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Global Big Data Analytics in Education Market By Sector, By Application, By Component, By Deployment Mode, By Regional Outlook, Industry Analysis Report and Forecast, 2021 - 2027

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    Report

  • 251 Pages
  • December 2021
  • Region: Global
  • Marqual IT Solutions Pvt. Ltd (KBV Research)
  • ID: 5522094

FEATURED COMPANIES

  • Alteryx, Inc.
  • IBM Corporation
  • Microsoft Corporation
  • Oracle Corporation
  • Salesforce.com, Inc.
  • SAP SE

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.





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 is expected to 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 is expected to 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 is expected to 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.





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.



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.



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 Onion Oil 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 is expected to 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 is expected to 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 is expected to be provided to students on Microsoft. These courses is expected to 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 is expected to 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 is expected to 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 is expected to 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 is expected to 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)

Unique Offerings from the Publisher

  • Exhaustive coverage
  • The highest number of market tables and figures
  • Subscription-based model available
  • Guaranteed best price
  • Assured post sales research support with 10% customization free

FEATURED COMPANIES

  • Alteryx, Inc.
  • IBM Corporation
  • Microsoft Corporation
  • Oracle Corporation
  • Salesforce.com, Inc.
  • SAP SE

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:
  • 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)

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