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Generative AI in Higher Education Market
Generative AI in Higher Education Market
Published date: July 2023 • Report Code: 36935
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  • Home » Technology and Media market research reports » Generative AI in Higher Education Market

Generative AI in Higher Education Market

Global Generative AI in Higher Education Market By Component (Solutions and Services), By Application (Learning Platform & Virtual Facilitators, Intelligent Tutoring System (ITS), and Other ), By Deployment Mode (Cloud and On-premises), By Region and Companies - Industry Segment Outlook, Market Assessment, Competition Scenario, Trends, and Forecast 2023-2032

  • 36935

  • July 2023

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This report was compiled by Vishwa Gaul Vishwa is an experienced market research and consulting professional with over 8 years of expertise in the ICT industry, contributing to over 700 reports across telecommunications, software, hardware, and digital solutions. Correspondence Team Lead- ICT Linkedin | Detailed Market research Methodology Our methodology involves a mix of primary research, including interviews with leading mental health experts, and secondary research from reputable medical journals and databases. View Detailed Methodology Page

  • Report Details
  • Table of Contents
  • Major Market Players
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    • Report Overview
    • Driving Factors
    • Restraining Factors
    • COVID-19 Impact Analysis
    • By Component Analysis
    • By Application Analysis
    • By Deployment Mode Analysis
    • Global Generative AI in Higher Education Key Market Segments:
    • Growth Opportunities
    • Latest Trends
    • Regional Analysis
    • Market Share & Key Players Analysis:
    • Recent Developments:
    • Report Scope:

    Report Overview

    Global Generative AI in Higher Education Market size is expected to be worth around USD 313.4 Mn by 2032 from USD 137.7 Mn in 2022, growing at a CAGR of 8.8% during the forecast period from 2023 to 2032.

    Global generative AI is making significant progress in higher education. It offers a range of benefits which include personalized learning experiences, instant feedback, and improved outcomes. The market for generative AI is growing rapidly in higher education. Generative AI in higher education will use machine learning algorithms that can generate new data such as texts, images, or videos based on existing data. This technology is used in numerous ways such as creating personalized study materials for individuals to automating the grading processes for large classes.

    The ability of generative AI to provide personalized learning is a major benefit in higher education. By analyzing data from the previous performance, generative AI can identify areas in which students may be struggling. It can then generate customized study material to address these areas. The market for generative AI is expected to grow rapidly in higher education in the next few years.

    Generative AI In Higher Education Market

    Number might vary in actual report

    Driving Factors

    Increasing Popularity of Personalized Learning Solutions

    The global generative AI in higher education market is driven by several factors which include the need for personalized learning, improved outcomes, cost savings, and the increasing demand for online learning. The use of generative AI provides personalized learning experiences, real-time feedback, and automation for time-consuming tasks.

    This can result in cost savings for educational establishments. The COVID-19 pandemic has accelerated online learning and generative AI can make it more engaging & effective. As machine learning algorithms, natural language processing, and other technologies improve, generative AI adoption in higher education will increase resulting in more personalized & effective teaching experiences for students.

    Restraining Factors

    High Cost and Data Breach Risk becomes Major Restraints

    The generative AI in higher education market will grow in the next few years but it may face some barriers. The cost of implementing generative AI can be prohibitively high for smaller educational institutions. There are also concerns about data security & privacy since generative AI systems need access to large quantities of student data. There is also the risk that generative AI systems could replace human educators resulting in job losses & a reduction in education quality.

    There may also be resistance from educators and students who do not want to adopt new technology or prefer traditional teaching methods. These factors may slow down the growth of generative AI in higher education market. However, many experts believe the benefits will outweigh these concerns.

    COVID-19 Impact Analysis

    The COVID-19 pandemic had a significant effect on the global generative AI in higher education market educational institutions. The demand for generative AI has increased with the closure of schools, universities, and the shift to online learning. Generative AI helps to make online learning more engaging & effective by providing personalized experiences and real-time feedback. In addition, generative AI helped automate many of those time-consuming tasks that instructors used to perform such as grading & providing feedback.

    This has led to significant cost savings for educational institutions that have been facing financial challenges because of the pandemic. Despite the benefits, there are also challenges which include concerns about privacy & security of data in online learning environments. The adoption of generative AI is expected to grow in the coming years owing to the demand for online education.

    By Component Analysis

    The Solutions Segment is Dominant

    Based on components, the generative AI in higher education market is segmented into solutions and services. Among these, the solutions segment is the most lucrative in the global generative AI in the higher education market, with a projected CAGR of 9.4%. The total revenue share of the solutions segment is 70% in 2022.  The growth of the digital/online education market has been Aided by the emergence of large numbers of smartphone users, the increased involvement of governments, the adoption of payment options, and the advancement of internet connectivity.

    These are the factors driving the solutions segment. The online education boom due to the pandemic is expected to drive the fastest CAGR growth in the services segment during the forecast period. The generative AI in higher education market is also driven by the increasing investment in AI-based education by both government & private organizations to advance the education sector.

    By Application Analysis

    Learning Platforms & Virtual Facilitators Segment are Dominant

    By application, the generative AI in higher education market is further divided into Learning Platforms & Virtual Facilitators, Intelligent Tutoring Systems (ITS), Smart content, Fraud & Risk Management, and Other Applications. Learning Platforms & Virtual Facilitators are estimated to be the most lucrative segment in the global generative AI in higher education market, with a market share of 45% and a projected CAGR of 9.6%, in 2022.

    The growth of the segment can be attributed to the increasing digital education technology around the world. Virtual facilitators also help students solve real-time social issues using various skills & guidance relating to social development. During the forecast period, the smart content segment will grow at the fastest CAGR (9.2%). This is because smart content has been adopted to reduce the time-consuming task of creating exercises for students & teachers.

    By Deployment Mode Analysis

    The Cloud Segment is Dominant

    Based on deployment mode, the generative AI in higher education market is segmented into cloud and on-premises. Among these, the cloud mode is estimated to be the most lucrative segment in the global generative AI in higher education market, with a market share of 55% and a projected CAGR of 9.7%, in 2022. Cloud computing's growth can be attributed, among other things, to factors like reduced ownership costs & the growing need to share educational data across campuses.

    It also allows universities and schools the opportunity to upgrade their current model with advanced AI without having to reinvest in their capital costs. The growing concern over the privacy of student data & the increasing demand by educational institutions to keep essential documents on-premises are the main factors driving the growth of the segment.

    Generative AI In Higher Education Market

    Number might vary in actual report

    Global Generative AI in Higher Education Key Market Segments:

    Based on Component

    • Solutions
    • Services

    Based on Application

    • Learning Platform & Virtual Facilitators
    • Intelligent Tutoring System (ITS)
    • Smart content
    • Fraud and Risk Management
    • Other Applications

    Based on the Deployment Mode

    • Cloud
    • On-premises

    Growth Opportunities

    Cost Saving & Personalized Learnings are the Major Opportunity

    In the coming years, it is expected that the global generative AI in higher education market will offer significant growth prospects. The growing demand for personalized learning is a major opportunity. Generative AI can meet this demand by analyzing large datasets & creating customized study materials and feedback for individual learners. The adoption of generative AI will also result in cost savings for educational institutions, as it automates time-consuming tasks like grading & providing feedback. The COVID-19 pandemic has accelerated the demand for online education, a growth opportunity.

    Generative AI can make online learning more engaging & effective by providing personalized learning experiences in online environments and real-time feedback. The ongoing technological advances in machine learning algorithms, natural language processing, and other areas are expected to improve the effectiveness & efficiency of generative AI systems. This will provide even greater growth opportunities for the future.

    Latest Trends

    Rising Adoption of Chatbots & Virtual Assistants are in Growing Demand

    The global market for generative AI in higher educational institutions is growing rapidly. Several new trends have emerged in recent years. One trend is the increased adoption of chatbots or virtual assistants that use generative AI for personalized support & guidance. Another trend is to use generative AI in immersive learning environments such as virtual reality games and simulations which can improve engagement & retention.

    There is also a growing interest to use generative AI in online learning environments to create more human-like interactions & dialogues with the use of natural language processing and sentiment analyses. There is also a trend to integrate generative AI into other emerging technologies such as blockchain & the Internet of Things to create a more holistic and data-driven learning experience. These latest trends will continue to shape the future of generative AI in higher education providing more innovative and effective solutions for both students & educators.

    Regional Analysis

    North America is Dominant Region in Global Generative AI in Higher Education Market

    North America is anticipated to be the most dominant region in the global generative AI in higher education market with the largest market share of 35% and is projected to register a CAGR of 9.8% during the forecast period. The market in this region is driven by factors such as the presence of leading companies that develop solutions and services, the technology infrastructure facilities, and the large number of end users using educational devices to implement AI in education. The Asia-Pacific region will experience the fastest growth due to the adoption of online education & the demand for personalized learning in countries such as China and India.

    Generative AI In Higher Education Market

    Number might vary in actual report

    Key Regions and Countries Covered in this Report:

    • North America
      • The US
      • Canada
      • Mexico
    • Western Europe
      • Germany
      • France
      • The UK
      • Spain
      • Italy
      • Portugal
      • Ireland
      • Austria
      • Switzerland
      • Benelux
      • Nordic
      • Rest of Western Europe
    • Eastern Europe
      • Russia
      • Poland
      • The Czech Republic
      • Greece
      • Rest of Eastern Europe
    • APAC
      • China
      • Japan
      • South Korea
      • India
      • Australia & New Zealand
      • Indonesia
      • Malaysia
      • Philippines
      • Singapore
      • Thailand
      • Vietnam
      • Rest of APAC
    • Latin America
      • Brazil
      • Colombia
      • Chile
      • Argentina
      • Costa Rica
      • Rest of Latin America
    • Middle East & Africa
      • Algeria
      • Egypt
      • Israel
      • Kuwait
      • Nigeria
      • Saudi Arabia
      • South Africa
      • Turkey
      • United Arab Emirates
      • Rest of MEA

    Market Share & Key Players Analysis:

    The competitive landscape is fragmented with several global and regional players. To expand their business footprints and survive in a highly competitive environment, key players are entering strategic collaborations, partnerships, and mergers & acquisitions. Service providers invest heavily in R&D to incorporate new technologies into their offerings & create advanced solutions to gain an advantage over other players in the market.

    IBM Corporation announced its acquisition of SXiQ in November 2021. SXiQ is a digital transformation service company based in Australia which specializes in cloud applications, cloud platforms, and cloud security. The acquisition will increase IBM Consulting's capability in New Zealand & Australia for modernizing technology infrastructure and cloud applications.

    Market Key Players:

    • Amazon Web Services, Inc.
    • IBM Corporation
    • Microsoft Corporation
    • Cognizant
    • Google LLC
    • Pearson Plc
    • BridgeU
    • DreamBox Learning, Inc.
    • Carnegie Learning, Inc.
    • Other Key Players

    Recent Developments:

    • In July 2021 the Central Board of Secondary Education worked in association with Intel Corporation. This association Aims to introduce an AI learning platform called AI Students Community (AISC). It will also add students from CBSE & non-CBSE schools to study from Intel’s AI-certified experts.
    • In February 2018, Microsoft Research Asia (MSRA)which is Microsoft's research division in the Asia Pacific region announced a three-year partnership with Pearson a leading educational publishing and assessment services company. This partnership aims to integrate AI capabilities into the English language learning curricula.

    Report Scope:

    Report Features Description
    Market Value (2022) USD 137.7 Mn
    Forecast Revenue (2032) USD 313.4 Mn
    CAGR (2023-2032) 8.8%
    Base Year for Estimation 2022
    Historic Period 2016-2022
    Forecast Period 2023-2032
    Report Coverage Revenue Forecast, Market Dynamics, COVID-19 Impact, Competitive Landscape, Recent Developments
    Segments Covered By Component (Solutions and Services), By Application (Learning Platform & Virtual Facilitators, Intelligent Tutoring System (ITS), Smart content, Fraud & Risk Management, and Other Applications), By Deployment Mode (Cloud and On-premises)
    Regional Analysis North America – The US, Canada, & Mexico; Western Europe – Germany, France, The UK, Spain, Italy, Portugal, Ireland, Austria, Switzerland, Benelux, Nordic, & Rest of Western Europe; Eastern Europe – Russia, Poland, The Czech Republic, Greece, & Rest of Eastern Europe; APAC – China, Japan, South Korea, India, Australia & New Zealand, Indonesia, Malaysia, Philippines, Singapore, Thailand, Vietnam, & Rest of APAC; Latin America – Brazil, Colombia, Chile, Argentina, Costa Rica, & Rest of Latin America; Middle East & Africa – Algeria, Egypt, Israel, Kuwait, Nigeria, Saudi Arabia, South Africa, Turkey, United Arab Emirates, & Rest of MEA
    Competitive Landscape Amazon Web Services, Inc., IBM Corporation, Microsoft Corporation, Cognizant, Google LLC, Pearson Plc, BridgeU, DreamBox Learning, Inc., Carnegie Learning, Inc., Other Key Players
    Customization Scope Customization for segments, region/country-level will be provided. Moreover, additional customization can be done based on the requirements.
    Purchase Options We have three licenses to opt for: Single User License, Multi-User License (Up to 5 Users), Corporate Use License (Unlimited User and Printable PDF)

     

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    • 1. Executive Summary
      • 1.1. Definition
      • 1.2. Taxonomy
      • 1.3. Research Scope
      • 1.4. Key Analysis
      • 1.5. Key Findings by Major Segments
      • 1.6. Top strategies by Major Players
    • 2. Global Generative AI in Higher Education Market Overview
      • 2.1. Generative AI in Higher Education Market Dynamics
        • 2.1.1. Drivers
        • 2.1.2. Opportunities
        • 2.1.3. Restraints
        • 2.1.4. Challenges
      • 2.2. Macro-economic Factors
      • 2.3. Regulatory Framework
      • 2.4. Market Investment Feasibility Index
      • 2.5. PEST Analysis
      • 2.6. PORTER’S Five Force Analysis
      • 2.7. Drivers & Restraints Impact Analysis
      • 2.8. Industry Chain Analysis
      • 2.9. Cost Structure Analysis
      • 2.10. Marketing Strategy
      • 2.11. Russia-Ukraine War Impact Analysis
      • 2.12. Opportunity Map Analysis
      • 2.13. Market Competition Scenario Analysis
      • 2.14. Product Life Cycle Analysis
      • 2.15. Opportunity Orbits
      • 2.16. Manufacturer Intensity Map
      • 2.17. Major Companies sales by Value & Volume
    • 3. Global Generative AI in Higher Education Market Analysis, Opportunity and Forecast, 2016-2032
      • 3.1. Global Generative AI in Higher Education Market Analysis, 2016-2021
      • 3.2. Global Generative AI in Higher Education Market Opportunity and Forecast, 2023-2032
      • 3.3. Global Generative AI in Higher Education Market Analysis, Opportunity and Forecast, By Component, 2016-2032
        • 3.3.1. Global Generative AI in Higher Education Market Analysis by Component: Introduction
        • 3.3.2. Market Size Absolute $ Opportunity Analysis and Forecast, By Component, 2016-2032
        • 3.3.3. Solutions
        • 3.3.4. Services
      • 3.4. Global Generative AI in Higher Education Market Analysis, Opportunity and Forecast, By Application, 2016-2032
        • 3.4.1. Global Generative AI in Higher Education Market Analysis by Application: Introduction
        • 3.4.2. Market Size Absolute $ Opportunity Analysis and Forecast, By Application, 2016-2032
        • 3.4.3. Learning Platform & Virtual Facilitators
        • 3.4.4. Intelligent Tutoring System (ITS)
        • 3.4.5. Smart content
        • 3.4.6. Fraud and Risk Management
        • 3.4.7. Other Applications
      • 3.5. Global Generative AI in Higher Education Market Analysis, Opportunity and Forecast, By Deployment Mode, 2016-2032
        • 3.5.1. Global Generative AI in Higher Education Market Analysis by Deployment Mode: Introduction
        • 3.5.2. Market Size Absolute $ Opportunity Analysis and Forecast, By Deployment Mode, 2016-2032
        • 3.5.3. Cloud
        • 3.5.4. On-premises
    • 4. North America Generative AI in Higher Education Market Analysis, Opportunity and Forecast, 2016-2032
      • 4.1. North America Generative AI in Higher Education Market Analysis, 2016-2021
      • 4.2. North America Generative AI in Higher Education Market Opportunity and Forecast, 2023-2032
      • 4.3. North America Generative AI in Higher Education Market Analysis, Opportunity and Forecast, By Component, 2016-2032
        • 4.3.1. North America Generative AI in Higher Education Market Analysis by Component: Introduction
        • 4.3.2. Market Size Absolute $ Opportunity Analysis and Forecast, By Component, 2016-2032
        • 4.3.3. Solutions
        • 4.3.4. Services
      • 4.4. North America Generative AI in Higher Education Market Analysis, Opportunity and Forecast, By Application, 2016-2032
        • 4.4.1. North America Generative AI in Higher Education Market Analysis by Application: Introduction
        • 4.4.2. Market Size Absolute $ Opportunity Analysis and Forecast, By Application, 2016-2032
        • 4.4.3. Learning Platform & Virtual Facilitators
        • 4.4.4. Intelligent Tutoring System (ITS)
        • 4.4.5. Smart content
        • 4.4.6. Fraud and Risk Management
        • 4.4.7. Other Applications
      • 4.5. North America Generative AI in Higher Education Market Analysis, Opportunity and Forecast, By Deployment Mode, 2016-2032
        • 4.5.1. North America Generative AI in Higher Education Market Analysis by Deployment Mode: Introduction
        • 4.5.2. Market Size Absolute $ Opportunity Analysis and Forecast, By Deployment Mode, 2016-2032
        • 4.5.3. Cloud
        • 4.5.4. On-premises
      • 4.6. North America Generative AI in Higher Education Market Analysis, Opportunity and Forecast, By Country , 2016-2032
        • 4.6.1. North America Generative AI in Higher Education Market Analysis by Country : Introduction
        • 4.6.2. Market Size Absolute $ Opportunity Analysis and Forecast, Country , 2016-2032
          • 4.6.2.1. The US
          • 4.6.2.2. Canada
          • 4.6.2.3. Mexico
    • 5. Western Europe Generative AI in Higher Education Market Analysis, Opportunity and Forecast, 2016-2032
      • 5.1. Western Europe Generative AI in Higher Education Market Analysis, 2016-2021
      • 5.2. Western Europe Generative AI in Higher Education Market Opportunity and Forecast, 2023-2032
      • 5.3. Western Europe Generative AI in Higher Education Market Analysis, Opportunity and Forecast, By Component, 2016-2032
        • 5.3.1. Western Europe Generative AI in Higher Education Market Analysis by Component: Introduction
        • 5.3.2. Market Size Absolute $ Opportunity Analysis and Forecast, By Component, 2016-2032
        • 5.3.3. Solutions
        • 5.3.4. Services
      • 5.4. Western Europe Generative AI in Higher Education Market Analysis, Opportunity and Forecast, By Application, 2016-2032
        • 5.4.1. Western Europe Generative AI in Higher Education Market Analysis by Application: Introduction
        • 5.4.2. Market Size Absolute $ Opportunity Analysis and Forecast, By Application, 2016-2032
        • 5.4.3. Learning Platform & Virtual Facilitators
        • 5.4.4. Intelligent Tutoring System (ITS)
        • 5.4.5. Smart content
        • 5.4.6. Fraud and Risk Management
        • 5.4.7. Other Applications
      • 5.5. Western Europe Generative AI in Higher Education Market Analysis, Opportunity and Forecast, By Deployment Mode, 2016-2032
        • 5.5.1. Western Europe Generative AI in Higher Education Market Analysis by Deployment Mode: Introduction
        • 5.5.2. Market Size Absolute $ Opportunity Analysis and Forecast, By Deployment Mode, 2016-2032
        • 5.5.3. Cloud
        • 5.5.4. On-premises
      • 5.6. Western Europe Generative AI in Higher Education Market Analysis, Opportunity and Forecast, By Country , 2016-2032
        • 5.6.1. Western Europe Generative AI in Higher Education Market Analysis by Country : Introduction
        • 5.6.2. Market Size Absolute $ Opportunity Analysis and Forecast, Country , 2016-2032
          • 5.6.2.1. Germany
          • 5.6.2.2. France
          • 5.6.2.3. The UK
          • 5.6.2.4. Spain
          • 5.6.2.5. Italy
          • 5.6.2.6. Portugal
          • 5.6.2.7. Ireland
          • 5.6.2.8. Austria
          • 5.6.2.9. Switzerland
          • 5.6.2.10. Benelux
          • 5.6.2.11. Nordic
          • 5.6.2.12. Rest of Western Europe
    • 6. Eastern Europe Generative AI in Higher Education Market Analysis, Opportunity and Forecast, 2016-2032
      • 6.1. Eastern Europe Generative AI in Higher Education Market Analysis, 2016-2021
      • 6.2. Eastern Europe Generative AI in Higher Education Market Opportunity and Forecast, 2023-2032
      • 6.3. Eastern Europe Generative AI in Higher Education Market Analysis, Opportunity and Forecast, By Component, 2016-2032
        • 6.3.1. Eastern Europe Generative AI in Higher Education Market Analysis by Component: Introduction
        • 6.3.2. Market Size Absolute $ Opportunity Analysis and Forecast, By Component, 2016-2032
        • 6.3.3. Solutions
        • 6.3.4. Services
      • 6.4. Eastern Europe Generative AI in Higher Education Market Analysis, Opportunity and Forecast, By Application, 2016-2032
        • 6.4.1. Eastern Europe Generative AI in Higher Education Market Analysis by Application: Introduction
        • 6.4.2. Market Size Absolute $ Opportunity Analysis and Forecast, By Application, 2016-2032
        • 6.4.3. Learning Platform & Virtual Facilitators
        • 6.4.4. Intelligent Tutoring System (ITS)
        • 6.4.5. Smart content
        • 6.4.6. Fraud and Risk Management
        • 6.4.7. Other Applications
      • 6.5. Eastern Europe Generative AI in Higher Education Market Analysis, Opportunity and Forecast, By Deployment Mode, 2016-2032
        • 6.5.1. Eastern Europe Generative AI in Higher Education Market Analysis by Deployment Mode: Introduction
        • 6.5.2. Market Size Absolute $ Opportunity Analysis and Forecast, By Deployment Mode, 2016-2032
        • 6.5.3. Cloud
        • 6.5.4. On-premises
      • 6.6. Eastern Europe Generative AI in Higher Education Market Analysis, Opportunity and Forecast, By Country , 2016-2032
        • 6.6.1. Eastern Europe Generative AI in Higher Education Market Analysis by Country : Introduction
        • 6.6.2. Market Size Absolute $ Opportunity Analysis and Forecast, Country , 2016-2032
          • 6.6.2.1. Russia
          • 6.6.2.2. Poland
          • 6.6.2.3. The Czech Republic
          • 6.6.2.4. Greece
          • 6.6.2.5. Rest of Eastern Europe
    • 7. APAC Generative AI in Higher Education Market Analysis, Opportunity and Forecast, 2016-2032
      • 7.1. APAC Generative AI in Higher Education Market Analysis, 2016-2021
      • 7.2. APAC Generative AI in Higher Education Market Opportunity and Forecast, 2023-2032
      • 7.3. APAC Generative AI in Higher Education Market Analysis, Opportunity and Forecast, By Component, 2016-2032
        • 7.3.1. APAC Generative AI in Higher Education Market Analysis by Component: Introduction
        • 7.3.2. Market Size Absolute $ Opportunity Analysis and Forecast, By Component, 2016-2032
        • 7.3.3. Solutions
        • 7.3.4. Services
      • 7.4. APAC Generative AI in Higher Education Market Analysis, Opportunity and Forecast, By Application, 2016-2032
        • 7.4.1. APAC Generative AI in Higher Education Market Analysis by Application: Introduction
        • 7.4.2. Market Size Absolute $ Opportunity Analysis and Forecast, By Application, 2016-2032
        • 7.4.3. Learning Platform & Virtual Facilitators
        • 7.4.4. Intelligent Tutoring System (ITS)
        • 7.4.5. Smart content
        • 7.4.6. Fraud and Risk Management
        • 7.4.7. Other Applications
      • 7.5. APAC Generative AI in Higher Education Market Analysis, Opportunity and Forecast, By Deployment Mode, 2016-2032
        • 7.5.1. APAC Generative AI in Higher Education Market Analysis by Deployment Mode: Introduction
        • 7.5.2. Market Size Absolute $ Opportunity Analysis and Forecast, By Deployment Mode, 2016-2032
        • 7.5.3. Cloud
        • 7.5.4. On-premises
      • 7.6. APAC Generative AI in Higher Education Market Analysis, Opportunity and Forecast, By Country , 2016-2032
        • 7.6.1. APAC Generative AI in Higher Education Market Analysis by Country : Introduction
        • 7.6.2. Market Size Absolute $ Opportunity Analysis and Forecast, Country , 2016-2032
          • 7.6.2.1. China
          • 7.6.2.2. Japan
          • 7.6.2.3. South Korea
          • 7.6.2.4. India
          • 7.6.2.5. Australia & New Zeland
          • 7.6.2.6. Indonesia
          • 7.6.2.7. Malaysia
          • 7.6.2.8. Philippines
          • 7.6.2.9. Singapore
          • 7.6.2.10. Thailand
          • 7.6.2.11. Vietnam
          • 7.6.2.12. Rest of APAC
    • 8. Latin America Generative AI in Higher Education Market Analysis, Opportunity and Forecast, 2016-2032
      • 8.1. Latin America Generative AI in Higher Education Market Analysis, 2016-2021
      • 8.2. Latin America Generative AI in Higher Education Market Opportunity and Forecast, 2023-2032
      • 8.3. Latin America Generative AI in Higher Education Market Analysis, Opportunity and Forecast, By Component, 2016-2032
        • 8.3.1. Latin America Generative AI in Higher Education Market Analysis by Component: Introduction
        • 8.3.2. Market Size Absolute $ Opportunity Analysis and Forecast, By Component, 2016-2032
        • 8.3.3. Solutions
        • 8.3.4. Services
      • 8.4. Latin America Generative AI in Higher Education Market Analysis, Opportunity and Forecast, By Application, 2016-2032
        • 8.4.1. Latin America Generative AI in Higher Education Market Analysis by Application: Introduction
        • 8.4.2. Market Size Absolute $ Opportunity Analysis and Forecast, By Application, 2016-2032
        • 8.4.3. Learning Platform & Virtual Facilitators
        • 8.4.4. Intelligent Tutoring System (ITS)
        • 8.4.5. Smart content
        • 8.4.6. Fraud and Risk Management
        • 8.4.7. Other Applications
      • 8.5. Latin America Generative AI in Higher Education Market Analysis, Opportunity and Forecast, By Deployment Mode, 2016-2032
        • 8.5.1. Latin America Generative AI in Higher Education Market Analysis by Deployment Mode: Introduction
        • 8.5.2. Market Size Absolute $ Opportunity Analysis and Forecast, By Deployment Mode, 2016-2032
        • 8.5.3. Cloud
        • 8.5.4. On-premises
      • 8.6. Latin America Generative AI in Higher Education Market Analysis, Opportunity and Forecast, By Country , 2016-2032
        • 8.6.1. Latin America Generative AI in Higher Education Market Analysis by Country : Introduction
        • 8.6.2. Market Size Absolute $ Opportunity Analysis and Forecast, Country , 2016-2032
          • 8.6.2.1. Brazil
          • 8.6.2.2. Colombia
          • 8.6.2.3. Chile
          • 8.6.2.4. Argentina
          • 8.6.2.5. Costa Rica
          • 8.6.2.6. Rest of Latin America
    • 9. Middle East & Africa Generative AI in Higher Education Market Analysis, Opportunity and Forecast, 2016-2032
      • 9.1. Middle East & Africa Generative AI in Higher Education Market Analysis, 2016-2021
      • 9.2. Middle East & Africa Generative AI in Higher Education Market Opportunity and Forecast, 2023-2032
      • 9.3. Middle East & Africa Generative AI in Higher Education Market Analysis, Opportunity and Forecast, By Component, 2016-2032
        • 9.3.1. Middle East & Africa Generative AI in Higher Education Market Analysis by Component: Introduction
        • 9.3.2. Market Size Absolute $ Opportunity Analysis and Forecast, By Component, 2016-2032
        • 9.3.3. Solutions
        • 9.3.4. Services
      • 9.4. Middle East & Africa Generative AI in Higher Education Market Analysis, Opportunity and Forecast, By Application, 2016-2032
        • 9.4.1. Middle East & Africa Generative AI in Higher Education Market Analysis by Application: Introduction
        • 9.4.2. Market Size Absolute $ Opportunity Analysis and Forecast, By Application, 2016-2032
        • 9.4.3. Learning Platform & Virtual Facilitators
        • 9.4.4. Intelligent Tutoring System (ITS)
        • 9.4.5. Smart content
        • 9.4.6. Fraud and Risk Management
        • 9.4.7. Other Applications
      • 9.5. Middle East & Africa Generative AI in Higher Education Market Analysis, Opportunity and Forecast, By Deployment Mode, 2016-2032
        • 9.5.1. Middle East & Africa Generative AI in Higher Education Market Analysis by Deployment Mode: Introduction
        • 9.5.2. Market Size Absolute $ Opportunity Analysis and Forecast, By Deployment Mode, 2016-2032
        • 9.5.3. Cloud
        • 9.5.4. On-premises
      • 9.6. Middle East & Africa Generative AI in Higher Education Market Analysis, Opportunity and Forecast, By Country , 2016-2032
        • 9.6.1. Middle East & Africa Generative AI in Higher Education Market Analysis by Country : Introduction
        • 9.6.2. Market Size Absolute $ Opportunity Analysis and Forecast, Country , 2016-2032
          • 9.6.2.1. Algeria
          • 9.6.2.2. Egypt
          • 9.6.2.3. Israel
          • 9.6.2.4. Kuwait
          • 9.6.2.5. Nigeria
          • 9.6.2.6. Saudi Arabia
          • 9.6.2.7. South Africa
          • 9.6.2.8. Turkey
          • 9.6.2.9. The UAE
          • 9.6.2.10. Rest of MEA
    • 10. Global Generative AI in Higher Education Market Analysis, Opportunity and Forecast, By Region , 2016-2032
      • 10.1. Global Generative AI in Higher Education Market Analysis by Region : Introduction
      • 10.2. Market Size Absolute $ Opportunity Analysis and Forecast, By Region , 2016-2032
        • 10.2.1. North America
        • 10.2.2. Western Europe
        • 10.2.3. Eastern Europe
        • 10.2.4. APAC
        • 10.2.5. Latin America
        • 10.2.6. Middle East & Africa
    • 11. Global Generative AI in Higher Education Market Competitive Landscape, Market Share Analysis, and Company Profiles
      • 11.1. Market Share Analysis
      • 11.2. Company Profiles
      • 11.3. Amazon Web Services, Inc.
        • 11.3.1. Company Overview
        • 11.3.2. Financial Highlights
        • 11.3.3. Product Portfolio
        • 11.3.4. SWOT Analysis
        • 11.3.5. Key Strategies and Developments
      • 11.4. IBM Corporation
        • 11.4.1. Company Overview
        • 11.4.2. Financial Highlights
        • 11.4.3. Product Portfolio
        • 11.4.4. SWOT Analysis
        • 11.4.5. Key Strategies and Developments
      • 11.5. Microsoft Corporation
        • 11.5.1. Company Overview
        • 11.5.2. Financial Highlights
        • 11.5.3. Product Portfolio
        • 11.5.4. SWOT Analysis
        • 11.5.5. Key Strategies and Developments
      • 11.6. Cognizant
        • 11.6.1. Company Overview
        • 11.6.2. Financial Highlights
        • 11.6.3. Product Portfolio
        • 11.6.4. SWOT Analysis
        • 11.6.5. Key Strategies and Developments
      • 11.7. Google LLC
        • 11.7.1. Company Overview
        • 11.7.2. Financial Highlights
        • 11.7.3. Product Portfolio
        • 11.7.4. SWOT Analysis
        • 11.7.5. Key Strategies and Developments
      • 11.8. Pearson Plc
        • 11.8.1. Company Overview
        • 11.8.2. Financial Highlights
        • 11.8.3. Product Portfolio
        • 11.8.4. SWOT Analysis
        • 11.8.5. Key Strategies and Developments
      • 11.9. BridgeU
        • 11.9.1. Company Overview
        • 11.9.2. Financial Highlights
        • 11.9.3. Product Portfolio
        • 11.9.4. SWOT Analysis
        • 11.9.5. Key Strategies and Developments
      • 11.10. DreamBox Learning, Inc.
        • 11.10.1. Company Overview
        • 11.10.2. Financial Highlights
        • 11.10.3. Product Portfolio
        • 11.10.4. SWOT Analysis
        • 11.10.5. Key Strategies and Developments
      • 11.11. Carnegie Learning, Inc.
        • 11.11.1. Company Overview
        • 11.11.2. Financial Highlights
        • 11.11.3. Product Portfolio
        • 11.11.4. SWOT Analysis
        • 11.11.5. Key Strategies and Developments
      • 11.12. Other Key Players
        • 11.12.1. Company Overview
        • 11.12.2. Financial Highlights
        • 11.12.3. Product Portfolio
        • 11.12.4. SWOT Analysis
        • 11.12.5. Key Strategies and Developments
    • 12. Assumptions and Acronyms
    • 13. Research Methodology
    • 14. Contact

           List of Figures

      • Figure 1: Global Generative AI in Higher Education Market Revenue (US$ Mn) Market Share by Component in 2022
      • Figure 2: Global Generative AI in Higher Education Market Attractiveness Analysis by Component, 2016-2032
      • Figure 3: Global Generative AI in Higher Education Market Revenue (US$ Mn) Market Share by Applicationin 2022
      • Figure 4: Global Generative AI in Higher Education Market Attractiveness Analysis by Application, 2016-2032
      • Figure 5: Global Generative AI in Higher Education Market Revenue (US$ Mn) Market Share by Deployment Modein 2022
      • Figure 6: Global Generative AI in Higher Education Market Attractiveness Analysis by Deployment Mode, 2016-2032
      • Figure 7: Global Generative AI in Higher Education Market Revenue (US$ Mn) Market Share by Region in 2022
      • Figure 8: Global Generative AI in Higher Education Market Attractiveness Analysis by Region, 2016-2032
      • Figure 9: Global Generative AI in Higher Education Market Revenue (US$ Mn) (2016-2032)
      • Figure 10: Global Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Region (2016-2032)
      • Figure 11: Global Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Component (2016-2032)
      • Figure 12: Global Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Application (2016-2032)
      • Figure 13: Global Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Deployment Mode (2016-2032)
      • Figure 14: Global Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Region (2016-2032)
      • Figure 15: Global Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Component (2016-2032)
      • Figure 16: Global Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Application (2016-2032)
      • Figure 17: Global Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Deployment Mode (2016-2032)
      • Figure 18: Global Generative AI in Higher Education Market Share Comparison by Region (2016-2032)
      • Figure 19: Global Generative AI in Higher Education Market Share Comparison by Component (2016-2032)
      • Figure 20: Global Generative AI in Higher Education Market Share Comparison by Application (2016-2032)
      • Figure 21: Global Generative AI in Higher Education Market Share Comparison by Deployment Mode (2016-2032)
      • Figure 22: North America Generative AI in Higher Education Market Revenue (US$ Mn) Market Share by Componentin 2022
      • Figure 23: North America Generative AI in Higher Education Market Attractiveness Analysis by Component, 2016-2032
      • Figure 24: North America Generative AI in Higher Education Market Revenue (US$ Mn) Market Share by Applicationin 2022
      • Figure 25: North America Generative AI in Higher Education Market Attractiveness Analysis by Application, 2016-2032
      • Figure 26: North America Generative AI in Higher Education Market Revenue (US$ Mn) Market Share by Deployment Modein 2022
      • Figure 27: North America Generative AI in Higher Education Market Attractiveness Analysis by Deployment Mode, 2016-2032
      • Figure 28: North America Generative AI in Higher Education Market Revenue (US$ Mn) Market Share by Country in 2022
      • Figure 29: North America Generative AI in Higher Education Market Attractiveness Analysis by Country, 2016-2032
      • Figure 30: North America Generative AI in Higher Education Market Revenue (US$ Mn) (2016-2032)
      • Figure 31: North America Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Country (2016-2032)
      • Figure 32: North America Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Component (2016-2032)
      • Figure 33: North America Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Application (2016-2032)
      • Figure 34: North America Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Deployment Mode (2016-2032)
      • Figure 35: North America Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Country (2016-2032)
      • Figure 36: North America Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Component (2016-2032)
      • Figure 37: North America Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Application (2016-2032)
      • Figure 38: North America Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Deployment Mode (2016-2032)
      • Figure 39: North America Generative AI in Higher Education Market Share Comparison by Country (2016-2032)
      • Figure 40: North America Generative AI in Higher Education Market Share Comparison by Component (2016-2032)
      • Figure 41: North America Generative AI in Higher Education Market Share Comparison by Application (2016-2032)
      • Figure 42: North America Generative AI in Higher Education Market Share Comparison by Deployment Mode (2016-2032)
      • Figure 43: Western Europe Generative AI in Higher Education Market Revenue (US$ Mn) Market Share by Componentin 2022
      • Figure 44: Western Europe Generative AI in Higher Education Market Attractiveness Analysis by Component, 2016-2032
      • Figure 45: Western Europe Generative AI in Higher Education Market Revenue (US$ Mn) Market Share by Applicationin 2022
      • Figure 46: Western Europe Generative AI in Higher Education Market Attractiveness Analysis by Application, 2016-2032
      • Figure 47: Western Europe Generative AI in Higher Education Market Revenue (US$ Mn) Market Share by Deployment Modein 2022
      • Figure 48: Western Europe Generative AI in Higher Education Market Attractiveness Analysis by Deployment Mode, 2016-2032
      • Figure 49: Western Europe Generative AI in Higher Education Market Revenue (US$ Mn) Market Share by Country in 2022
      • Figure 50: Western Europe Generative AI in Higher Education Market Attractiveness Analysis by Country, 2016-2032
      • Figure 51: Western Europe Generative AI in Higher Education Market Revenue (US$ Mn) (2016-2032)
      • Figure 52: Western Europe Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Country (2016-2032)
      • Figure 53: Western Europe Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Component (2016-2032)
      • Figure 54: Western Europe Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Application (2016-2032)
      • Figure 55: Western Europe Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Deployment Mode (2016-2032)
      • Figure 56: Western Europe Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Country (2016-2032)
      • Figure 57: Western Europe Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Component (2016-2032)
      • Figure 58: Western Europe Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Application (2016-2032)
      • Figure 59: Western Europe Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Deployment Mode (2016-2032)
      • Figure 60: Western Europe Generative AI in Higher Education Market Share Comparison by Country (2016-2032)
      • Figure 61: Western Europe Generative AI in Higher Education Market Share Comparison by Component (2016-2032)
      • Figure 62: Western Europe Generative AI in Higher Education Market Share Comparison by Application (2016-2032)
      • Figure 63: Western Europe Generative AI in Higher Education Market Share Comparison by Deployment Mode (2016-2032)
      • Figure 64: Eastern Europe Generative AI in Higher Education Market Revenue (US$ Mn) Market Share by Componentin 2022
      • Figure 65: Eastern Europe Generative AI in Higher Education Market Attractiveness Analysis by Component, 2016-2032
      • Figure 66: Eastern Europe Generative AI in Higher Education Market Revenue (US$ Mn) Market Share by Applicationin 2022
      • Figure 67: Eastern Europe Generative AI in Higher Education Market Attractiveness Analysis by Application, 2016-2032
      • Figure 68: Eastern Europe Generative AI in Higher Education Market Revenue (US$ Mn) Market Share by Deployment Modein 2022
      • Figure 69: Eastern Europe Generative AI in Higher Education Market Attractiveness Analysis by Deployment Mode, 2016-2032
      • Figure 70: Eastern Europe Generative AI in Higher Education Market Revenue (US$ Mn) Market Share by Country in 2022
      • Figure 71: Eastern Europe Generative AI in Higher Education Market Attractiveness Analysis by Country, 2016-2032
      • Figure 72: Eastern Europe Generative AI in Higher Education Market Revenue (US$ Mn) (2016-2032)
      • Figure 73: Eastern Europe Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Country (2016-2032)
      • Figure 74: Eastern Europe Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Component (2016-2032)
      • Figure 75: Eastern Europe Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Application (2016-2032)
      • Figure 76: Eastern Europe Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Deployment Mode (2016-2032)
      • Figure 77: Eastern Europe Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Country (2016-2032)
      • Figure 78: Eastern Europe Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Component (2016-2032)
      • Figure 79: Eastern Europe Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Application (2016-2032)
      • Figure 80: Eastern Europe Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Deployment Mode (2016-2032)
      • Figure 81: Eastern Europe Generative AI in Higher Education Market Share Comparison by Country (2016-2032)
      • Figure 82: Eastern Europe Generative AI in Higher Education Market Share Comparison by Component (2016-2032)
      • Figure 83: Eastern Europe Generative AI in Higher Education Market Share Comparison by Application (2016-2032)
      • Figure 84: Eastern Europe Generative AI in Higher Education Market Share Comparison by Deployment Mode (2016-2032)
      • Figure 85: APAC Generative AI in Higher Education Market Revenue (US$ Mn) Market Share by Componentin 2022
      • Figure 86: APAC Generative AI in Higher Education Market Attractiveness Analysis by Component, 2016-2032
      • Figure 87: APAC Generative AI in Higher Education Market Revenue (US$ Mn) Market Share by Applicationin 2022
      • Figure 88: APAC Generative AI in Higher Education Market Attractiveness Analysis by Application, 2016-2032
      • Figure 89: APAC Generative AI in Higher Education Market Revenue (US$ Mn) Market Share by Deployment Modein 2022
      • Figure 90: APAC Generative AI in Higher Education Market Attractiveness Analysis by Deployment Mode, 2016-2032
      • Figure 91: APAC Generative AI in Higher Education Market Revenue (US$ Mn) Market Share by Country in 2022
      • Figure 92: APAC Generative AI in Higher Education Market Attractiveness Analysis by Country, 2016-2032
      • Figure 93: APAC Generative AI in Higher Education Market Revenue (US$ Mn) (2016-2032)
      • Figure 94: APAC Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Country (2016-2032)
      • Figure 95: APAC Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Component (2016-2032)
      • Figure 96: APAC Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Application (2016-2032)
      • Figure 97: APAC Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Deployment Mode (2016-2032)
      • Figure 98: APAC Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Country (2016-2032)
      • Figure 99: APAC Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Component (2016-2032)
      • Figure 100: APAC Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Application (2016-2032)
      • Figure 101: APAC Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Deployment Mode (2016-2032)
      • Figure 102: APAC Generative AI in Higher Education Market Share Comparison by Country (2016-2032)
      • Figure 103: APAC Generative AI in Higher Education Market Share Comparison by Component (2016-2032)
      • Figure 104: APAC Generative AI in Higher Education Market Share Comparison by Application (2016-2032)
      • Figure 105: APAC Generative AI in Higher Education Market Share Comparison by Deployment Mode (2016-2032)
      • Figure 106: Latin America Generative AI in Higher Education Market Revenue (US$ Mn) Market Share by Componentin 2022
      • Figure 107: Latin America Generative AI in Higher Education Market Attractiveness Analysis by Component, 2016-2032
      • Figure 108: Latin America Generative AI in Higher Education Market Revenue (US$ Mn) Market Share by Applicationin 2022
      • Figure 109: Latin America Generative AI in Higher Education Market Attractiveness Analysis by Application, 2016-2032
      • Figure 110: Latin America Generative AI in Higher Education Market Revenue (US$ Mn) Market Share by Deployment Modein 2022
      • Figure 111: Latin America Generative AI in Higher Education Market Attractiveness Analysis by Deployment Mode, 2016-2032
      • Figure 112: Latin America Generative AI in Higher Education Market Revenue (US$ Mn) Market Share by Country in 2022
      • Figure 113: Latin America Generative AI in Higher Education Market Attractiveness Analysis by Country, 2016-2032
      • Figure 114: Latin America Generative AI in Higher Education Market Revenue (US$ Mn) (2016-2032)
      • Figure 115: Latin America Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Country (2016-2032)
      • Figure 116: Latin America Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Component (2016-2032)
      • Figure 117: Latin America Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Application (2016-2032)
      • Figure 118: Latin America Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Deployment Mode (2016-2032)
      • Figure 119: Latin America Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Country (2016-2032)
      • Figure 120: Latin America Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Component (2016-2032)
      • Figure 121: Latin America Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Application (2016-2032)
      • Figure 122: Latin America Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Deployment Mode (2016-2032)
      • Figure 123: Latin America Generative AI in Higher Education Market Share Comparison by Country (2016-2032)
      • Figure 124: Latin America Generative AI in Higher Education Market Share Comparison by Component (2016-2032)
      • Figure 125: Latin America Generative AI in Higher Education Market Share Comparison by Application (2016-2032)
      • Figure 126: Latin America Generative AI in Higher Education Market Share Comparison by Deployment Mode (2016-2032)
      • Figure 127: Middle East & Africa Generative AI in Higher Education Market Revenue (US$ Mn) Market Share by Componentin 2022
      • Figure 128: Middle East & Africa Generative AI in Higher Education Market Attractiveness Analysis by Component, 2016-2032
      • Figure 129: Middle East & Africa Generative AI in Higher Education Market Revenue (US$ Mn) Market Share by Applicationin 2022
      • Figure 130: Middle East & Africa Generative AI in Higher Education Market Attractiveness Analysis by Application, 2016-2032
      • Figure 131: Middle East & Africa Generative AI in Higher Education Market Revenue (US$ Mn) Market Share by Deployment Modein 2022
      • Figure 132: Middle East & Africa Generative AI in Higher Education Market Attractiveness Analysis by Deployment Mode, 2016-2032
      • Figure 133: Middle East & Africa Generative AI in Higher Education Market Revenue (US$ Mn) Market Share by Country in 2022
      • Figure 134: Middle East & Africa Generative AI in Higher Education Market Attractiveness Analysis by Country, 2016-2032
      • Figure 135: Middle East & Africa Generative AI in Higher Education Market Revenue (US$ Mn) (2016-2032)
      • Figure 136: Middle East & Africa Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Country (2016-2032)
      • Figure 137: Middle East & Africa Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Component (2016-2032)
      • Figure 138: Middle East & Africa Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Application (2016-2032)
      • Figure 139: Middle East & Africa Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Deployment Mode (2016-2032)
      • Figure 140: Middle East & Africa Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Country (2016-2032)
      • Figure 141: Middle East & Africa Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Component (2016-2032)
      • Figure 142: Middle East & Africa Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Application (2016-2032)
      • Figure 143: Middle East & Africa Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Deployment Mode (2016-2032)
      • Figure 144: Middle East & Africa Generative AI in Higher Education Market Share Comparison by Country (2016-2032)
      • Figure 145: Middle East & Africa Generative AI in Higher Education Market Share Comparison by Component (2016-2032)
      • Figure 146: Middle East & Africa Generative AI in Higher Education Market Share Comparison by Application (2016-2032)
      • Figure 147: Middle East & Africa Generative AI in Higher Education Market Share Comparison by Deployment Mode (2016-2032)

       

      List of Tables

      • Table 1: Global Generative AI in Higher Education Market Comparison by Component (2016-2032)
      • Table 2: Global Generative AI in Higher Education Market Comparison by Application (2016-2032)
      • Table 3: Global Generative AI in Higher Education Market Comparison by Deployment Mode (2016-2032)
      • Table 4: Global Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Region (2016-2032)
      • Table 5: Global Generative AI in Higher Education Market Revenue (US$ Mn) (2016-2032)
      • Table 6: Global Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Region (2016-2032)
      • Table 7: Global Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Component (2016-2032)
      • Table 8: Global Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Application (2016-2032)
      • Table 9: Global Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Deployment Mode (2016-2032)
      • Table 10: Global Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Region (2016-2032)
      • Table 11: Global Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Component (2016-2032)
      • Table 12: Global Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Application (2016-2032)
      • Table 13: Global Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Deployment Mode (2016-2032)
      • Table 14: Global Generative AI in Higher Education Market Share Comparison by Region (2016-2032)
      • Table 15: Global Generative AI in Higher Education Market Share Comparison by Component (2016-2032)
      • Table 16: Global Generative AI in Higher Education Market Share Comparison by Application (2016-2032)
      • Table 17: Global Generative AI in Higher Education Market Share Comparison by Deployment Mode (2016-2032)
      • Table 18: North America Generative AI in Higher Education Market Comparison by Application (2016-2032)
      • Table 19: North America Generative AI in Higher Education Market Comparison by Deployment Mode (2016-2032)
      • Table 20: North America Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Country (2016-2032)
      • Table 21: North America Generative AI in Higher Education Market Revenue (US$ Mn) (2016-2032)
      • Table 22: North America Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Country (2016-2032)
      • Table 23: North America Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Component (2016-2032)
      • Table 24: North America Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Application (2016-2032)
      • Table 25: North America Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Deployment Mode (2016-2032)
      • Table 26: North America Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Country (2016-2032)
      • Table 27: North America Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Component (2016-2032)
      • Table 28: North America Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Application (2016-2032)
      • Table 29: North America Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Deployment Mode (2016-2032)
      • Table 30: North America Generative AI in Higher Education Market Share Comparison by Country (2016-2032)
      • Table 31: North America Generative AI in Higher Education Market Share Comparison by Component (2016-2032)
      • Table 32: North America Generative AI in Higher Education Market Share Comparison by Application (2016-2032)
      • Table 33: North America Generative AI in Higher Education Market Share Comparison by Deployment Mode (2016-2032)
      • Table 34: Western Europe Generative AI in Higher Education Market Comparison by Component (2016-2032)
      • Table 35: Western Europe Generative AI in Higher Education Market Comparison by Application (2016-2032)
      • Table 36: Western Europe Generative AI in Higher Education Market Comparison by Deployment Mode (2016-2032)
      • Table 37: Western Europe Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Country (2016-2032)
      • Table 38: Western Europe Generative AI in Higher Education Market Revenue (US$ Mn) (2016-2032)
      • Table 39: Western Europe Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Country (2016-2032)
      • Table 40: Western Europe Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Component (2016-2032)
      • Table 41: Western Europe Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Application (2016-2032)
      • Table 42: Western Europe Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Deployment Mode (2016-2032)
      • Table 43: Western Europe Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Country (2016-2032)
      • Table 44: Western Europe Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Component (2016-2032)
      • Table 45: Western Europe Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Application (2016-2032)
      • Table 46: Western Europe Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Deployment Mode (2016-2032)
      • Table 47: Western Europe Generative AI in Higher Education Market Share Comparison by Country (2016-2032)
      • Table 48: Western Europe Generative AI in Higher Education Market Share Comparison by Component (2016-2032)
      • Table 49: Western Europe Generative AI in Higher Education Market Share Comparison by Application (2016-2032)
      • Table 50: Western Europe Generative AI in Higher Education Market Share Comparison by Deployment Mode (2016-2032)
      • Table 51: Eastern Europe Generative AI in Higher Education Market Comparison by Component (2016-2032)
      • Table 52: Eastern Europe Generative AI in Higher Education Market Comparison by Application (2016-2032)
      • Table 53: Eastern Europe Generative AI in Higher Education Market Comparison by Deployment Mode (2016-2032)
      • Table 54: Eastern Europe Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Country (2016-2032)
      • Table 55: Eastern Europe Generative AI in Higher Education Market Revenue (US$ Mn) (2016-2032)
      • Table 56: Eastern Europe Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Country (2016-2032)
      • Table 57: Eastern Europe Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Component (2016-2032)
      • Table 58: Eastern Europe Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Application (2016-2032)
      • Table 59: Eastern Europe Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Deployment Mode (2016-2032)
      • Table 60: Eastern Europe Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Country (2016-2032)
      • Table 61: Eastern Europe Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Component (2016-2032)
      • Table 62: Eastern Europe Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Application (2016-2032)
      • Table 63: Eastern Europe Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Deployment Mode (2016-2032)
      • Table 64: Eastern Europe Generative AI in Higher Education Market Share Comparison by Country (2016-2032)
      • Table 65: Eastern Europe Generative AI in Higher Education Market Share Comparison by Component (2016-2032)
      • Table 66: Eastern Europe Generative AI in Higher Education Market Share Comparison by Application (2016-2032)
      • Table 67: Eastern Europe Generative AI in Higher Education Market Share Comparison by Deployment Mode (2016-2032)
      • Table 68: APAC Generative AI in Higher Education Market Comparison by Component (2016-2032)
      • Table 69: APAC Generative AI in Higher Education Market Comparison by Application (2016-2032)
      • Table 70: APAC Generative AI in Higher Education Market Comparison by Deployment Mode (2016-2032)
      • Table 71: APAC Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Country (2016-2032)
      • Table 72: APAC Generative AI in Higher Education Market Revenue (US$ Mn) (2016-2032)
      • Table 73: APAC Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Country (2016-2032)
      • Table 74: APAC Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Component (2016-2032)
      • Table 75: APAC Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Application (2016-2032)
      • Table 76: APAC Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Deployment Mode (2016-2032)
      • Table 77: APAC Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Country (2016-2032)
      • Table 78: APAC Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Component (2016-2032)
      • Table 79: APAC Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Application (2016-2032)
      • Table 80: APAC Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Deployment Mode (2016-2032)
      • Table 81: APAC Generative AI in Higher Education Market Share Comparison by Country (2016-2032)
      • Table 82: APAC Generative AI in Higher Education Market Share Comparison by Component (2016-2032)
      • Table 83: APAC Generative AI in Higher Education Market Share Comparison by Application (2016-2032)
      • Table 84: APAC Generative AI in Higher Education Market Share Comparison by Deployment Mode (2016-2032)
      • Table 85: Latin America Generative AI in Higher Education Market Comparison by Component (2016-2032)
      • Table 86: Latin America Generative AI in Higher Education Market Comparison by Application (2016-2032)
      • Table 87: Latin America Generative AI in Higher Education Market Comparison by Deployment Mode (2016-2032)
      • Table 88: Latin America Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Country (2016-2032)
      • Table 89: Latin America Generative AI in Higher Education Market Revenue (US$ Mn) (2016-2032)
      • Table 90: Latin America Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Country (2016-2032)
      • Table 91: Latin America Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Component (2016-2032)
      • Table 92: Latin America Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Application (2016-2032)
      • Table 93: Latin America Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Deployment Mode (2016-2032)
      • Table 94: Latin America Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Country (2016-2032)
      • Table 95: Latin America Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Component (2016-2032)
      • Table 96: Latin America Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Application (2016-2032)
      • Table 97: Latin America Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Deployment Mode (2016-2032)
      • Table 98: Latin America Generative AI in Higher Education Market Share Comparison by Country (2016-2032)
      • Table 99: Latin America Generative AI in Higher Education Market Share Comparison by Component (2016-2032)
      • Table 100: Latin America Generative AI in Higher Education Market Share Comparison by Application (2016-2032)
      • Table 101: Latin America Generative AI in Higher Education Market Share Comparison by Deployment Mode (2016-2032)
      • Table 102: Middle East & Africa Generative AI in Higher Education Market Comparison by Component (2016-2032)
      • Table 103: Middle East & Africa Generative AI in Higher Education Market Comparison by Application (2016-2032)
      • Table 104: Middle East & Africa Generative AI in Higher Education Market Comparison by Deployment Mode (2016-2032)
      • Table 105: Middle East & Africa Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Country (2016-2032)
      • Table 106: Middle East & Africa Generative AI in Higher Education Market Revenue (US$ Mn) (2016-2032)
      • Table 107: Middle East & Africa Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Country (2016-2032)
      • Table 108: Middle East & Africa Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Component (2016-2032)
      • Table 109: Middle East & Africa Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Application (2016-2032)
      • Table 110: Middle East & Africa Generative AI in Higher Education Market Revenue (US$ Mn) Comparison by Deployment Mode (2016-2032)
      • Table 111: Middle East & Africa Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Country (2016-2032)
      • Table 112: Middle East & Africa Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Component (2016-2032)
      • Table 113: Middle East & Africa Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Application (2016-2032)
      • Table 114: Middle East & Africa Generative AI in Higher Education Market Y-o-Y Growth Rate Comparison by Deployment Mode (2016-2032)
      • Table 115: Middle East & Africa Generative AI in Higher Education Market Share Comparison by Country (2016-2032)
      • Table 116: Middle East & Africa Generative AI in Higher Education Market Share Comparison by Component (2016-2032)
      • Table 117: Middle East & Africa Generative AI in Higher Education Market Share Comparison by Application (2016-2032)
      • Table 118: Middle East & Africa Generative AI in Higher Education Market Share Comparison by Deployment Mode (2016-2032)
    • Amazon Web Services, Inc.
    • IBM Corporation
    • Microsoft Corporation
    • Cognizant
    • Google LLC
    • Pearson Plc
    • BridgeU
    • DreamBox Learning, Inc.
    • Carnegie Learning, Inc.
    • Other Key Players
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