best possible learning results for students.

Scope of the Study

Market Segments Covered in the Report:

By Sector

  • Higher Education
  • K-12
  • Preschool

By Application

  • Skill Assessment
  • Behavior Detection
  • Course Recommendation
  • Student Attrition Rate Detection
  • Others

By Component

  • Software
  • Services

By Deployment Mode

  • On-premise
  • Cloud

By Geography

  • North America
    • US
    • Canada
    • Mexico
    • Rest of North America
  • Europe
    • Germany
    • UK
    • France
    • Russia
    • Spain
    • Italy
    • Rest of Europe
  • Asia Pacific
    • China
    • Japan
    • India
    • South Korea
    • Singapore
    • Malaysia
    • Rest of Asia Pacific
  • LAMEA
    • Brazil
    • Argentina
    • UAE
    • Saudi Arabia
    • South Africa
    • Nigeria
    • Rest of LAMEA

Key Market Players

List of Companies Profiled in the Report:

  • IBM Corporation
  • Oracle Corporation
  • Microsoft Corporation
  • Verisk Analytics, Inc.
  • SAP SE
  • Salesforce.com, Inc.
  • Alteryx, Inc.
  • SAS Institute, Inc.
  • Blackboard, Inc. (Providence Equity Partners)
  • Tibco Software, Inc. (Vista Equity Partners)
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:
TABLE 1 Global Big Data Analytics in Education Market, 2017 - 2020, USD Million
TABLE 2 Global Big Data Analytics in Education Market, 2021 - 2027, USD Million
TABLE 3 Global Big Data Analytics in Education Market by Sector, 2017 - 2020, USD Million
TABLE 4 Global Big Data Analytics in Education Market by Sector, 2021 - 2027, USD Million
TABLE 5 Global Higher Education Market by Region, 2017 - 2020, USD Million
TABLE 6 Global Higher Education Market by Region, 2021 - 2027, USD Million
TABLE 7 Global K-12 Market by Region, 2017 - 2020, USD Million
TABLE 8 Global K-12 Market by Region, 2021 - 2027, USD Million
TABLE 9 Global Preschool Market by Region, 2017 - 2020, USD Million
TABLE 10 Global Preschool Market by Region, 2021 - 2027, USD Million
TABLE 11 Global Big Data Analytics in Education Market by Application, 2017 - 2020, USD Million
TABLE 12 Global Big Data Analytics in Education Market by Application, 2021 - 2027, USD Million
TABLE 13 Global Skill Assessment Market by Region, 2017 - 2020, USD Million
TABLE 14 Global Skill Assessment Market by Region, 2021 - 2027, USD Million
TABLE 15 Global Behavior Detection Market by Region, 2017 - 2020, USD Million
TABLE 16 Global Behavior Detection Market by Region, 2021 - 2027, USD Million
TABLE 17 Global Course Recommendation Market by Region, 2017 - 2020, USD Million
TABLE 18 Global Course Recommendation Market by Region, 2021 - 2027, USD Million
TABLE 19 Global Student Attrition Rate Detection Market by Region, 2017 - 2020, USD Million
TABLE 20 Global Student Attrition Rate Detection Market by Region, 2021 - 2027, USD Million
TABLE 21 Global Others Market by Region, 2017 - 2020, USD Million
TABLE 22 Global Others Market by Region, 2021 - 2027, USD Million
TABLE 23 Global Big Data Analytics in Education Market by Component, 2017 - 2020, USD Million
TABLE 24 Global Big Data Analytics in Education Market by Component, 2021 - 2027, USD Million
TABLE 25 Global Software Market by Region, 2017 - 2020, USD Million
TABLE 26 Global Software Market by Region, 2021 - 2027, USD Million
TABLE 27 Global Services Market by Region, 2017 - 2020, USD Million
TABLE 28 Global Services Market by Region, 2021 - 2027, USD Million
TABLE 29 Global Big Data Analytics in Education Market by Deployment Mode, 2017 - 2020, USD Million
TABLE 30 Global Big Data Analytics in Education Market by Deployment Mode, 2021 - 2027, USD Million
TABLE 31 Global On-premise Market by Region, 2017 - 2020, USD Million
TABLE 32 Global On-premise Market by Region, 2021 - 2027, USD Million
TABLE 33 Global Cloud Market by Region, 2017 - 2020, USD Million
TABLE 34 Global Cloud Market by Region, 2021 - 2027, USD Million
TABLE 35 Global Big Data Analytics in Education Market by Region, 2017 - 2020, USD Million
TABLE 36 Global Big Data Analytics in Education Market by Region, 2021 - 2027, USD Million
TABLE 37 North America Big Data Analytics in Education Market, 2017 - 2020, USD Million
TABLE 38 North America Big Data Analytics in Education Market, 2021 - 2027, USD Million
TABLE 39 North America Big Data Analytics in Education Market by Sector, 2017 - 2020, USD Million
TABLE 40 North America Big Data Analytics in Education Market by Sector, 2021 - 2027, USD Million
TABLE 41 North America Higher Education Market by Country, 2017 - 2020, USD Million
TABLE 42 North America Higher Education Market by Country, 2021 - 2027, USD Million
TABLE 43 North America K-12 Market by Country, 2017 - 2020, USD Million
TABLE 44 North America K-12 Market by Country, 2021 - 2027, USD Million
TABLE 45 North America Preschool Market by Country, 2017 - 2020, USD Million
TABLE 46 North America Preschool Market by Country, 2021 - 2027, USD Million
TABLE 47 North America Big Data Analytics in Education Market by Application, 2017 - 2020, USD Million
TABLE 48 North America Big Data Analytics in Education Market by Application, 2021 - 2027, USD Million
TABLE 49 North America Skill Assessment Market by Country, 2017 - 2020, USD Million
TABLE 50 North America Skill Assessment Market by Country, 2021 - 2027, USD Million
TABLE 51 North America Behavior Detection Market by Country, 2017 - 2020, USD Million
TABLE 52 North America Behavior Detection Market by Country, 2021 - 2027, USD Million
TABLE 53 North America Course Recommendation Market by Country, 2017 - 2020, USD Million
TABLE 54 North America Course Recommendation Market by Country, 2021 - 2027, USD Million
TABLE 55 North America Student Attrition Rate Detection Market by Country, 2017 - 2020, USD Million
TABLE 56 North America Student Attrition Rate Detection Market by Country, 2021 - 2027, USD Million
TABLE 57 North America Others Market by Country, 2017 - 2020, USD Million
TABLE 58 North America Others Market by Country, 2021 - 2027, USD Million
TABLE 59 North America Big Data Analytics in Education Market by Component, 2017 - 2020, USD Million
TABLE 60 North America Big Data Analytics in Education Market by Component, 2021 - 2027, USD Million
TABLE 61 North America Software Market by Country, 2017 - 2020, USD Million
TABLE 62 North America Software Market by Country, 2021 - 2027, USD Million
TABLE 63 North America Services Market by Country, 2017 - 2020, USD Million
TABLE 64 North America Services Market by Country, 2021 - 2027, USD Million
TABLE 65 North America Big Data Analytics in Education Market by Deployment Mode, 2017 - 2020, USD Million
TABLE 66 North America Big Data Analytics in Education Market by Deployment Mode, 2021 - 2027, USD Million
TABLE 67 North America On-premise Market by Country, 2017 - 2020, USD Million
TABLE 68 North America On-premise Market by Country, 2021 - 2027, USD Million
TABLE 69 North America Cloud Market by Country, 2017 - 2020, USD Million
TABLE 70 North America Cloud Market by Country, 2021 - 2027, USD Million
TABLE 71 North America Big Data Analytics in Education Market by Country, 2017 - 2020, USD Million
TABLE 72 North America Big Data Analytics in Education Market by Country, 2021 - 2027, USD Million
TABLE 73 USA Big Data Analytics in Education Market, 2017 - 2020, USD Million
TABLE 74 USA Big Data Analytics in Education Market, 2021 - 2027, USD Million
TABLE 75 USA Big Data Analytics in Education Market by Sector, 2017 - 2020, USD Million
TABLE 76 USA Big Data Analytics in Education Market by Sector, 2021 - 2027, USD Million
TABLE 77 USA Big Data Analytics in Education Market by Application, 2017 - 2020, USD Million
TABLE 78 USA Big Data Analytics in Education Market by Application, 2021 - 2027, USD Million
TABLE 79 USA Big Data Analytics in Education Market by Component, 2017 - 2020, USD Million
TABLE 80 USA Big Data Analytics in Education Market by Component, 2021 - 2027, USD Million
TABLE 81 USA Big Data Analytics in Education Market by Deployment Mode, 2017 - 2020, USD Million
TABLE 82 USA Big Data Analytics in Education Market by Deployment Mode, 2021 - 2027, USD Million
TABLE 83 Canada Big Data Analytics in Education Market, 2017 - 2020, USD Million
TABLE 84 Canada Big Data Analytics in Education Market, 2021 - 2027, USD Million
TABLE 85 Canada Big Data Analytics in Education Market by Sector, 2017 - 2020, USD Million
TABLE 86 Canada Big Data Analytics in Education Market by Sector, 2021 - 2027, USD Million
TABLE 87 Canada Big Data Analytics in Education Market by Application, 2017 - 2020, USD Million
TABLE 88 Canada Big Data Analytics in Education Market by Application, 2021 - 2027, USD Million
TABLE 89 Canada Big Data Analytics in Education Market by Component, 2017 - 2020, USD Million
TABLE 90 Canada Big Data Analytics in Education Market by Component, 2021 - 2027, USD Million
TABLE 91 Canada Big Data Analytics in Education Market by Deployment Mode, 2017 - 2020, USD Million
TABLE 92 Canada Big Data Analytics in Education Market by Deployment Mode, 2021 - 2027, USD Million
TABLE 93 Mexico Big Data Analytics in Education Market, 2017 - 2020, USD Million
TABLE 94 Mexico Big Data Analytics in Education Market, 2021 - 2027, USD Million
TABLE 95 Mexico Big Data Analytics in Education Market by Sector, 2017 - 2020, USD Million
TABLE 96 Mexico Big Data Analytics in Education Market by Sector, 2021 - 2027, USD Million
TABLE 97 Mexico Big Data Analytics in Education Market by Application, 2017 - 2020, USD Million
TABLE 98 Mexico Big Data Analytics in Education Market by Application, 2021 - 2027, USD Million
TABLE 99 Mexico Big Data Analytics in Education Market by Component, 2017 - 2020, USD Million
TABLE 100 Mexico Big Data Analytics in Education Market by Component, 2021 - 2027, USD Million
TABLE 101 Mexico Big Data Analytics in Education Market by Deployment Mode, 2017 - 2020, USD Million
TABLE 102 Mexico Big Data Analytics in Education Market by Deployment Mode, 2021 - 2027, USD Million
TABLE 103 Rest of North America Big Data Analytics in Education Market, 2017 - 2020, USD Million
TABLE 104 Rest of North America Big Data Analytics in Education Market, 2021 - 2027, USD Million
TABLE 105 Rest of North America Big Data Analytics in Education Market by Sector, 2017 - 2020, USD Million
TABLE 106 Rest of North America Big Data Analytics in Education Market by Sector, 2021 - 2027, USD Million
TABLE 107 Rest of North America Big Data Analytics in Education Market by Application, 2017 - 2020, USD Million
TABLE 108 Rest of North America Big Data Analytics in Education Market by Application, 2021 - 2027, USD Million
TABLE 109 Rest of North America Big Data Analytics in Education Market by Component, 2017 - 2020, USD Million
TABLE 110 Rest of North America Big Data Analytics in Education Market by Component, 2021 - 2027, USD Million
TABLE 111 Rest of North America Big Data Analytics in Education Market by Deployment Mode, 2017 - 2020, USD Million
TABLE 112 Rest of North America Big Data Analytics in Education Market by Deployment Mode, 2021 - 2027, USD Million
TABLE 113 Europe Big Data Analytics in Education Market, 2017 - 2020, USD Million
TABLE 114 Europe Big Data Analytics in Education Market, 2021 - 2027, USD Million
TABLE 115 Europe Big Data Analytics in Education Market by Sector, 2017 - 2020, USD Million
TABLE 116 Europe Big Data Analytics in Education Market by Sector, 2021 - 2027, USD Million
TABLE 117 Europe Higher Education Market by Country, 2017 - 2020, USD Million
TABLE 118 Europe Higher Education Market by Country, 2021 - 2027, USD Million
TABLE 119 Europe K-12 Market by Country, 2017 - 2020, USD Million
TABLE 120 Europe K-12 Market by Country, 2021 - 2027, USD Million
TABLE 121 Europe Preschool Market by Country, 2017 - 2020, USD Million
TABLE 122 Europe Preschool Market by Country, 2021 - 2027, USD Million
TABLE 123 Europe Big Data Analytics in Education Market by Application, 2017 - 2020, USD Million
TABLE 124 Europe Big Data Analytics in Education Market by Application, 2021 - 2027, USD Million
TABLE 125 Europe Skill Assessment Market by Country, 2017 - 2020, USD Million
TABLE 126 Europe Skill Assessment Market by Country, 2021 - 2027, USD Million
TABLE 127 Europe Behavior Detection Market by Country, 2017 - 2020, USD Million
TABLE 128 Europe Behavior Detection Market by Country, 2021 - 2027, USD Million
TABLE 129 Europe Course Recommendation Market by Country, 2017 - 2020, USD Million
TABLE 130 Europe Course Recommendation Market by Country, 2021 - 2027, USD Million
TABLE 131 Europe Student Attrition Rate Detection Market by Country, 2017 - 2020, USD Million
TABLE 132 Europe Student Attrition Rate Detection Market by Country, 2021 - 2027, USD Million
TABLE 133 Europe Others Market by Country, 2017 - 2020, USD Million
TABLE 134 Europe Others Market by Country, 2021 - 2027, USD Million
TABLE 135 Europe Big Data Analytics in Education Market by Component, 2017 - 2020, USD Million
TABLE 136 Europe Big Data Analytics in Education Market by Component, 2021 - 2027, USD Million
TABLE 137 Europe Software Market by Country, 2017 - 2020, USD Million
TABLE 138 Europe Software Market by Country, 2021 - 2027, USD Million
TABLE 139 Europe Services Market by Country, 2017 - 2020, USD Million
TABLE 140 Europe Services Market by Country, 2021 - 2027, USD Million
TABLE 141 Europe Big Data Analytics in Education Market by Deployment Mode, 2017 - 2020, USD Million
TABLE 142 Europe Big Data Analytics in Education Market by Deployment Mode, 2021 - 2027, USD Million
TABLE 143 Europe On-premise Market by Country, 2017 - 2020, USD Million
TABLE 144 Europe On-premise Market by Country, 2021 - 2027, USD Million
TABLE 145 Europe Cloud Market by Country, 2017 - 2020, USD Million
TABLE 146 Europe Cloud Market by Country, 2021 - 2027, USD Million
TABLE 147 Europe Big Data Analytics in Education Market by Country, 2017 - 2020, USD Million
TABLE 148 Europe Big Data Analytics in Education Market by Country, 2021 - 2027, USD Million
TABLE 149 Germany Big Data Analytics in Education Market, 2017 - 2020, USD Million
TABLE 150 Germany Big Data Analytics in Education Market, 2021 - 2027, USD Million
TABLE 151 Germany Big Data Analytics in Education Market by Sector, 2017 - 2020, USD Million
TABLE 152 Germany Big Data Analytics in Education Market by Sector, 2021 - 2027, USD Million
TABLE 153 Germany Big Data Analytics in Education Market by Application, 2017 - 2020, USD Million
TABLE 154 Germany Big Data Analytics in Education Market by Application, 2021 - 2027, USD Million
TABLE 155 Germany Big Data Analytics in Education Market by Component, 2017 - 2020, USD Million
TABLE 156 Germany Big Data Analytics in Education Market by Component, 2021 - 2027, USD Million
TABLE 157 Germany Big Data Analytics in Education Market by Deployment Mode, 2017 - 2020, USD Million
TABLE 158 Germany Big Data Analytics in Education Market by Deployment Mode, 2021 - 2027, USD Million
TABLE 159 UK Big Data Analytics in Education Market, 2017 - 2020, USD Million
TABLE 160 UK Big Data Analytics in Education Market, 2021 - 2027, USD Million
TABLE 161 UK Big Data Analytics in Education Market by Sector, 2017 - 2020, USD Million
TABLE 162 UK Big Data Analytics in Education Market by Sector, 2021 - 2027, USD Million
TABLE 163 UK Big Data Analytics in Education Market by Application, 2017 - 2020, USD Million
TABLE 164 UK Big Data Analytics in Education Market by Application, 2021 - 2027, USD Million
TABLE 165 UK Big Data Analytics in Education Market by Component, 2017 - 2020, USD Million
TABLE 166 UK Big Data Analytics in Education Market by Component, 2021 - 2027, USD Million
TABLE 167 UK Big Data Analytics in Education Market by Deployment Mode, 2017 - 2020, USD Million
TABLE 168 UK Big Data Analytics in Education Market by Deployment Mode, 2021 - 2027, USD Million
TABLE 169 France Big Data Analytics in Education Market, 2017 - 2020, USD Million
TABLE 170 France Big Data Analytics in Education Market, 2021 - 2027, USD Million
TABLE 171 France Big Data Analytics in Education Market by Sector, 2017 - 2020, USD Million
TABLE 172 France Big Data Analytics in Education Market by Sector, 2021 - 2027, USD Million
TABLE 173 France Big Data Analytics in Education Market by Application, 2017 - 2020, USD Million
TABLE 174 France Big Data Analytics in Education Market by Application, 2021 - 2027, USD Million
TABLE 175 France Big Data Analytics in Education Market by Component, 2017 - 2020, USD Million
TABLE 176 France Big Data Analytics in Education Market by Component, 2021 - 2027, USD Million
TABLE 177 France Big Data Analytics in Education Market by Deployment Mode, 2017 - 2020, USD Million
TABLE 178 France Big Data Analytics in Education Market by Deployment Mode, 2021 - 2027, USD Million
TABLE 179 Russia Big Data Analytics in Education Market, 2017 - 2020, USD Million
TABLE 180 Russia Big Data Analytics in Education Market, 2021 - 2027, USD Million
TABLE 181 Russia Big Data Analytics in Education Market by Sector, 2017 - 2020, USD Million
TABLE 182 Russia Big Data Analytics in Education Market by Sector, 2021 - 2027, USD Million
TABLE 183 Russia Big Data Analytics in Education Market by Application, 2017 - 2020, USD Million
TABLE 184 Russia Big Data Analytics in Education Market by Application, 2021 - 2027, USD Million
TABLE 185 Russia Big Data Analytics in Education Market by Component, 2017 - 2020, USD Million
TABLE 186 Russia Big Data Analytics in Education Market by Component, 2021 - 2027, USD Million
TABLE 187 Russia Big Data Analytics in Education Market by Deployment Mode, 2017 - 2020, USD Million
TABLE 188 Russia Big Data Analytics in Education Market by Deployment Mode, 2021 - 2027, USD Million
TABLE 189 Spain Big Data Analytics in Education Market, 2017 - 2020, USD Million
TABLE 190 Spain Big Data Analytics in Education Market, 2021 - 2027, USD Million
TABLE 191 Spain Big Data Analytics in Education Market by Sector, 2017 - 2020, USD Million
TABLE 192 Spain Big Data Analytics in Education Market by Sector, 2021 - 2027, USD Million
TABLE 193 Spain Big Data Analytics in Education Market by Application, 2017 - 2020, USD Million
TABLE 194 Spain Big Data Analytics in Education Market by Application, 2021 - 2027, USD Million
TABLE 195 Spain Big Data Analytics in Education Market by Component, 2017 - 2020, USD Million
TABLE 196 Spain Big Data Analytics in Education Market by Component, 2021 - 2027, USD Million
TABLE 197 Spain Big Data Analytics in Education Market by Deployment Mode, 2017 - 2020, USD Million
TABLE 198 Spain Big Data Analytics in Education Market by Deployment Mode, 2021 - 2027, USD Million
TABLE 199 Italy Big Data Analytics in Education Market, 2017 - 2020, USD Million
TABLE 200 Italy Big Data Analytics in Education Market, 2021 - 2027, USD Million
TABLE 201 Italy Big Data Analytics in Education Market by Sector, 2017 - 2020, USD Million
TABLE 202 Italy Big Data Analytics in Education Market by Sector, 2021 - 2027, USD Million
TABLE 203 Italy Big Data Analytics in Education Market by Application, 2017 - 2020, USD Million
TABLE 204 Italy Big Data Analytics in Education Market by Application, 2021 - 2027, USD Million
TABLE 205 Italy Big Data Analytics in Education Market by Component, 2017 - 2020, USD Million
TABLE 206 Italy Big Data Analytics in Education Market by Component, 2021 - 2027, USD Million
TABLE 207 Italy Big Data Analytics in Education Market by Deployment Mode, 2017 - 2020, USD Million
TABLE 208 Italy Big Data Analytics in Education Market by Deployment Mode, 2021 - 2027, USD Million
TABLE 209 Rest of Europe Big Data Analytics in Education Market, 2017 - 2020, USD Million
TABLE 210 Rest of Europe Big Data Analytics in Education Market, 2021 - 2027, USD Million
TABLE 211 Rest of Europe Big Data Analytics in Education Market by Sector, 2017 - 2020, USD Million
TABLE 212 Rest of Europe Big Data Analytics in Education Market by Sector, 2021 - 2027, USD Million
TABLE 213 Rest of Europe Big Data Analytics in Education Market by Application, 2017 - 2020, USD Million
TABLE 214 Rest of Europe Big Data Analytics in Education Market by Application, 2021 - 2027, USD Million
TABLE 215 Rest of Europe Big Data Analytics in Education Market by Component, 2017 - 2020, USD Million
TABLE 216 Rest of Europe Big Data Analytics in Education Market by Component, 2021 - 2027, USD Million
TABLE 217 Rest of Europe Big Data Analytics in Education Market by Deployment Mode, 2017 - 2020, USD Million
TABLE 218 Rest of Europe Big Data Analytics in Education Market by Deployment Mode, 2021 - 2027, USD Million
TABLE 219 Asia Pacific Big Data Analytics in Education Market, 2017 - 2020, USD Million
TABLE 220 Asia Pacific Big Data Analytics in Education Market, 2021 - 2027, USD Million
TABLE 221 Asia Pacific Big Data Analytics in Education Market by Sector, 2017 - 2020, USD Million
TABLE 222 Asia Pacific Big Data Analytics in Education Market by Sector, 2021 - 2027, USD Million
TABLE 223 Asia Pacific Higher Education Market by Country, 2017 - 2020, USD Million
TABLE 224 Asia Pacific Higher Education Market by Country, 2021 - 2027, USD Million
TABLE 225 Asia Pacific K-12 Market by Country, 2017 - 2020, USD Million
TABLE 226 Asia Pacific K-12 Market by Country, 2021 - 2027, USD Million
TABLE 227 Asia Pacific Preschool Market by Country, 2017 - 2020, USD Million
TABLE 228 Asia Pacific Preschool Market by Country, 2021 - 2027, USD Million
TABLE 229 Asia Pacific Big Data Analytics in Education Market by Application, 2017 - 2020, USD Million
TABLE 230 Asia Pacific Big Data Analytics in Education Market by Application, 2021 - 2027, USD Million
TABLE 231 Asia Pacific Skill Assessment Market by Country, 2017 - 2020, USD Million
TABLE 232 Asia Pacific Skill Assessment Market by Country, 2021 - 2027, USD Million
TABLE 233 Asia Pacific Behavior Detection Market by Country, 2017 - 2020, USD Million
TABLE 234 Asia Pacific Behavior Detection Market by Country, 2021 - 2027, USD Million
TABLE 235 Asia Pacific Course Recommendation Market by Country, 2017 - 2020, USD Million
TABLE 236 Asia Pacific Course Recommendation Market by Country, 2021 - 2027, USD Million
TABLE 237 Asia Pacific Student Attrition Rate Detection Market by Country, 2017 - 2020, USD Million
TABLE 238 Asia Pacific Student Attrition Rate Detection Market by Country, 2021 - 2027, USD Million
TABLE 239 Asia Pacific Others Market by Country, 2017 - 2020, USD Million
TABLE 240 Asia Pacific Others Market by Country, 2021 - 2027, USD Million
TABLE 241 Asia Pacific Big Data Analytics in Education Market by Component, 2017 - 2020, USD Million
TABLE 242 Asia Pacific Big Data Analytics in Education Market by Component, 2021 - 2027, USD Million
TABLE 243 Asia Pacific Software Market by Country, 2017 - 2020, USD Million
TABLE 244 Asia Pacific Software Market by Country, 2021 - 2027, USD Million
TABLE 245 Asia Pacific Services Market by Country, 2017 - 2020, USD Million
TABLE 246 Asia Pacific Services Market by Country, 2021 - 2027, USD Million
TABLE 247 Asia Pacific Big Data Analytics in Education Market by Deployment Mode, 2017 - 2020, USD Million
TABLE 248 Asia Pacific Big Data Analytics in Education Market by Deployment Mode, 2021 - 2027, USD Million
TABLE 249 Asia Pacific On-premise Market by Country, 2017 - 2020, USD Million
TABLE 250 Asia Pacific On-premise Market by Country, 2021 - 2027, USD Million
TABLE 251 Asia Pacific Cloud Market by Country, 2017 - 2020, USD Million
TABLE 252 Asia Pacific Cloud Market by Country, 2021 - 2027, USD Million
TABLE 253 Asia Pacific Big Data Analytics in Education Market by Country, 2017 - 2020, USD Million
TABLE 254 Asia Pacific Big Data Analytics in Education Market by Country, 2021 - 2027, USD Million
TABLE 255 China Big Data Analytics in Education Market, 2017 - 2020, USD Million
TABLE 256 China Big Data Analytics in Education Market, 2021 - 2027, USD Million
TABLE 257 China Big Data Analytics in Education Market by Sector, 2017 - 2020, USD Million
TABLE 258 China Big Data Analytics in Education Market by Sector, 2021 - 2027, USD Million
TABLE 259 China Big Data Analytics in Education Market by Application, 2017 - 2020, USD Million
TABLE 260 China Big Data Analytics in Education Market by Application, 2021 - 2027, USD Million
TABLE 261 China Big Data Analytics in Education Market by Component, 2017 - 2020, USD Million
TABLE 262 China Big Data Analytics in Education Market by Component, 2021 - 2027, USD Million
TABLE 263 China Big Data Analytics in Education Market by Deployment Mode, 2017 - 2020, USD Million
TABLE 264 China Big Data Analytics in Education Market by Deployment Mode, 2021 - 2027, USD Million
TABLE 265 Japan Big Data Analytics in Education Market, 2017 - 2020, USD Million
TABLE 266 Japan Big Data Analytics in Education Market, 2021 - 2027, USD Million
TABLE 267 Japan Big Data Analytics in Education Market by Sector, 2017 - 2020, USD Million
TABLE 268 Japan Big Data Analytics in Education Market by Sector, 2021 - 2027, USD Million
TABLE 269 Japan Big Data Analytics in Education Market by Application, 2017 - 2020, USD Million
TABLE 270 Japan Big Data Analytics in Education Market by Application, 2021 - 2027, USD Million
TABLE 271 Japan Big Data Analytics in Education Market by Component, 2017 - 2020, USD Million
TABLE 272 Japan Big Data Analytics in Education Market by Component, 2021 - 2027, USD Million
TABLE 273 Japan Big Data Analytics in Education Market by Deployment Mode, 2017 - 2020, USD Million
TABLE 274 Japan Big Data Analytics in Education Market by Deployment Mode, 2021 - 2027, USD Million
TABLE 275 India Big Data Analytics in Education Market, 2017 - 2020, USD Million
TABLE 276 India Big Data Analytics in Education Market, 2021 - 2027, USD Million
TABLE 277 India Big Data Analytics in Education Market by Sector, 2017 - 2020, USD Million
TABLE 278 India Big Data Analytics in Education Market by Sector, 2021 - 2027, USD Million
TABLE 279 India Big Data Analytics in Education Market by Application, 2017 - 2020, USD Million
TABLE 280 India Big Data Analytics in Education Market by Application, 2021 - 2027, USD Million
TABLE 281 India Big Data Analytics in Education Market by Component, 2017 - 2020, USD Million
TABLE 282 India Big Data Analytics in Education Market by Component, 2021 - 2027, USD Million
TABLE 283 India Big Data Analytics in Education Market by Deployment Mode, 2017 - 2020, USD Million
TABLE 284 India Big Data Analytics in Education Market by Deployment Mode, 2021 - 2027, USD Million
TABLE 285 South Korea Big Data Analytics in Education Market, 2017 - 2020, USD Million
TABLE 286 South Korea Big Data Analytics in Education Market, 2021 - 2027, USD Million
TABLE 287 South Korea Big Data Analytics in Education Market by Sector, 2017 - 2020, USD Million
TABLE 288 South Korea Big Data Analytics in Education Market by Sector, 2021 - 2027, USD Million
TABLE 289 South Korea Big Data Analytics in Education Market by Application, 2017 - 2020, USD Million
TABLE 290 South Korea Big Data Analytics in Education Market by Application, 2021 - 2027, USD Million
TABLE 291 South Korea Big Data Analytics in Education Market by Component, 2017 - 2020, USD Million
TABLE 292 South Korea Big Data Analytics in Education Market by Component, 2021 - 2027, USD Million
TABLE 293 South Korea Big Data Analytics in Education Market by Deployment Mode, 2017 - 2020, USD Million
TABLE 294 South Korea Big Data Analytics in Education Market by Deployment Mode, 2021 - 2027, USD Million
TABLE 295 Singapore Big Data Analytics in Education Market, 2017 - 2020, USD Million
TABLE 296 Singapore Big Data Analytics in Education Market, 2021 - 2027, USD Million
TABLE 297 Singapore Big Data Analytics in Education Market by Sector, 2017 - 2020, USD Million
TABLE 298 Singapore Big Data Analytics in Education Market by Sector, 2021 - 2027, USD Million
TABLE 299 Singapore Big Data Analytics in Education Market by Application, 2017 - 2020, USD Million
TABLE 300 Singapore Big Data Analytics in Education Market by Application, 2021 - 2027, USD Million
TABLE 301 Singapore Big Data Analytics in Education Market by Component, 2017 - 2020, USD Million
TABLE 302 Singapore Big Data Analytics in Education Market by Component, 2021 - 2027, USD Million
TABLE 303 Singapore Big Data Analytics in Education Market by Deployment Mode, 2017 - 2020, USD Million
TABLE 304 Singapore Big Data Analytics in Education Market by Deployment Mode, 2021 - 2027, USD Million
TABLE 305 Malaysia Big Data Analytics in Education Market, 2017 - 2020, USD Million
TABLE 306 Malaysia Big Data Analytics in Education Market, 2021 - 2027, USD Million
TABLE 307 Malaysia Big Data Analytics in Education Market by Sector, 2017 - 2020, USD Million
TABLE 308 Malaysia Big Data Analytics in Education Market by Sector, 2021 - 2027, USD Million
TABLE 309 Malaysia Big Data Analytics in Education Market by Application, 2017 - 2020, USD Million
TABLE 310 Malaysia Big Data Analytics in Education Market by Application, 2021 - 2027, USD Million
TABLE 311 Malaysia Big Data Analytics in Education Market by Component, 2017 - 2020, USD Million
TABLE 312 Malaysia Big Data Analytics in Education Market by Component, 2021 - 2027, USD Million
TABLE 313 Malaysia Big Data Analytics in Education Market by Deployment Mode, 2017 - 2020, USD Million
TABLE 314 Malaysia Big Data Analytics in Education Market by Deployment Mode, 2021 - 2027, USD Million
TABLE 315 Rest of Asia Pacific Big Data Analytics in Education Market, 2017 - 2020, USD Million
TABLE 316 Rest of Asia Pacific Big Data Analytics in Education Market, 2021 - 2027, USD Million
TABLE 317 Rest of Asia Pacific Big Data Analytics in Education Market by Sector, 2017 - 2020, USD Million
TABLE 318 Rest of Asia Pacific Big Data Analytics in Education Market by Sector, 2021 - 2027, USD Million
TABLE 319 Rest of Asia Pacific Big Data Analytics in Education Market by Application, 2017 - 2020, USD Million
TABLE 320 Rest of Asia Pacific Big Data Analytics in Education Market by Application, 2021 - 2027, USD Million
TABLE 321 Rest of Asia Pacific Big Data Analytics in Education Market by Component, 2017 - 2020, USD Million
TABLE 322 Rest of Asia Pacific Big Data Analytics in Education Market by Component, 2021 - 2027, USD Million
TABLE 323 Rest of Asia Pacific Big Data Analytics in Education Market by Deployment Mode, 2017 - 2020, USD Million
TABLE 324 Rest of Asia Pacific Big Data Analytics in Education Market by Deployment Mode, 2021 - 2027, USD Million
TABLE 325 LAMEA Big Data Analytics in Education Market, 2017 - 2020, USD Million
TABLE 326 LAMEA Big Data Analytics in Education Market, 2021 - 2027, USD Million
TABLE 327 LAMEA Big Data Analytics in Education Market by Sector, 2017 - 2020, USD Million
TABLE 328 LAMEA Big Data Analytics in Education Market by Sector, 2021 - 2027, USD Million
TABLE 329 LAMEA Higher Education Market by Country, 2017 - 2020, USD Million
TABLE 330 LAMEA Higher Education Market by Country, 2021 - 2027, USD Million
TABLE 331 LAMEA K-12 Market by Country, 2017 - 2020, USD Million
TABLE 332 LAMEA K-12 Market by Country, 2021 - 2027, USD Million
TABLE 333 LAMEA Preschool Market by Country, 2017 - 2020, USD Million
TABLE 334 LAMEA Preschool Market by Country, 2021 - 2027, USD Million
TABLE 335 LAMEA Big Data Analytics in Education Market by Application, 2017 - 2020, USD Million
TABLE 336 LAMEA Big Data Analytics in Education Market by Application, 2021 - 2027, USD Million
TABLE 337 LAMEA Skill Assessment Market by Country, 2017 - 2020, USD Million
TABLE 338 LAMEA Skill Assessment Market by Country, 2021 - 2027, USD Million
TABLE 339 LAMEA Behavior Detection Market by Country, 2017 - 2020, USD Million
TABLE 340 LAMEA Behavior Detection Market by Country, 2021 - 2027, USD Million
TABLE 341 LAMEA Course Recommendation Market by Country, 2017 - 2020, USD Million
TABLE 342 LAMEA Course Recommendation Market by Country, 2021 - 2027, USD Million
TABLE 343 LAMEA Student Attrition Rate Detection Market by Country, 2017 - 2020, USD Million
TABLE 344 LAMEA Student Attrition Rate Detection Market by Country, 2021 - 2027, USD Million
TABLE 345 LAMEA Others Market by Country, 2017 - 2020, USD Million
TABLE 346 LAMEA Others Market by Country, 2021 - 2027, USD Million
TABLE 347 LAMEA Big Data Analytics in Education Market by Component, 2017 - 2020, USD Million
TABLE 348 LAMEA Big Data Analytics in Education Market by Component, 2021 - 2027, USD Million
TABLE 349 LAMEA Software Market by Country, 2017 - 2020, USD Million
TABLE 350 LAMEA Software Market by Country, 2021 - 2027, USD Million
TABLE 351 LAMEA Services Market by Country, 2017 - 2020, USD Million
TABLE 352 LAMEA Services Market by Country, 2021 - 2027, USD Million
TABLE 353 LAMEA Big Data Analytics in Education Market by Deployment Mode, 2017 - 2020, USD Million
TABLE 354 LAMEA Big Data Analytics in Education Market by Deployment Mode, 2021 - 2027, USD Million
TABLE 355 LAMEA On-premise Market by Country, 2017 - 2020, USD Million
TABLE 356 LAMEA On-premise Market by Country, 2021 - 2027, USD Million
TABLE 357 LAMEA Cloud Market by Country, 2017 - 2020, USD Million
TABLE 358 LAMEA Cloud Market by Country, 2021 - 2027, USD Million
TABLE 359 LAMEA Big Data Analytics in Education Market by Country, 2017 - 2020, USD Million
TABLE 360 LAMEA Big Data Analytics in Education Market by Country, 2021 - 2027, USD Million
TABLE 361 Brazil Big Data Analytics in Education Market, 2017 - 2020, USD Million
TABLE 362 Brazil Big Data Analytics in Education Market, 2021 - 2027, USD Million
TABLE 363 Brazil Big Data Analytics in Education Market by Sector, 2017 - 2020, USD Million
TABLE 364 Brazil Big Data Analytics in Education Market by Sector, 2021 - 2027, USD Million
TABLE 365 Brazil Big Data Analytics in Education Market by Application, 2017 - 2020, USD Million
TABLE 366 Brazil Big Data Analytics in Education Market by Application, 2021 - 2027, USD Million
TABLE 367 Brazil Big Data Analytics in Education Market by Component, 2017 - 2020, USD Million
TABLE 368 Brazil Big Data Analytics in Education Market by Component, 2021 - 2027, USD Million
TABLE 369 Brazil Big Data Analytics in Education Market by Deployment Mode, 2017 - 2020, USD Million
TABLE 370 Brazil Big Data Analytics in Education Market by Deployment Mode, 2021 - 2027, USD Million
TABLE 371 Argentina Big Data Analytics in Education Market, 2017 - 2020, USD Million
TABLE 372 Argentina Big Data Analytics in Education Market, 2021 - 2027, USD Million
TABLE 373 Argentina Big Data Analytics in Education Market by Sector, 2017 - 2020, USD Million
TABLE 374 Argentina Big Data Analytics in Education Market by Sector, 2021 - 2027, USD Million
TABLE 375 Argentina Big Data Analytics in Education Market by Application, 2017 - 2020, USD Million
TABLE 376 Argentina Big Data Analytics in Education Market by Application, 2021 - 2027, USD Million
TABLE 377 Argentina Big Data Analytics in Education Market by Component, 2017 - 2020, USD Million
TABLE 378 Argentina Big Data Analytics in Education Market by Component, 2021 - 2027, USD Million
TABLE 379 Argentina Big Data Analytics in Education Market by Deployment Mode, 2017 - 2020, USD Million
TABLE 380 Argentina Big Data Analytics in Education Market by Deployment Mode, 2021 - 2027, USD Million
TABLE 381 UAE Big Data Analytics in Education Market, 2017 - 2020, USD Million
TABLE 382 UAE Big Data Analytics in Education Market, 2021 - 2027, USD Million
TABLE 383 UAE Big Data Analytics in Education Market by Sector, 2017 - 2020, USD Million
TABLE 384 UAE Big Data Analytics in Education Market by Sector, 2021 - 2027, USD Million
TABLE 385 UAE Big Data Analytics in Education Market by Application, 2017 - 2020, USD Million
TABLE 386 UAE Big Data Analytics in Education Market by Application, 2021 - 2027, USD Million
TABLE 387 UAE Big Data Analytics in Education Market by Component, 2017 - 2020, USD Million
TABLE 388 UAE Big Data Analytics in Education Market by Component, 2021 - 2027, USD Million
TABLE 389 UAE Big Data Analytics in Education Market by Deployment Mode, 2017 - 2020, USD Million
TABLE 390 UAE Big Data Analytics in Education Market by Deployment Mode, 2021 - 2027, USD Million
TABLE 391 Saudi Arabia Big Data Analytics in Education Market, 2017 - 2020, USD Million
TABLE 392 Saudi Arabia Big Data Analytics in Education Market, 2021 - 2027, USD Million
TABLE 393 Saudi Arabia Big Data Analytics in Education Market by Sector, 2017 - 2020, USD Million
TABLE 394 Saudi Arabia Big Data Analytics in Education Market by Sector, 2021 - 2027, USD Million
TABLE 395 Saudi Arabia Big Data Analytics in Education Market by Application, 2017 - 2020, USD Million
TABLE 396 Saudi Arabia Big Data Analytics in Education Market by Application, 2021 - 2027, USD Million
TABLE 397 Saudi Arabia Big Data Analytics in Education Market by Component, 2017 - 2020, USD Million
TABLE 398 Saudi Arabia Big Data Analytics in Education Market by Component, 2021 - 2027, USD Million
TABLE 399 Saudi Arabia Big Data Analytics in Education Market by Deployment Mode, 2017 - 2020, USD Million
TABLE 400 Saudi Arabia Big Data Analytics in Education Market by Deployment Mode, 2021 - 2027, USD Million
TABLE 401 South Africa Big Data Analytics in Education Market, 2017 - 2020, USD Million
TABLE 402 South Africa Big Data Analytics in Education Market, 2021 - 2027, USD Million
TABLE 403 South Africa Big Data Analytics in Education Market by Sector, 2017 - 2020, USD Million
TABLE 404 South Africa Big Data Analytics in Education Market by Sector, 2021 - 2027, USD Million
TABLE 405 South Africa Big Data Analytics in Education Market by Application, 2017 - 2020, USD Million
TABLE 406 South Africa Big Data Analytics in Education Market by Application, 2021 - 2027, USD Million
TABLE 407 South Africa Big Data Analytics in Education Market by Component, 2017 - 2020, USD Million
TABLE 408 South Africa Big Data Analytics in Education Market by Component, 2021 - 2027, USD Million
TABLE 409 South Africa Big Data Analytics in Education Market by Deployment Mode, 2017 - 2020, USD Million
TABLE 410 South Africa Big Data Analytics in Education Market by Deployment Mode, 2021 - 2027, USD Million
TABLE 411 Nigeria Big Data Analytics in Education Market, 2017 - 2020, USD Million
TABLE 412 Nigeria Big Data Analytics in Education Market, 2021 - 2027, USD Million
TABLE 413 Nigeria Big Data Analytics in Education Market by Sector, 2017 - 2020, USD Million
TABLE 414 Nigeria Big Data Analytics in Education Market by Sector, 2021 - 2027, USD Million
TABLE 415 Nigeria Big Data Analytics in Education Market by Application, 2017 - 2020, USD Million
TABLE 416 Nigeria Big Data Analytics in Education Market by Application, 2021 - 2027, USD Million
TABLE 417 Nigeria Big Data Analytics in Education Market by Component, 2017 - 2020, USD Million
TABLE 418 Nigeria Big Data Analytics in Education Market by Component, 2021 - 2027, USD Million
TABLE 419 Nigeria Big Data Analytics in Education Market by Deployment Mode, 2017 - 2020, USD Million
TABLE 420 Nigeria Big Data Analytics in Education Market by Deployment Mode, 2021 - 2027, USD Million
TABLE 421 Rest of LAMEA Big Data Analytics in Education Market, 2017 - 2020, USD Million
TABLE 422 Rest of LAMEA Big Data Analytics in Education Market, 2021 - 2027, USD Million
TABLE 423 Rest of LAMEA Big Data Analytics in Education Market by Sector, 2017 - 2020, USD Million
TABLE 424 Rest of LAMEA Big Data Analytics in Education Market by Sector, 2021 - 2027, USD Million
TABLE 425 Rest of LAMEA Big Data Analytics in Education Market by Application, 2017 - 2020, USD Million
TABLE 426 Rest of LAMEA Big Data Analytics in Education Market by Application, 2021 - 2027, USD Million
TABLE 427 Rest of LAMEA Big Data Analytics in Education Market by Component, 2017 - 2020, USD Million
TABLE 428 Rest of LAMEA Big Data Analytics in Education Market by Component, 2021 - 2027, USD Million
TABLE 429 Rest of LAMEA Big Data Analytics in Education Market by Deployment Mode, 2017 - 2020, USD Million
TABLE 430 Rest of LAMEA Big Data Analytics in Education Market by Deployment Mode, 2021 - 2027, USD Million
TABLE 431 Key information – IBM Corporation
TABLE 432 Key Information – Oracle Corporation
TABLE 433 key information – Microsoft Corporation
TABLE 434 Key Information – Verisk Analytics, Inc.
TABLE 435 Key Information – SAP SE
TABLE 436 Key Information –Salesforce.com, Inc.
TABLE 437 key information – Alteryx, Inc.
TABLE 438 Key information – SAS Institute, Inc.
TABLE 439 key information – Blackboard, Inc.
TABLE 440 Key information – Tibco Software, Inc.

List of Figures
FIG 1 Methodology for the research
FIG 2 Swot analysis: IBM Corporation
FIG 3 SWOT analysis: Oracle Corporation
FIG 4 Recent strategies and developments: Microsoft Corporation
FIG 5 SWOT Analysis: Microsoft Corporation
FIG 6 SWOT Analysis: SAP SE
FIG 7 SWOT Analysis: Salesforce.com Inc.

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