Report

1 INTRODUCTION 38
1.1 STUDY OBJECTIVES 38
1.2 MARKET DEFINITION 38
1.2.1 INCLUSIONS & EXCLUSIONS 39
1.3 MARKET SCOPE 40
1.3.1 MARKET SEGMENTATION 41
1.3.2 YEARS CONSIDERED 42
1.4 CURRENCY CONSIDERED 42
1.5 STAKEHOLDERS 43
1.6 SUMMARY OF CHANGES 43
2 RESEARCH METHODOLOGY 45
2.1 RESEARCH DATA 45
2.1.1 SECONDARY DATA 46
2.1.2 PRIMARY DATA 46
2.1.2.1 Breakup of primary profiles 47
2.1.2.2 Key industry insights 47
2.2 MARKET SIZE ESTIMATION 48
2.2.1 TOP-DOWN APPROACH 48
2.2.2 BOTTOM-UP APPROACH 49
2.3 MARKET FORECAST 52
2.4 RESEARCH ASSUMPTIONS 53
2.5 RISK ASSESSMENT 54
2.6 STUDY LIMITATIONS 55
3 EXECUTIVE SUMMARY 56
4 PREMIUM INSIGHTS 62
4.1 ATTRACTIVE OPPORTUNITIES IN AI IN EDUCATION MARKET 62
4.2 AI IN EDUCATION MARKET: TOP THREE ACADEMIC APPLICATIONS 62
4.3 NORTH AMERICA: AI IN EDUCATION MARKET, BY DEPLOYMENT MODE AND END USER 63
4.4 AI IN EDUCATION MARKET, BY REGION 63
5 MARKET OVERVIEW AND INDUSTRY TRENDS 64
5.1 INTRODUCTION 64
5.2 MARKET DYNAMICS 64
5.2.1 DRIVERS 65
5.2.1.1 Increase in demand for personalized learning experiences 65
5.2.1.2 Rise in adoption of e-learning platforms and digital education tools 66
5.2.1.3 Increase in reliance on data-driven insights to enhance academic outcomes 66
5.2.1.4 Rise in prevalence of mobile and smart devices enables ubiquitous learning 66
5.2.2 RESTRAINTS 67
5.2.2.1 Reluctance among institutions to replace traditional teaching/ learning methods 67
5.2.3 OPPORTUNITIES 67
5.2.3.1 Enhanced customization of curriculum to individual student needs 67
5.2.3.2 Rise in demand for AI-powered assessment systems and real-time feedback 68
5.2.3.3 Advent of virtual tutors for self-paced learning 68
5.2.3.4 Integration of AR and VR with AI for immersive learning experience 68
5.2.4 CHALLENGES 69
5.2.4.1 Protecting sensitive student data from breaches 69
5.2.4.2 Disparity in access to AI-enabled educational resources 69
5.2.4.3 Accessibility issues for students with disabilities 69
5.3 INDUSTRY TRENDS 70
5.3.1 EVOLUTION OF AI IN EDUCATION MARKET 70
5.3.2 CASE STUDY ANALYSIS 71
5.3.2.1 Google helped Ministry of Education of Malaysia to transform digital learning accessibility and efficiency 71
5.3.2.2 Alibaba Cloud helped GetCourse enhance online education with scalable and cost-effective solutions 72
5.3.2.3 IVMF overcame learning management challenges with Skillsoft's custom learning paths and enhanced user experience 73
5.3.2.4 Stride Learning enhanced Reading Comprehension with stable diffusion on Amazon Bedrock 73
5.3.2.5 Century Tech and Epsom & Ewell High School transformed learning with AI integration and enhanced engagement 74
5.3.3 ECOSYSTEM ANALYSIS 75
5.3.3.1 Learning management system providers 77
5.3.3.2 Adaptive learning platform providers 77
5.3.3.3 Chatbots & virtual assistant providers 77
5.3.3.4 Automated grading & feedback system providers 77
5.3.3.5 Content generation tools providers 78
5.3.3.6 AI in education market end users 78
5.3.4 TECHNOLOGY ANALYSIS 78
5.3.4.1 Key technologies 78
5.3.4.1.1 NLP and deep learning 78
5.3.4.1.2 Computer vision 78
5.3.4.1.3 Predictive analytics 79
5.3.4.1.4 Robotic process automation (RPA) 79
5.3.4.1.5 Reinforcement learning 79
?
5.3.4.2 Adjacent technologies 79
5.3.4.2.1 Cybersecurity 79
5.3.4.2.2 IoT 79
5.3.4.2.3 AR/VR 80
5.3.4.3 Complementary technologies 80
5.3.4.3.1 Cloud computing 80
5.3.4.3.2 Edge computing 80
5.3.4.3.3 Quantum computing 80
5.3.4.3.4 Big data analytics 80
5.3.4.3.5 Blockchain 81
5.3.5 REGULATORY LANDSCAPE 81
5.3.5.1 Regulatory bodies, government agencies, and other organizations 81
5.3.5.2 Regulatory framework 85
5.3.5.2.1 North America 85
5.3.5.2.1.1 US 85
5.3.5.2.1.2 Canada 85
5.3.5.2.2 Europe 85
5.3.5.2.2.1 Germany 86
5.3.5.2.2.2 UK 86
5.3.5.2.3 Asia Pacific 86
5.3.5.2.3.1 China 86
5.3.5.2.3.2 Australia 86
5.3.5.2.3.3 Japan 86
5.3.5.2.3.4 Singapore 86
5.3.5.2.4 Middle East & Africa 86
5.3.5.2.4.1 Saudi Arabia 86
5.3.5.2.4.2 UAE 87
5.3.5.2.4.3 Egypt 87
5.3.5.2.5 Latin America 87
5.3.5.2.5.1 Brazil 87
5.3.5.2.5.2 Mexico 87
5.3.5.2.5.3 Argentina 87
5.3.6 SUPPLY CHAIN ANALYSIS 87
5.3.7 PORTER'S FIVE FORCES ANALYSIS 89
5.3.7.1 Threat of new entrants 90
5.3.7.2 Threat of substitutes 91
5.3.7.3 Bargaining power of suppliers 91
5.3.7.4 Bargaining power of buyers 91
5.3.7.5 Intensity of competitive rivalry 91
5.3.8 KEY CONFERENCES AND EVENTS 91
5.3.9 KEY STAKEHOLDERS AND BUYING CRITERIA 92
5.3.9.1 Key stakeholders in buying process 92
5.3.9.2 Buying criteria 93
5.3.10 PRICING ANALYSIS 94
5.3.10.1 Indicative pricing analysis, by software type 94
5.3.10.2 Indicative pricing analysis, by application 95
5.3.11 PATENT ANALYSIS 96
5.3.11.1 Methodology 96
5.3.11.2 Patents filed, by document type 96
5.3.11.3 Innovations and patent applications 96
5.3.12 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS' BUSINESSES 101
5.3.13 INVESTMENT LANDSCAPE AND FUNDING SCENARIO 102
5.3.14 IMPACT OF GENERATIVE AI ON EDUCATION MARKET 103
5.3.14.1 Top use cases & market potential 103
5.3.14.2 Key use cases 104
5.3.14.2.1 Personalized learning experiences 105
5.3.14.2.2 Content creation automation 105
5.3.14.2.3 Enhanced feedback mechanisms 105
5.3.14.2.4 Immersive learning environments 105
5.3.14.2.5 Administrative efficiency 105
5.3.14.2.6 Support for diverse learning needs 105
6 AI IN EDUCATION MARKET, BY OFFERING 106
6.1 INTRODUCTION 107
6.1.1 OFFERING: AI IN EDUCATION MARKET DRIVERS 107
6.2 SOFTWARE 108
6.2.1 BY TYPE 111
6.2.1.1 Learning management systems (LMS) 111
6.2.1.1.1 AI algorithms to create adaptive learning paths based on learner's performance, preferences, and engagement levels 111
6.2.1.2 Chatbots & virtual assistants 112
6.2.1.2.1 Offering study aid and providing safe space for students and helping educators with plans 112
6.2.1.3 Adaptive learning platforms 113
6.2.1.3.1 Tailored learning experiences with continuous assessment of learners' progress 113
6.2.1.4 Automated grading & feedback systems 114
6.2.1.4.1 Enhancing efficiency and accuracy of evaluation devoid of biases 114
6.2.1.5 Intelligent tutoring systems 115
6.2.1.5.1 Advancing personalized learning focused on integrating multimedia resources and interactive simulations 115
6.2.1.6 Content generation tools 116
6.2.1.6.1 Empowering educators with AI-driven content creation for personalized learning 116
6.2.1.7 AI-enhanced plagiarism detection 117
6.2.1.7.1 Fostering academic integrity with pattern recognition 117
6.2.1.8 Gamified learning platforms 118
6.2.1.8.1 Transforming education with immersive, story-driven platforms 118
6.2.1.9 Other software types 119
6.2.2 BY DEPLOYMENT MODE 120
6.2.2.1 Cloud 121
6.2.2.1.1 Scaling education with cloud-powered AI: Personalized learning and seamless integration 121
6.2.2.2 On-premises 122
6.2.2.2.1 Empowering education on-premises: Secure, customizable, and controlled AI solutions 122
6.3 SERVICES 123
6.3.1 PROFESSIONAL DEVELOPMENT PROGRAMS 124
6.3.1.1 Essential to maintain educator competence and building community 124
6.3.2 CUSTOM AI DEVELOPMENT PLATFORM 125
6.3.2.1 Technology adaptability: Crucial in diverse learning landscape 125
6.3.3 DATA ANALYTICS CONSULTING 126
6.3.3.1 Optimizing course offerings and improving user experience with tailored content 126
6.3.4 ADMISSION SERVICES 127
6.3.4.1 Transforming admissions with AI: Streamlining processes and boosting recruitment 127
6.3.5 INSTRUCTIONAL SERVICES 128
6.3.5.1 Enabling educators to focus more on teaching and less on logistics 128
6.3.6 OTHER SERVICES 129
7 AI IN EDUCATION MARKET, BY APPLICATION 131
7.1 INTRODUCTION 132
7.1.1 APPLICATION: AI IN EDUCATION MARKET DRIVERS 132
7.2 ACADEMIC 132
7.2.1 PERSONALIZED LEARNING & CONTENT MANAGEMENT 134
7.2.1.1 Customizable lesson plans 135
7.2.1.1.1 Personalizing education with AI-driven lesson plans 135
7.2.1.2 Adaptive quizzes and tests 135
7.2.1.2.1 Tailoring assessments to enhance learning outcomes 135
7.2.1.3 Skill level analysis 135
7.2.1.3.1 Grouping students based on skill level for effective learning 135
7.2.1.4 Other personalized learning & content management applications 136
7.2.2 GRADING & ASSESSMENT MANAGEMENT 136
7.2.2.1 Essay & short-answer evaluation 137
7.2.2.1.1 Evaluating student understanding and critical thinking through essay & short-answer assessments 137
?
7.2.2.2 Multiple-choice grading automation 137
7.2.2.2.1 Streamlining grading and easing administrative burden on educators 137
7.2.2.3 Rubric-based assessment customization 138
7.2.2.3.1 Customizing rubrics for tailored and structured student performance evaluation 138
7.2.2.4 Other grading & assessment management applications 138
7.2.3 LANGUAGE TRANSLATION & SUPPORT 138
7.2.3.1 Grammar & vocabulary enhancement 139
7.2.3.1.1 Improving linguistic quality in AI-driven language translation tools 139
7.2.3.2 Pronunciation assistance 140
7.2.3.2.1 Using real-time feedback for more effective results 140
7.2.3.3 Language translation management 140
7.2.3.3.1 Streamlined translation with real-time collaboration among translators and project managers 140
7.2.3.4 Other language translation & support applications 140
7.2.4 STUDENT SUPPORT & SERVICES 141
7.2.4.1 Question-answering support 142
7.2.4.1.1 Proactive approach to improve student engagement 142
7.2.4.2 Assignment reminders 142
7.2.4.2.1 Boosting student engagement and accountability with assignment reminders 142
7.2.4.3 Campus navigation assistance 142
7.2.4.3.1 Enhancing student experience with interactive maps, GPS-based location services, and chatbots 142
7.2.4.4 Mental health resources & counseling support 143
7.2.4.4.1 Bridging gaps: Enhancing mental health support with access to information and reducing stigma 143
7.2.4.5 Other student support & services applications 143
7.2.5 GAMIFICATION & ENGAGEMENT 144
7.2.5.1 Points & reward system management 145
7.2.5.1.1 Maximizing engagement through points, badges, certificates, or even tangible rewards 145
7.2.5.2 Interactive challenges & quizzes 145
7.2.5.2.1 Enhancing learning with game mechanics such as time limits, levels of difficulty, and instant feedback 145
7.2.5.3 Gamified progress tracking 145
7.2.5.3.1 Gamified elements to monitor and visualize student achievements 145
7.2.5.4 Other gamification & engagement applications 146
7.2.6 PREDICTIVE ANALYSIS 146
7.2.6.1 Early-warning system management 147
7.2.6.1.1 Preventing dropouts and fostering success with effective early-warning systems 147
7.2.6.2 Trend analysis 147
7.2.6.2.1 Leveraging trend analysis and predictive analytics to improve learning outcomes 147
7.2.6.3 Predictive grading outcomes 148
7.2.6.3.1 Optimizing resource allocation with timely interventions using predictive models 148
7.2.6.4 Other predictive analysis applications 148
7.2.7 PLAGIARISM DETECTION & ACADEMIC INTEGRITY 148
7.2.7.1 Paraphrasing & source-checking 149
7.2.7.1.1 Promoting responsible research practices and originality 149
7.2.7.2 Academic integrity tracking 150
7.2.7.2.1 Promoting ethical standards and transparency in academics 150
7.2.7.3 Other plagiarism detection & academic integrity applications 150
7.3 INSTITUTIONAL 150
7.3.1 STUDENT ENROLLMENT & RETENTION ANALYSIS 152
7.3.1.1 At-risk student identification 153
7.3.1.1.1 Improving student outcomes with proactive AI interventions for retention 153
7.3.1.2 Retention strategy optimization 153
7.3.1.2.1 Analyzing student data to develop effective strategies to combat attrition and offer support 153
7.3.1.3 Personalized communication 153
7.3.1.3.1 Analyzing data such as academic performance and personal preferences to boost learning outcomes through notifications and messages 153
7.3.1.4 Student engagement 154
7.3.1.4.1 Improving academic performance and cultivating dynamic and inclusive learning environment 154
7.3.1.5 Other student enrollment & retention analysis applications 154
7.3.2 ADMINISTRATIVE PROCESS AUTOMATION 154
7.3.2.1 Automated admission processing 155
7.3.2.1.1 Streamlining admissions for faster, efficient workflows 155
7.3.2.2 Scheduling optimization 156
7.3.2.2.1 Efficient resource allocation and class management 156
7.3.2.3 Document verification automation 156
7.3.2.3.1 Need for accurate, error-free admissions 156
7.3.2.4 Other administrative process automation applications 156
7.3.3 ALUMNI ENGAGEMENT & RETENTION ANALYSIS 157
7.3.3.1 Alumni tracking 158
7.3.3.1.1 Building community using alum databases 158
7.3.3.2 Engagement metrics 158
7.3.3.2.1 Optimizing outreach by analyzing alum engagement patterns 158
?
7.3.3.3 Event recommendations 158
7.3.3.3.1 Increasing event participation with personalized event suggestions 158
7.3.3.4 Other alumni engagement & retention analysis applications 158
7.3.4 WORKFORCE ALIGNMENT & SKILLS MAPPING 159
7.3.4.1 Career services 159
7.3.4.1.1 Leveraging machine learning algorithms to evaluate future career success 159
7.3.4.2 Internship matchmaking 160
7.3.4.2.1 Enhancing job market competitiveness that would help students and companies 160
7.3.4.3 Skill-gap analysis 160
7.3.4.3.1 Curriculum development and training programs tailored to address specific deficiencies 160
7.3.4.4 Labor market demand analysis 160
7.3.4.4.1 Aligning education with market trends to facilitate internships and job placements 160
7.3.4.5 Other workforce alignment & skills mapping applications 160
7.3.5 RESOURCE ALLOCATION & FINANCIAL PLANNING 161
7.3.5.1 Predicting demand analysis 162
7.3.5.1.1 Utilizing data-driven methodologies to anticipate technological needs 162
7.3.5.2 Budget forecasting 162
7.3.5.2.1 Identifying funding gaps and prioritizing strategic investments 162
7.3.5.3 Financial aid allocation optimization 162
7.3.5.3.1 Optimizing financial aid allocation to support diverse student populations and improve educational outcomes 162
7.3.5.4 Other resource allocation & financial planning applications 163
8 AI IN EDUCATION MARKET, BY TECHNOLOGY 164
8.1 INTRODUCTION 165
8.1.1 GENERATIVE AI 166
8.1.2 OTHER AI 167
9 AI IN EDUCATION MARKET, BY END USER 168
9.1 INTRODUCTION 169
9.1.1 END USER: AI IN EDUCATION MARKET DRIVERS 169
9.2 BY TYPE 169
9.2.1 ACADEMIC 170
9.2.1.1 Students 171
9.2.1.1.1 Comprehensive, personalized means to identify individual strengths and weaknesses 171
?
9.2.1.2 Tutors 172
9.2.1.2.1 Offering educational, instructional, and administrative assistance 172
9.2.1.3 Parents & guardians 172
9.2.1.3.1 Leveraging AI for real-time insights and personalized support in education 172
9.2.1.4 Corporate trainers/instructors 172
9.2.1.4.1 Streamlining training operations and boosting employee productivity and training outcomes 172
9.2.1.5 Other academic end users 173
9.2.2 INSTITUTIONAL 173
9.2.2.1 K�12 175
9.2.2.1.1 Integrating AI in K�12 education to foster AI literacy among students 175
9.2.2.2 Higher education 176
9.2.2.2.1 Adopting AI in higher education to boost operational efficiency and student success 176
9.2.2.3 Research firms & NGO 177
9.2.2.3.1 Advocating for responsible AI Use in education to ensure ethical and inclusive learning environments 177
9.2.2.4 Skill development & corporate training centers 178
9.2.2.4.1 Leveraging AI in to enhance workforce readiness 178
9.2.2.5 Government education departments 179
9.2.2.5.1 Adopting AI to improve learning outcomes and efficiency across varying educational standards 179
9.2.2.6 EdTech companies 180
9.2.2.6.1 Making learning more efficient and accessible for diverse populations 180
9.2.2.7 Other institutional end users 181
10 AI IN EDUCATION MARKET, BY REGION 183
10.1 INTRODUCTION 184
10.2 NORTH AMERICA 185
10.2.1 NORTH AMERICA: AI IN EDUCATION MARKET DRIVERS 186
10.2.2 NORTH AMERICA: MACROECONOMIC OUTLOOK 186
10.2.3 US 193
10.2.3.1 Revolutionizing US education with AI innovations and responsible frameworks 193
10.2.4 CANADA 194
10.2.4.1 Pioneering inclusive AI education pathways with AIPP Initiative 194
10.3 EUROPE 195
10.3.1 EUROPE: AI IN EDUCATION MARKET DRIVERS 196
10.3.2 EUROPE: MACROECONOMIC OUTLOOK 196
?
10.3.3 UK 203
10.3.3.1 Government investment and collaborations with schools and universities 203
10.3.4 GERMANY 204
10.3.4.1 Industry-academia collaboration with strategies such as National AI Strategy 204
10.3.5 FRANCE 205
10.3.5.1 Regulatory efforts and funding for research and establishment of Interdisciplinary Institutes of Artificial Intelligence 205
10.3.6 ITALY 206
10.3.6.1 AI pilot program in schools across four regions 206
10.3.7 SPAIN 207
10.3.7.1 Notable firms focusing on democratizing access to knowledge through AI-driven digital content platforms 207
10.3.8 REST OF EUROPE 208
10.4 ASIA PACIFIC 209
10.4.1 ASIA PACIFIC: AI IN EDUCATION MARKET DRIVERS 209
10.4.2 ASIA PACIFIC: MACROECONOMIC OUTLOOK 210
10.4.3 CHINA 218
10.4.3.1 Leading AI education transformation through public-private collaboration 218
10.4.4 JAPAN 219
10.4.4.1 Advancing AI literacy with Nationwide Educational Strategy and Teacher Training 219
10.4.5 INDIA 220
10.4.5.1 Accelerating AI education and innovation through government initiatives and industry collaborations 220
10.4.6 SOUTH KOREA 221
10.4.6.1 Strategies such as Digital Infrastructure Improvement Plan for integrating AI into public education 221
10.4.7 AUSTRALIA & NEW ZEALAND 222
10.4.7.1 Government focus on curriculum and building frameworks for AI in schools 222
10.4.8 ASEAN COUNTRIES 223
10.4.8.1 Promoting secure digital services and technology ecosystems with ASEAN Digital Masterplan 2025 223
10.4.9 REST OF ASIA PACIFIC 224
10.5 MIDDLE EAST & AFRICA 225
10.5.1 MIDDLE EAST & AFRICA: AI IN EDUCATION MARKET DRIVERS 226
10.5.2 MIDDLE EAST & AFRICA: MACROECONOMIC OUTLOOK 226
10.5.3 MIDDLE EAST 233
10.5.3.1 KSA 234
10.5.3.1.1 Saudi Arabia to lead with advanced research and personalized learning systems 234
?
10.5.3.2 UAE 235
10.5.3.2.1 Advancing AI with University Curricula and Nationwide Teacher Training Initiatives 235
10.5.3.3 Bahrain 236
10.5.3.3.1 Enhancing education with AI-powered personalized learning at the British School of Bahrain 236
10.5.3.4 Kuwait 237
10.5.3.4.1 Kuwait University integrating AI to enhance education and ensure exam integrity 237
10.5.3.5 Rest of the Middle East 237
10.5.4 AFRICA 238
10.6 LATIN AMERICA 239
10.6.1 LATIN AMERICA: AI IN EDUCATION MARKET DRIVERS 240
10.6.2 LATIN AMERICA: MACROECONOMIC OUTLOOK 240
10.6.3 BRAZIL 247
10.6.3.1 Innovative EdTech solutions and strategic investments 247
10.6.4 MEXICO 248
10.6.4.1 Modernizing education with AI-driven content creation and enhanced student engagement 248
10.6.5 ARGENTINA 249
10.6.5.1 Platforms for personalized learning and teaching support and projects such as ColabIA 249
10.6.6 REST OF LATIN AMERICA 250
11 COMPETITIVE LANDSCAPE 251
11.1 OVERVIEW 251
11.2 KEY PLAYER STRATEGIES/RIGHT TO WIN, 2020�2024 251
11.3 REVENUE ANALYSIS, 2019�2023 253
11.4 MARKET SHARE ANALYSIS, 2023 254
11.4.1 MARKET SHARE ANALYSIS OF KEY PLAYERS 254
11.4.2 MARKET RANKING ANALYSIS 255
11.5 PRODUCT COMPARATIVE ANALYSIS 257
11.5.1 PRODUCT COMPARATIVE ANALYSIS, BY LEARNING MANAGEMENT SYSTEM (LMS) 258
11.5.1.1 Canvas LMS (Canvas) 258
11.5.1.2 AI-powered LMS (360Learning) 258
11.5.2 PRODUCT COMPARATIVE ANALYSIS OF INTELLIGENT TUTORING SYSTEMS 258
11.5.2.1 Carnegie Learning 258
11.5.2.2 Knewton Alta 258
11.5.2.3 Smart Sparrow 259
11.5.3 PRODUCT COMPARATIVE ANALYSIS OF CHATBOTS & PERSONAL ASSISTANTS 259
11.5.3.1 IBM Watson Tutor (IBM) 259
11.5.3.2 AdmitHub (Mainstay) 259
?
11.6 COMPANY VALUATION AND FINANCIAL METRICS OF KEY VENDORS 259
11.7 COMPANY EVALUATION MATRIX: KEY PLAYERS, 2023 260
11.7.1 COMPANY EVALUATION MATRIX: KEY PLAYERS (ACADEMIC), 2023 260
11.7.2 STARS 260
11.7.3 EMERGING LEADERS 260
11.7.4 PERVASIVE PLAYERS 261
11.7.5 PARTICIPANTS 261
11.7.6 COMPANY EVALUATION MATRIX: KEY PLAYERS (INSTITUTIONAL), 2023 262
11.7.7 STARS 262
11.7.8 EMERGING LEADERS 262
11.7.9 PERVASIVE PLAYERS 262
11.7.10 PARTICIPANTS 262
11.7.11 COMPANY FOOTPRINT: KEY PLAYERS 264
11.7.11.1 Company footprint 264
11.7.11.2 Software type footprint 266
11.7.11.3 Application footprint 267
11.7.11.4 End user footprint 268
11.7.11.5 Region footprint 269
11.8 COMPANY EVALUATION MATRIX: STARTUPS/SMES, 2023 270
11.8.1 COMPANY EVALUATION MATRIX: STARTUPS/SMES (ACADEMIC), 2023 270
11.8.2 PROGRESSIVE COMPANIES 270
11.8.3 RESPONSIVE COMPANIES 270
11.8.4 DYNAMIC COMPANIES 270
11.8.5 STARTING BLOCKS 270
11.8.6 COMPANY EVALUATION MATRIX: STARTUPS/SMES (INSTITUTIONAL), 2023 271
11.8.7 PROGRESSIVE COMPANIES 272
11.8.8 RESPONSIVE COMPANIES 272
11.8.9 DYNAMIC COMPANIES 272
11.8.10 STARTING BLOCKS 272
11.8.11 COMPETITIVE BENCHMARKING: STARTUPS/SMES, 2023 273
11.8.11.1 Detailed list of key startups/SMEs 273
11.8.11.2 Competitive benchmarking of key startups/SMEs 275
11.9 COMPETITIVE SCENARIO 277
11.9.1 PRODUCT LAUNCHES AND ENHANCEMENTS 277
11.9.2 DEALS 279
12 COMPANY PROFILES 282
12.1 INTRODUCTION 282
12.2 KEY PLAYERS 282
12.2.1 MICROSOFT 282
12.2.1.1 Business overview 282
12.2.1.2 Products/Solutions/Services offered 284
12.2.1.3 Recent developments 285
12.2.1.3.1 Product launches and enhancements 285
12.2.1.3.2 Deals 286
12.2.1.4 MnM view 287
12.2.1.4.1 Key strengths 287
12.2.1.4.2 Strategic choices 287
12.2.1.4.3 Weaknesses and competitive threats 287
12.2.2 IBM 288
12.2.2.1 Business overview 288
12.2.2.2 Products/Solutions/Services offered 289
12.2.2.3 Recent developments 290
12.2.2.3.1 Product launches and enhancements 290
12.2.2.3.2 Deals 291
12.2.2.4 MnM view 291
12.2.2.4.1 Key strengths 291
12.2.2.4.2 Strategic choices 292
12.2.2.4.3 Weaknesses and competitive threats 292
12.2.3 GOOGLE 293
12.2.3.1 Business overview 293
12.2.3.2 Products/Solutions/Services offered 294
12.2.3.3 Recent developments 296
12.2.3.3.1 Product launches and enhancements 296
12.2.3.3.2 Deals 297
12.2.3.4 MnM view 298
12.2.3.4.1 Key strengths 298
12.2.3.4.2 Strategic choices 298
12.2.3.4.3 Weaknesses and competitive threats 298
12.2.4 ALIBABA CLOUD 299
12.2.4.1 Business overview 299
12.2.4.2 Products/Solutions/Services offered 300
12.2.4.3 Recent developments 301
12.2.4.3.1 Product launches and enhancements 301
12.2.4.3.2 Deals 301
12.2.4.4 MnM view 302
12.2.4.4.1 Key strengths 302
12.2.4.4.2 Strategic choices 302
12.2.4.4.3 Weaknesses and competitive threats 302
12.2.5 AWS 303
12.2.5.1 Business overview 303
12.2.5.2 Products/Solutions/Services offered 304
12.2.5.3 Recent developments 305
12.2.5.3.1 Product launches and enhancements 305
12.2.5.4 MnM view 305
12.2.5.4.1 Key strengths 305
12.2.5.4.2 Strategic choices 305
12.2.5.4.3 Weaknesses and competitive threats 306
12.2.6 ADOBE 307
12.2.6.1 Business overview 307
12.2.6.2 Products/Solutions/Services offered 308
12.2.6.3 Recent developments 309
12.2.6.3.1 Deals 309
12.2.7 PEARSON 310
12.2.7.1 Business overview 310
12.2.7.2 Products/Solutions/Services offered 311
12.2.7.3 Recent developments 312
12.2.7.3.1 Product launches and enhancements 312
12.2.7.3.2 Deals 313
12.2.8 BAIDU 314
12.2.8.1 Business overview 314
12.2.8.2 Products/Solutions/Services offered 315
12.2.8.3 Recent developments 317
12.2.8.3.1 Product launches and enhancements 317
12.2.9 OPENAI 318
12.2.9.1 Business overview 318
12.2.9.2 Products/Solutions/Services offered 319
12.2.9.3 Recent developments 320
12.2.9.3.1 Product launches and enhancements 320
12.2.9.3.2 Deals 321
12.2.10 DUOLINGO 322
12.2.10.1 Business overview 322
12.2.10.2 Products/Solutions/Services offered 323
12.2.10.3 Recent developments 325
12.2.10.3.1 Product launches and enhancements 325
12.2.10.3.2 Deals 326
12.2.11 CENGAGE GROUP 327
12.2.12 KNEWTON 328
12.2.13 SKILLSOFT 329
12.2.14 UDACITY 330
12.2.15 STRIDE 331
12.2.16 HPE 332
12.2.17 DREAMBOX LEARNING 333
12.2.18 QUIZLET 334
12.2.19 GRAMMARLY 335
12.2.20 VIMEO 336
12.3 STARTUPS/SMES 337
12.3.1 RIIID 337
12.3.2 COGNII 338
12.3.3 ELSA SPEAK 339
12.3.4 MEMRISE 340
12.3.5 ALEF EDUCATION 341
12.3.6 QUERIUM 342
12.3.7 AMIRA LEARNING 343
12.3.8 KNOWRE 344
12.3.9 CENTURY TECH 345
12.3.10 THINKSTER MATH 346
12.3.11 QUIZIZZ 347
12.3.12 KHAN ACADEMY 348
12.3.13 SANA LABS 349
12.3.14 TEACHMINT X 350
12.3.15 360LEARNING 351
12.3.16 MAINSTAY 352
12.3.17 BLIPPAR 353
12.3.18 BLUE CANOE LEARNING 354
12.3.19 QUIZLET 355
12.3.20 OTTER.AI 356
12.3.21 QUILLBOT 357
12.3.22 NOLEJ 358
12.3.23 SPEECHIFY 359
13 ADJACENT AND RELATED MARKETS 360
13.1 INTRODUCTION 360
13.2 ARTIFICIAL INTELLIGENCE (AI) MARKET 360
13.2.1 MARKET DEFINITION 360
13.2.2 MARKET OVERVIEW 360
13.2.2.1 Artificial intelligence market, by offering 361
13.2.2.2 Artificial intelligence market, by business function 362
13.2.2.3 Artificial intelligence market, by technology 363
13.2.2.4 Artificial intelligence market, by vertical 364
13.2.2.5 Artificial intelligence market, by region 366
13.3 LEARNING MANAGEMENT SYSTEM MARKET 367
13.3.1 MARKET DEFINITION 367
13.3.2 MARKET OVERVIEW 367
13.3.2.1 LMS market, by offering 367
13.3.2.2 LMS market, by delivery mode 368
13.3.2.3 LMS market, by organization size 369
?
13.3.2.4 LMS market, by deployment type 369
13.3.2.5 LMS market, by application 370
13.3.2.6 LMS market, by user type 371
13.3.2.7 LMS market, by region 372
14 APPENDIX 374
14.1 DISCUSSION GUIDE 374
14.2 KNOWLEDGESTORE: MARKETSANDMARKETS' SUBSCRIPTION PORTAL 382
14.3 CUSTOMIZATION OPTIONS 384
14.4 RELATED REPORTS 384
14.5 AUTHOR DETAILS 385

TABLE 1 INCLUSIONS & EXCLUSIONS 39
TABLE 2 USD EXCHANGE RATES, 2019-2023 42
TABLE 3 PRIMARY INTERVIEWS 46
TABLE 4 FACTOR ANALYSIS 52
TABLE 5 GLOBAL AI IN EDUCATION MARKET SIZE AND GROWTH RATE,
2019-2023 (USD MILLION, Y-O-Y) 57
TABLE 6 GLOBAL AI IN EDUCATION MARKET SIZE AND GROWTH RATE,
2024-2030 (USD MILLION, Y-O-Y) 57
TABLE 7 AI IN EDUCATION MARKET: ECOSYSTEM 75
TABLE 8 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES,
AND OTHER ORGANIZATIONS 81
TABLE 9 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 82
TABLE 10 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES,
AND OTHER ORGANIZATIONS 83
TABLE 11 MIDDLE EAST & AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 84
TABLE 12 LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES,
AND OTHER ORGANIZATIONS 84
TABLE 13 AI IN EDUCATION MARKET: IMPACT OF PORTER'S FIVE FORCES 89
TABLE 14 AI IN EDUCATION MARKET: DETAILED LIST OF CONFERENCES AND EVENTS,
2024-2025 91
TABLE 15 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR
TOP THREE APPLICATIONS 93
TABLE 16 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS 93
TABLE 17 INDICATIVE PRICING ANALYSIS, BY SOFTWARE TYPE, 2024 (USD/MONTH) 94
TABLE 18 INDICATIVE PRICING OF AI IN EDUCATION, BY APPLICATION 95
TABLE 19 PATENTS FILED, 2014-2024 96
TABLE 20 AI IN EDUCATION MARKET: LIST OF PATENTS GRANTED, 2023-2024 97
TABLE 21 AI IN EDUCATION MARKET, BY OFFERING, 2019-2023 (USD MILLION) 108
TABLE 22 AI IN EDUCATION MARKET, BY OFFERING, 2024-2030 (USD MILLION) 108
TABLE 23 AI IN EDUCATION MARKET, BY SOFTWARE TYPE, 2019-2023 (USD MILLION) 109
TABLE 24 AI IN EDUCATION MARKET, BY SOFTWARE TYPE, 2024-2030 (USD MILLION) 110
TABLE 25 AI SOFTWARE IN EDUCATION MARKET, BY REGION, 2019-2023 (USD MILLION) 110
TABLE 26 AI SOFTWARE IN EDUCATION MARKET, BY REGION, 2024-2030 (USD MILLION) 110
TABLE 27 LEARNING MANAGEMENT SYSTEMS IN EDUCATION MARKET, BY REGION,
2019-2023 (USD MILLION) 111
TABLE 28 LEARNING MANAGEMENT SYSTEMS IN EDUCATION MARKET, BY REGION,
2024-2030 (USD MILLION) 111
TABLE 29 CHATBOTS & VIRTUAL ASSISTANTS IN EDUCATION MARKET, BY REGION,
2019-2023 (USD MILLION) 112
TABLE 30 CHATBOTS & VIRTUAL ASSISTANTS IN EDUCATION MARKET, BY REGION,
2024-2030 (USD MILLION) 112
TABLE 31 ADAPTIVE LEARNING PLATFORMS IN EDUCATION MARKET, BY REGION,
2019-2023 (USD MILLION) 113
TABLE 32 ADAPTIVE LEARNING PLATFORMS IN EDUCATION MARKET, BY REGION,
2024-2030 (USD MILLION) 113
TABLE 33 AUTOMATED GRADING & FEEDBACK SYSTEMS IN EDUCATION MARKET,
BY REGION, 2019-2023 (USD MILLION) 114
TABLE 34 AUTOMATED GRADING & FEEDBACK SYSTEMS IN EDUCATION MARKET,
BY REGION, 2024-2030 (USD MILLION) 114
TABLE 35 INTELLIGENT TUTORING SYSTEMS IN EDUCATION MARKET, BY REGION,
2019-2023 (USD MILLION) 115
TABLE 36 INTELLIGENT TUTORING SYSTEMS IN EDUCATION MARKET, BY REGION,
2024-2030 (USD MILLION) 115
TABLE 37 CONTENT GENERATION TOOLS IN EDUCATION MARKET, BY REGION,
2019-2023 (USD MILLION) 116
TABLE 38 CONTENT GENERATION TOOLS IN EDUCATION MARKET, BY REGION,
2024-2030 (USD MILLION) 116
TABLE 39 AI-ENHANCED PLAGIARISM DETECTION IN EDUCATION MARKET, BY REGION, 2019-2023 (USD MILLION) 117
TABLE 40 AI-ENHANCED PLAGIARISM DETECTION IN EDUCATION MARKET, BY REGION, 2024-2030 (USD MILLION) 117
TABLE 41 GAMIFIED LEARNING PLATFORMS IN EDUCATION MARKET, BY REGION,
2019-2023 (USD MILLION) 118
TABLE 42 GAMIFIED LEARNING PLATFORMS IN EDUCATION MARKET, BY REGION,
2024-2030 (USD MILLION) 118
TABLE 43 OTHER AI SOFTWARE TYPES IN EDUCATION MARKET, BY REGION,
2019-2023 (USD MILLION) 119
TABLE 44 OTHER AI SOFTWARE TYPES IN EDUCATION MARKET, BY REGION,
2024-2030 (USD MILLION) 119
TABLE 45 AI IN EDUCATION MARKET, BY DEPLOYMENT MODE, 2019-2023 (USD MILLION) 120
TABLE 46 AI IN EDUCATION MARKET, BY DEPLOYMENT MODE, 2024-2030 (USD MILLION) 120
TABLE 47 CLOUD-BASED AI IN EDUCATION MARKET, BY REGION, 2019-2023 (USD MILLION) 121
TABLE 48 CLOUD-BASED AI IN EDUCATION MARKET, BY REGION, 2024-2030 (USD MILLION) 121
TABLE 49 ON-PREMISE AI IN EDUCATION MARKET, BY REGION, 2019-2023 (USD MILLION) 122
TABLE 50 ON-PREMISE AI IN EDUCATION MARKET, BY REGION, 2024-2030 (USD MILLION) 122
TABLE 51 AI IN EDUCATION MARKET, BY SERVICE, 2019-2023 (USD MILLION) 123
TABLE 52 AI IN EDUCATION MARKET, BY SERVICE, 2024-2030 (USD MILLION) 124
TABLE 53 PROFESSIONAL DEVELOPMENT PROGRAMS IN EDUCATION MARKET, BY REGION, 2019-2023 (USD MILLION) 124
TABLE 54 PROFESSIONAL DEVELOPMENT PROGRAMS IN EDUCATION MARKET, BY REGION, 2024-2030 (USD MILLION) 125
TABLE 55 CUSTOM AI DEVELOPMENT PLATFORMS IN EDUCATION MARKET, BY REGION, 2019-2023 (USD MILLION) 125
TABLE 56 CUSTOM AI DEVELOPMENT PLATFORMS IN EDUCATION MARKET, BY REGION, 2024-2030 (USD MILLION) 126
TABLE 57 DATA ANALYTICS CONSULTING AI IN EDUCATION MARKET, BY REGION,
2019-2023 (USD MILLION) 126
TABLE 58 DATA ANALYTICS CONSULTING IN EDUCATION MARKET, BY REGION,
2024-2030 (USD MILLION) 127
TABLE 59 ADMISSION SERVICES IN EDUCATION MARKET, BY REGION,
2019-2023 (USD MILLION) 127
TABLE 60 ADMISSION SERVICES IN EDUCATION MARKET, BY REGION,
2024-2030 (USD MILLION) 128
TABLE 61 INSTRUCTIONAL SERVICES IN EDUCATION MARKET, BY REGION,
2019-2023 (USD MILLION) 128
TABLE 62 INSTRUCTIONAL SERVICES IN EDUCATION MARKET, BY REGION,
2024-2030 (USD MILLION) 129
TABLE 63 OTHER AI SERVICES IN EDUCATION MARKET, BY REGION,
2019-2023 (USD MILLION) 129
TABLE 64 OTHER AI SERVICES IN EDUCATION MARKET, BY REGION,
2024-2030 (USD MILLION) 130
TABLE 65 AI IN EDUCATION MARKET, BY ACADEMIC APPLICATION,
2019-2023 (USD MILLION) 133
TABLE 66 AI IN EDUCATION MARKET, BY ACADEMIC APPLICATION,
2024-2030 (USD MILLION) 134
TABLE 67 AI IN PERSONALIZED LEARNING & CONTENT MANAGEMENT MARKET, BY REGION, 2019-2023 (USD MILLION) 134
TABLE 68 AI IN PERSONALIZED LEARNING & CONTENT MANAGEMENT MARKET, BY REGION, 2024-2030 (USD MILLION) 135
TABLE 69 AI IN GRADING & ASSESSMENT MANAGEMENT MARKET, BY REGION,
2019-2023 (USD MILLION) 136
TABLE 70 AI IN GRADING & ASSESSMENT MANAGEMENT MARKET, BY REGION,
2024-2030 (USD MILLION) 137
TABLE 71 AI IN LANGUAGE TRANSLATION & SUPPORT MARKET, BY REGION,
2019-2023 (USD MILLION) 139
TABLE 72 AI IN LANGUAGE TRANSLATION & SUPPORT MARKET, BY REGION,
2024-2030 (USD MILLION) 139
TABLE 73 AI IN STUDENT SUPPORT & SERVICES MARKET, BY REGION,
2019-2023 (USD MILLION) 141
TABLE 74 AI IN STUDENT SUPPORT & SERVICES MARKET, BY REGION,
2024-2030 (USD MILLION) 141
TABLE 75 AI IN GAMIFICATION & ENGAGEMENT MARKET, BY REGION,
2019-2023 (USD MILLION) 144
TABLE 76 AI IN GAMIFICATION & ENGAGEMENT MARKET, BY REGION,
2024-2030 (USD MILLION) 144
TABLE 77 AI IN PREDICTIVE ANALYSIS MARKET, BY REGION, 2019-2023 (USD MILLION) 146
TABLE 78 AI IN PREDICTIVE ANALYSIS MARKET, BY REGION, 2024-2030 (USD MILLION) 147
TABLE 79 AI IN PLAGIARISM DETECTION & ACADEMIC INTEGRITY MARKET, BY REGION, 2019-2023 (USD MILLION) 149
TABLE 80 AI IN PLAGIARISM DETECTION & ACADEMIC INTEGRITY MARKET, BY REGION, 2024-2030 (USD MILLION) 149
TABLE 81 AI IN EDUCATION MARKET, BY INSTITUTIONAL APPLICATION,
2019-2023 (USD MILLION) 151
TABLE 82 AI IN EDUCATION MARKET, BY INSTITUTIONAL APPLICATION,
2024-2030 (USD MILLION) 151
TABLE 83 AI IN STUDENT ENROLLMENT & RETENTION ANALYSIS MARKET, BY REGION, 2019-2023 (USD MILLION) 152
TABLE 84 AI IN STUDENT ENROLLMENT & RETENTION ANALYSIS MARKET, BY REGION, 2024-2030 (USD MILLION) 152
TABLE 85 AI IN ADMINISTRATIVE PROCESS AUTOMATION MARKET, BY REGION,
2019-2023 (USD MILLION) 155
TABLE 86 AI IN ADMINISTRATIVE PROCESS AUTOMATION MARKET, BY REGION,
2024-2030 (USD MILLION) 155
TABLE 87 AI IN ALUMNI ENGAGEMENT & RETENTION ANALYSIS MARKET, BY REGION,
2019-2023 (USD MILLION) 157
TABLE 88 AI IN ALUMNI ENGAGEMENT & RETENTION ANALYSIS MARKET, BY REGION,
2024-2030 (USD MILLION) 157
TABLE 89 AI IN WORKFORCE ALIGNMENT & SKILL MAPPING MARKET, BY REGION,
2019-2023 (USD MILLION) 159
TABLE 90 AI IN WORKFORCE ALIGNMENT & SKILL MAPPING MARKET, BY REGION,
2024-2030 (USD MILLION) 159
TABLE 91 AI IN RESOURCE ALLOCATION & FINANCIAL PLANNING MARKET, BY REGION, 2019-2023 (USD MILLION) 161
TABLE 92 AI IN RESOURCE ALLOCATION & FINANCIAL PLANNING MARKET, BY REGION, 2024-2030 (USD MILLION) 161
TABLE 93 AI IN EDUCATION MARKET, BY TECHNOLOGY, 2019-2023 (USD MILLION) 165
TABLE 94 AI IN EDUCATION MARKET, BY TECHNOLOGY, 2024-2030 (USD MILLION) 165
TABLE 95 GENERATIVE AI IN EDUCATION MARKET, BY REGION, 2019-2023 (USD MILLION) 166
TABLE 96 GENERATIVE AI IN EDUCATION MARKET, BY REGION, 2024-2030 (USD MILLION) 166
TABLE 97 OTHER AI TECHNOLOGIES IN EDUCATION MARKET, BY REGION,
2019-2023 (USD MILLION) 167
TABLE 98 OTHER AI TECHNOLOGIES IN EDUCATION MARKET, BY REGION,
2024-2030 (USD MILLION) 167
TABLE 99 AI IN EDUCATION MARKET, BY END USER, 2019-2023 (USD MILLION) 170
TABLE 100 AI IN EDUCATION MARKET, BY END USER, 2024-2030 (USD MILLION) 170
TABLE 101 AI IN ACADEMIC EDUCATION MARKET, BY REGION, 2019-2023 (USD MILLION) 171
TABLE 102 AI IN ACADEMIC EDUCATION MARKET, BY REGION, 2024-2030 (USD MILLION) 171
TABLE 103 AI IN EDUCATION MARKET, BY INSTITUTIONAL END USER,
2019-2023 (USD MILLION) 174
TABLE 104 AI IN EDUCATION MARKET, BY INSTITUTIONAL END USER,
2024-2030 (USD MILLION) 174
TABLE 105 AI IN INSTITUTIONAL EDUCATION MARKET, BY REGION,
2019-2023 (USD MILLION) 174
TABLE 106 AI IN INSTITUTIONAL EDUCATION MARKET, BY REGION,
2024-2030 (USD MILLION) 175
TABLE 107 AI IN K-12 EDUCATION MARKET, BY REGION, 2019-2023 (USD MILLION) 175
TABLE 108 AI IN K-12 EDUCATION MARKET, BY REGION, 2024-2030 (USD MILLION) 176
TABLE 109 AI IN HIGHER EDUCATION MARKET, BY REGION, 2019-2023 (USD MILLION) 176
TABLE 110 AI IN HIGHER EDUCATION MARKET, BY REGION, 2024-2030 (USD MILLION) 177
TABLE 111 AI IN RESEARCH FIRMS & NGOS MARKET, BY REGION, 2019-2023 (USD MILLION) 177
TABLE 112 AI IN RESEARCH FIRMS & NGOS MARKET, BY REGION, 2024-2030 (USD MILLION) 178
TABLE 113 AI IN SKILL DEVELOPMENT & CORPORATE TRAINING CENTERS MARKET,
BY REGION, 2019-2023 (USD MILLION) 178
TABLE 114 AI IN SKILL DEVELOPMENT & CORPORATE TRAINING CENTERS MARKET,
BY REGION, 2024-2030 (USD MILLION) 179
TABLE 115 AI IN GOVERNMENT EDUCATION DEPARTMENTS MARKET, BY REGION,
2019-2023 (USD MILLION) 179
TABLE 116 AI IN GOVERNMENT EDUCATION DEPARTMENTS MARKET, BY REGION,
2024-2030 (USD MILLION) 180
TABLE 117 AI IN EDTECH COMPANIES MARKET, BY REGION, 2019-2023 (USD MILLION) 180
TABLE 118 AI IN EDTECH COMPANIES MARKET, BY REGION, 2024-2030 (USD MILLION) 181
TABLE 119 AI IN OTHER INSTITUTIONAL END USERS MARKET, BY REGION,
2019-2023 (USD MILLION) 181
TABLE 120 AI IN OTHER INSTITUTIONAL END USERS MARKET, BY REGION,
2024-2030 (USD MILLION) 182
TABLE 121 AI IN EDUCATION MARKET, BY REGION, 2019-2023 (USD MILLION) 185
TABLE 122 AI IN EDUCATION MARKET, BY REGION, 2024-2030 (USD MILLION) 185
TABLE 123 NORTH AMERICA: AI IN EDUCATION MARKET, BY OFFERING,
2019-2023 (USD MILLION) 187
TABLE 124 NORTH AMERICA: AI IN EDUCATION MARKET, BY OFFERING,
2024-2030 (USD MILLION) 187
TABLE 125 NORTH AMERICA: AI IN EDUCATION MARKET, BY SOFTWARE TYPE,
2019-2023 (USD MILLION) 188
TABLE 126 NORTH AMERICA: AI IN EDUCATION MARKET, BY SOFTWARE TYPE,
2024-2030 (USD MILLION) 188
TABLE 127 NORTH AMERICA: AI IN EDUCATION MARKET, BY DEPLOYMENT MODE,
2019-2023 (USD MILLION) 188
TABLE 128 NORTH AMERICA: AI IN EDUCATION MARKET, BY DEPLOYMENT MODE,
2024-2030 (USD MILLION) 189
TABLE 129 NORTH AMERICA: AI IN EDUCATION MARKET, BY SERVICE,
2019-2023 (USD MILLION) 189
TABLE 130 NORTH AMERICA: AI IN EDUCATION MARKET, BY SERVICE,
2024-2030 (USD MILLION) 189
TABLE 131 NORTH AMERICA: AI IN EDUCATION MARKET, BY TECHNOLOGY,
2019-2023 (USD MILLION) 190
TABLE 132 NORTH AMERICA: AI IN EDUCATION MARKET, BY TECHNOLOGY,
2024-2030 (USD MILLION) 190
TABLE 133 NORTH AMERICA: AI IN EDUCATION MARKET, BY ACADEMIC APPLICATION,
2019-2023 (USD MILLION) 190
TABLE 134 NORTH AMERICA: AI IN EDUCATION MARKET, BY ACADEMIC APPLICATION,
2024-2030 (USD MILLION) 191
TABLE 135 NORTH AMERICA: AI IN EDUCATION MARKET, BY INSTITUTIONAL APPLICATION, 2019-2023 (USD MILLION) 191
TABLE 136 NORTH AMERICA: AI IN EDUCATION MARKET, BY INSTITUTIONAL APPLICATION, 2024-2030 (USD MILLION) 191
TABLE 137 NORTH AMERICA: AI IN EDUCATION MARKET, BY END USER,
2019-2023 (USD MILLION) 192
TABLE 138 NORTH AMERICA: AI IN EDUCATION MARKET, BY END USER,
2024-2030 (USD MILLION) 192
TABLE 139 NORTH AMERICA: AI IN EDUCATION MARKET, BY INSTITUTIONAL END USER,
2019-2023 (USD MILLION) 192
TABLE 140 NORTH AMERICA: AI IN EDUCATION MARKET, BY INSTITUTIONAL END USER,
2024-2030 (USD MILLION) 193
TABLE 141 NORTH AMERICA: AI IN EDUCATION MARKET, BY COUNTRY,
2019-2023 (USD MILLION) 193
TABLE 142 NORTH AMERICA: AI IN EDUCATION MARKET, BY COUNTRY,
2024-2030 (USD MILLION) 193
TABLE 143 US: AI IN EDUCATION MARKET, BY END USER, 2019-2023 (USD MILLION) 194
TABLE 144 US: AI IN EDUCATION MARKET, BY END USER, 2024-2030 (USD MILLION) 194
TABLE 145 CANADA: AI IN EDUCATION MARKET, BY END USER, 2019-2023 (USD MILLION) 195
TABLE 146 CANADA: AI IN EDUCATION MARKET, BY END USER, 2024-2030 (USD MILLION) 195
TABLE 147 EUROPE: AI IN EDUCATION MARKET, BY OFFERING, 2019-2023 (USD MILLION) 197
TABLE 148 EUROPE: AI IN EDUCATION MARKET, BY OFFERING, 2024-2030 (USD MILLION) 197
TABLE 149 EUROPE: AI IN EDUCATION MARKET, BY SOFTWARE TYPE,
2019-2023 (USD MILLION) 197
TABLE 150 EUROPE: AI IN EDUCATION MARKET, BY SOFTWARE TYPE,
2024-2030 (USD MILLION) 198
TABLE 151 EUROPE: AI IN EDUCATION MARKET, BY DEPLOYMENT MODE,
2019-2023 (USD MILLION) 198
TABLE 152 EUROPE: AI IN EDUCATION MARKET, BY DEPLOYMENT MODE,
2024-2030 (USD MILLION) 198
TABLE 153 EUROPE: AI IN EDUCATION MARKET, BY SERVICE, 2019-2023 (USD MILLION) 199
TABLE 154 EUROPE: AI IN EDUCATION MARKET, BY SERVICE, 2024-2030 (USD MILLION) 199
TABLE 155 EUROPE: AI IN EDUCATION MARKET, BY TECHNOLOGY, 2019-2023 (USD MILLION) 199
TABLE 156 EUROPE: AI IN EDUCATION MARKET, BY TECHNOLOGY, 2024-2030 (USD MILLION) 199
TABLE 157 EUROPE: AI IN EDUCATION MARKET, BY ACADEMIC APPLICATION,
2019-2023 (USD MILLION) 200
TABLE 158 EUROPE: AI IN EDUCATION MARKET, BY ACADEMIC APPLICATION,
2024-2030 (USD MILLION) 200
TABLE 159 EUROPE: AI IN EDUCATION MARKET, BY INSTITUTIONAL APPLICATION,
2019-2023 (USD MILLION) 200
TABLE 160 EUROPE: AI IN EDUCATION MARKET, BY INSTITUTIONAL APPLICATION,
2024-2030 (USD MILLION) 201
TABLE 161 EUROPE: AI IN EDUCATION MARKET, BY END USER, 2019-2023 (USD MILLION) 201
TABLE 162 EUROPE: AI IN EDUCATION MARKET, BY END USER, 2024-2030 (USD MILLION) 201
TABLE 163 EUROPE: AI IN EDUCATION MARKET, BY INSTITUTIONAL END USER,
2019-2023 (USD MILLION) 202
TABLE 164 EUROPE: AI IN EDUCATION MARKET, BY INSTITUTIONAL END USER,
2024-2030 (USD MILLION) 202
TABLE 165 EUROPE: AI IN EDUCATION MARKET, BY COUNTRY, 2019-2023 (USD MILLION) 202
TABLE 166 EUROPE: AI IN EDUCATION MARKET, BY COUNTRY, 2024-2030 (USD MILLION) 203
TABLE 167 UK: AI IN EDUCATION MARKET, BY END USER, 2019-2023 (USD MILLION) 203
TABLE 168 UK: AI IN EDUCATION MARKET, BY END USER, 2024-2030 (USD MILLION) 204
TABLE 169 GERMANY: AI IN EDUCATION MARKET, BY END USER, 2019-2023 (USD MILLION) 204
TABLE 170 GERMANY: AI IN EDUCATION MARKET, BY END USER, 2024-2030 (USD MILLION) 204
TABLE 171 FRANCE: AI IN EDUCATION MARKET, BY END USER, 2019-2023 (USD MILLION) 205
TABLE 172 FRANCE: AI IN EDUCATION MARKET, BY END USER, 2024-2030 (USD MILLION) 205
TABLE 173 ITALY: AI IN EDUCATION MARKET, BY END USER, 2019-2023 (USD MILLION) 206
TABLE 174 ITALY: AI IN EDUCATION MARKET, BY END USER, 2024-2030 (USD MILLION) 206
TABLE 175 SPAIN: AI IN EDUCATION MARKET, BY END USER, 2019-2023 (USD MILLION) 207
TABLE 176 SPAIN: AI IN EDUCATION MARKET, BY END USER, 2024-2030 (USD MILLION) 207
TABLE 177 REST OF EUROPE: AI IN EDUCATION MARKET, BY END USER,
2019-2023 (USD MILLION) 208
TABLE 178 REST OF EUROPE: AI IN EDUCATION MARKET, BY END USER,
2024-2030 (USD MILLION) 209
TABLE 179 ASIA PACIFIC: AI IN EDUCATION MARKET, BY OFFERING,
2019-2023 (USD MILLION) 211
TABLE 180 ASIA PACIFIC: AI IN EDUCATION MARKET, BY OFFERING,
2024-2030 (USD MILLION) 212
TABLE 181 ASIA PACIFIC: AI IN EDUCATION MARKET, BY SOFTWARE TYPE,
2019-2023 (USD MILLION) 212
TABLE 182 ASIA PACIFIC: AI IN EDUCATION MARKET, BY SOFTWARE TYPE,
2024-2030 (USD MILLION) 212
TABLE 183 ASIA PACIFIC: AI IN EDUCATION MARKET, BY DEPLOYMENT MODE,
2019-2023 (USD MILLION) 213
TABLE 184 ASIA PACIFIC: AI IN EDUCATION MARKET, BY DEPLOYMENT MODE,
2024-2030 (USD MILLION) 213
TABLE 185 ASIA PACIFIC: AI IN EDUCATION MARKET, BY SERVICE, 2019-2023 (USD MILLION) 213
TABLE 186 ASIA PACIFIC: AI IN EDUCATION MARKET, BY SERVICE, 2024-2030 (USD MILLION) 213
TABLE 187 ASIA PACIFIC: AI IN EDUCATION MARKET, BY TECHNOLOGY,
2019-2023 (USD MILLION) 214
TABLE 188 ASIA PACIFIC: AI IN EDUCATION MARKET, BY TECHNOLOGY,
2024-2030 (USD MILLION) 214
TABLE 189 ASIA PACIFIC: AI IN EDUCATION MARKET, BY ACADEMIC APPLICATION,
2019-2023 (USD MILLION) 214
TABLE 190 ASIA PACIFIC: AI IN EDUCATION MARKET, BY ACADEMIC APPLICATION,
2024-2030 (USD MILLION) 215
TABLE 191 ASIA PACIFIC: AI IN EDUCATION MARKET, BY INSTITUTIONAL APPLICATION,
2019-2023 (USD MILLION) 215
TABLE 192 ASIA PACIFIC: AI IN EDUCATION MARKET, BY INSTITUTIONAL APPLICATION,
2024-2030 (USD MILLION) 215
TABLE 193 ASIA PACIFIC: AI IN EDUCATION MARKET, BY END USER,
2019-2023 (USD MILLION) 216
TABLE 194 ASIA PACIFIC: AI IN EDUCATION MARKET, BY END USER,
2024-2030 (USD MILLION) 216
TABLE 195 ASIA PACIFIC: AI IN EDUCATION MARKET, BY INSTITUTIONAL END USER,
2019-2023 (USD MILLION) 216
TABLE 196 ASIA PACIFIC: AI IN EDUCATION MARKET, BY INSTITUTIONAL END USER,
2024-2030 (USD MILLION) 217
TABLE 197 ASIA PACIFIC: AI IN EDUCATION MARKET, BY COUNTRY/REGION,
2019-2023 (USD MILLION) 217
TABLE 198 ASIA PACIFIC: AI IN EDUCATION MARKET, BY COUNTRY/REGION,
2024-2030 (USD MILLION) 218
TABLE 199 CHINA: AI IN EDUCATION MARKET, BY END USER, 2019-2023 (USD MILLION) 218
TABLE 200 CHINA: AI IN EDUCATION MARKET, BY END USER, 2024-2030 (USD MILLION) 219
TABLE 201 JAPAN: AI IN EDUCATION MARKET, BY END USER, 2019-2023 (USD MILLION) 219
TABLE 202 JAPAN: AI IN EDUCATION MARKET, BY END USER, 2024-2030 (USD MILLION) 220
TABLE 203 INDIA: AI IN EDUCATION MARKET, BY END USER, 2019-2023 (USD MILLION) 220
TABLE 204 INDIA: AI IN EDUCATION MARKET, BY END USER, 2024-2030 (USD MILLION) 220
TABLE 205 SOUTH KOREA: AI IN EDUCATION MARKET, BY END USER,
2019-2023 (USD MILLION) 221
TABLE 206 SOUTH KOREA: AI IN EDUCATION MARKET, BY END USER,
2024-2030 (USD MILLION) 221
TABLE 207 AUSTRALIA & NEW ZEALAND: AI IN EDUCATION MARKET, BY END USER,
2019-2023 (USD MILLION) 222
TABLE 208 AUSTRALIA & NEW ZEALAND: AI IN EDUCATION MARKET, BY END USER,
2024-2030 (USD MILLION) 222
TABLE 209 ASEAN: AI IN EDUCATION MARKET, BY COUNTRY, 2019-2023 (USD MILLION) 223
TABLE 210 ASEAN: AI IN EDUCATION MARKET, BY COUNTRY, 2024-2030 (USD MILLION) 224
TABLE 211 ASEAN: AI IN EDUCATION MARKET, BY END USER, 2019-2023 (USD MILLION) 224
TABLE 212 ASEAN: AI IN EDUCATION MARKET, BY END USER, 2024-2030 (USD MILLION) 224
TABLE 213 REST OF ASIA PACIFIC: AI IN EDUCATION MARKET, BY END USER,
2019-2023 (USD MILLION) 225
TABLE 214 REST OF ASIA PACIFIC: AI IN EDUCATION MARKET, BY END USER,
2024-2030 (USD MILLION) 225
TABLE 215 MIDDLE EAST & AFRICA: AI IN EDUCATION MARKET, BY OFFERING,
2019-2023 (USD MILLION) 227
TABLE 216 MIDDLE EAST & AFRICA: AI IN EDUCATION MARKET, BY OFFERING,
2024-2030 (USD MILLION) 227
TABLE 217 MIDDLE EAST & AFRICA: AI IN EDUCATION MARKET, BY SOFTWARE TYPE,
2019-2023 (USD MILLION) 227
TABLE 218 MIDDLE EAST & AFRICA: AI IN EDUCATION MARKET, BY SOFTWARE TYPE,
2024-2030 (USD MILLION) 228
TABLE 219 MIDDLE EAST & AFRICA: AI IN EDUCATION MARKET, BY DEPLOYMENT MODE, 2019-2023 (USD MILLION) 228
TABLE 220 MIDDLE EAST & AFRICA: AI IN EDUCATION MARKET, BY DEPLOYMENT MODE, 2024-2030 (USD MILLION) 228
TABLE 221 MIDDLE EAST & AFRICA: AI IN EDUCATION MARKET, BY SERVICE,
2019-2023 (USD MILLION) 229
TABLE 222 MIDDLE EAST & AFRICA: AI IN EDUCATION MARKET, BY SERVICE,
2024-2030 (USD MILLION) 229
TABLE 223 MIDDLE EAST & AFRICA: AI IN EDUCATION MARKET, BY TECHNOLOGY,
2019-2023 (USD MILLION) 229
TABLE 224 MIDDLE EAST & AFRICA: AI IN EDUCATION MARKET, BY TECHNOLOGY,
2024-2030 (USD MILLION) 230
TABLE 225 MIDDLE EAST & AFRICA: AI IN EDUCATION MARKET, BY ACADEMIC APPLICATION, 2019-2023 (USD MILLION) 230
TABLE 226 MIDDLE EAST & AFRICA: AI IN EDUCATION MARKET, BY ACADEMIC APPLICATION, 2024-2030 (USD MILLION) 230
TABLE 227 MIDDLE EAST & AFRICA: AI IN EDUCATION MARKET,
BY INSTITUTIONAL APPLICATION, 2019-2023 (USD MILLION) 231
TABLE 228 MIDDLE EAST & AFRICA: AI IN EDUCATION MARKET,
BY INSTITUTIONAL APPLICATION, 2024-2030 (USD MILLION) 231
TABLE 229 MIDDLE EAST & AFRICA: AI IN EDUCATION MARKET, BY END USER,
2019-2023 (USD MILLION) 231
TABLE 230 MIDDLE EAST & AFRICA: AI IN EDUCATION MARKET, BY END USER,
2024-2030 (USD MILLION) 232
TABLE 231 MIDDLE EAST & AFRICA: AI IN EDUCATION MARKET, BY INSTITUTIONAL END USER, 2019-2023 (USD MILLION) 232
TABLE 232 MIDDLE EAST & AFRICA: AI IN EDUCATION MARKET, BY INSTITUTIONAL END USER, 2024-2030 (USD MILLION) 232
TABLE 233 MIDDLE EAST & AFRICA: AI IN EDUCATION MARKET, BY REGION,
2019-2023 (USD MILLION) 233
TABLE 234 MIDDLE EAST & AFRICA: AI IN EDUCATION MARKET, BY REGION,
2024-2030 (USD MILLION) 233
TABLE 235 MIDDLE EAST: AI IN EDUCATION MARKET, BY COUNTRY,
2019-2023 (USD MILLION) 234
TABLE 236 MIDDLE EAST: AI IN EDUCATION MARKET, BY COUNTRY,
2024-2030 (USD MILLION) 234
TABLE 237 KSA: AI IN EDUCATION MARKET, BY END USER, 2019-2023 (USD MILLION) 235
TABLE 238 KSA: AI IN EDUCATION MARKET, BY END USER, 2024-2030 (USD MILLION) 235
TABLE 239 UAE: AI IN EDUCATION MARKET, BY END USER, 2019-2023 (USD MILLION) 235
TABLE 240 UAE: AI IN EDUCATION MARKET, BY END USER, 2024-2030 (USD MILLION) 236
TABLE 241 BAHRAIN: AI IN EDUCATION MARKET, BY END USER, 2019-2023 (USD MILLION) 236
TABLE 242 BAHRAIN: AI IN EDUCATION MARKET, BY END USER, 2024-2030 (USD MILLION) 236
TABLE 243 KUWAIT: AI IN EDUCATION MARKET, BY END USER, 2019-2023 (USD MILLION) 237
TABLE 244 KUWAIT: AI IN EDUCATION MARKET, BY END USER, 2024-2030 (USD MILLION) 237
TABLE 245 REST OF MIDDLE EAST: AI IN EDUCATION MARKET, BY END USER,
2019-2023 (USD MILLION) 238
TABLE 246 REST OF MIDDLE EAST: AI IN EDUCATION MARKET, BY END USER,
2024-2030 (USD MILLION) 238
TABLE 247 AFRICA: AI IN EDUCATION MARKET, BY END USER, 2019-2023 (USD MILLION) 239
TABLE 248 AFRICA: AI IN EDUCATION MARKET, BY END USER, 2024-2030 (USD MILLION) 239
TABLE 249 LATIN AMERICA: AI IN EDUCATION MARKET, BY OFFERING,
2019-2023 (USD MILLION) 241
TABLE 250 LATIN AMERICA: AI IN EDUCATION MARKET, BY OFFERING,
2024-2030 (USD MILLION) 241
TABLE 251 LATIN AMERICA: AI IN EDUCATION MARKET, BY SOFTWARE TYPE,
2019-2023 (USD MILLION) 241
TABLE 252 LATIN AMERICA: AI IN EDUCATION MARKET, BY SOFTWARE TYPE,
2024-2030 (USD MILLION) 242
TABLE 253 LATIN AMERICA: AI IN EDUCATION MARKET, BY DEPLOYMENT MODE,
2019-2023 (USD MILLION) 242
TABLE 254 LATIN AMERICA: AI IN EDUCATION MARKET, BY DEPLOYMENT MODE,
2024-2030 (USD MILLION) 242
TABLE 255 LATIN AMERICA: AI IN EDUCATION MARKET, BY SERVICE,
2019-2023 (USD MILLION) 243
TABLE 256 LATIN AMERICA: AI IN EDUCATION MARKET, BY SERVICE,
2024-2030 (USD MILLION) 243
TABLE 257 LATIN AMERICA: AI IN EDUCATION MARKET, BY TECHNOLOGY,
2019-2023 (USD MILLION) 243
TABLE 258 LATIN AMERICA: AI IN EDUCATION MARKET, BY TECHNOLOGY,
2024-2030 (USD MILLION) 244
TABLE 259 LATIN AMERICA: AI IN EDUCATION MARKET, BY ACADEMIC APPLICATION,
2019-2023 (USD MILLION) 244
TABLE 260 LATIN AMERICA: AI IN EDUCATION MARKET, BY ACADEMIC APPLICATION,
2024-2030 (USD MILLION) 244
TABLE 261 LATIN AMERICA: AI IN EDUCATION MARKET, BY INSTITUTIONAL APPLICATION, 2019-2023 (USD MILLION) 245
TABLE 262 LATIN AMERICA: AI IN EDUCATION MARKET, BY INSTITUTIONAL APPLICATION, 2024-2030 (USD MILLION) 245
TABLE 263 LATIN AMERICA: AI IN EDUCATION MARKET, BY END USER,
2019-2023 (USD MILLION) 245
TABLE 264 LATIN AMERICA: AI IN EDUCATION MARKET, BY END USER,
2024-2030 (USD MILLION) 245
TABLE 265 LATIN AMERICA: AI IN EDUCATION MARKET, BY INSTITUTIONAL END USER,
2019-2023 (USD MILLION) 246
TABLE 266 LATIN AMERICA: AI IN EDUCATION MARKET, BY INSTITUTIONAL END USER,
2024-2030 (USD MILLION) 246
TABLE 267 LATIN AMERICA: AI IN EDUCATION MARKET, BY COUNTRY,
2019-2023 (USD MILLION) 246
TABLE 268 LATIN AMERICA: AI IN EDUCATION MARKET, BY COUNTRY,
2024-2030 (USD MILLION) 247
TABLE 269 BRAZIL: AI IN EDUCATION MARKET, BY END USER, 2019-2023 (USD MILLION) 247
TABLE 270 BRAZIL: AI IN EDUCATION MARKET, BY END USER, 2024-2030 (USD MILLION) 248
TABLE 271 MEXICO: AI IN EDUCATION MARKET, BY END USER, 2019-2023 (USD MILLION) 248
TABLE 272 MEXICO: AI IN EDUCATION MARKET, BY END USER, 2024-2030 (USD MILLION) 249
TABLE 273 ARGENTINA: AI IN EDUCATION MARKET, BY END USER, 2019-2023 (USD MILLION) 249
TABLE 274 ARGENTINA: AI IN EDUCATION MARKET, BY END USER, 2024-2030 (USD MILLION) 249
TABLE 275 REST OF LATIN AMERICA: AI IN EDUCATION MARKET, BY END USER,
2019-2023 (USD MILLION) 250
TABLE 276 REST OF LATIN AMERICA: AI IN EDUCATION MARKET, BY END USER,
2024-2030 (USD MILLION) 250
TABLE 277 AI IN EDUCATION MARKET: OVERVIEW OF STRATEGIES ADOPTED
BY KEY VENDORS, 2021-2024 251
TABLE 278 AI IN EDUCATION MARKET: DEGREE OF COMPETITION, 2023 255
TABLE 279 AI IN EDUCATION MARKET: SOFTWARE TYPE FOOTPRINT, 2023 266
TABLE 280 AI IN EDUCATION MARKET: APPLICATION FOOTPRINT (ACADEMIC), 2023 267
TABLE 281 AI IN EDUCATION MARKET: APPLICATION FOOTPRINT (INSTITUTIONAL), 2023 267
TABLE 282 AI IN EDUCATION MARKET: END USER FOOTPRINT, 2023 268
TABLE 283 AI IN EDUCATION MARKET: REGION FOOTPRINT, 2023 269
TABLE 284 AI IN EDUCATION MARKET: DETAILED LIST OF KEY STARTUPS/SMES, 2023 273
TABLE 285 AI IN EDUCATION MARKET: COMPETITIVE BENCHMARKING OF
STARTUPS/SMES, 2023 275
TABLE 286 AI IN EDUCATION MARKET: COMPETITIVE BENCHMARKING OF
STARTUPS/SMES, BY APPLICATION, 2023 276
TABLE 287 AI IN EDUCATION MARKET: PRODUCT LAUNCHES AND ENHANCEMENTS,
JANUARY 2021-NOVEMBER 2024 277
TABLE 288 AI IN EDUCATION MARKET: DEALS, JANUARY 2021-NOVEMBER 2024 279
TABLE 289 MICROSOFT: COMPANY OVERVIEW 283
TABLE 290 MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED 284
TABLE 291 MICROSOFT: PRODUCT LAUNCHES AND ENHANCEMENTS 285
TABLE 292 MICROSOFT: DEALS 286
TABLE 293 IBM: COMPANY OVERVIEW 288
TABLE 294 IBM: PRODUCTS/SOLUTIONS/SERVICES OFFERED 289
TABLE 295 IBM: PRODUCT LAUNCHES AND ENHANCEMENTS 290
TABLE 296 IBM: DEALS 291
TABLE 297 GOOGLE: COMPANY OVERVIEW 293
TABLE 298 GOOGLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 294
TABLE 299 GOOGLE: PRODUCT LAUNCHES AND ENHANCEMENTS 296
TABLE 300 GOOGLE: DEALS 297
TABLE 301 ALIBABA CLOUD: COMPANY OVERVIEW 299
TABLE 302 ALIBABA CLOUD: PRODUCTS/SOLUTIONS/SERVICES OFFERED 300
TABLE 303 ALIBABA CLOUD: PRODUCT LAUNCHES AND ENHANCEMENTS 301
TABLE 304 ALIBABA CLOUD: DEALS 301
TABLE 305 AWS: COMPANY OVERVIEW 303
TABLE 306 AWS: PRODUCTS/SOLUTIONS/SERVICES OFFERED 304
TABLE 307 AWS: PRODUCT LAUNCHES AND ENHANCEMENTS 305
TABLE 308 ADOBE: COMPANY OVERVIEW 307
TABLE 309 ADOBE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 308
TABLE 310 ADOBE: DEALS 309
TABLE 311 PEARSON: COMPANY OVERVIEW 310
TABLE 312 PEARSON: PRODUCTS/SOLUTIONS/SERVICES OFFERED 311
TABLE 313 PEARSON: PRODUCT LAUNCHES AND ENHANCEMENTS 312
TABLE 314 PEARSON: DEALS 313
TABLE 315 BAIDU: COMPANY OVERVIEW 314
TABLE 316 BAIDU: PRODUCTS/SOLUTIONS/SERVICES OFFERED 315
TABLE 317 BAIDU: PRODUCT LAUNCHES AND ENHANCEMENTS 317
TABLE 318 OPENAI: COMPANY OVERVIEW 318
TABLE 319 OPENAI: PRODUCTS/SOLUTIONS/SERVICES OFFERED 319
TABLE 320 OPENAI: PRODUCT LAUNCHES AND ENHANCEMENTS 320
TABLE 321 OPENAI: DEALS 321
TABLE 322 DUOLINGO: COMPANY OVERVIEW 322
TABLE 323 DUOLINGO: PRODUCTS/SOLUTIONS/SERVICES OFFERED 323
TABLE 324 DUOLINGO: PRODUCT LAUNCHES AND ENHANCEMENTS 325
TABLE 325 DUOLINGO: DEALS 326
TABLE 326 ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2019-2023 (USD BILLION) 362
TABLE 327 ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2024-2030 (USD BILLION) 362
TABLE 328 ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION,
2019-2023 (USD BILLION) 363
TABLE 329 ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION,
2024-2030 (USD BILLION) 363
TABLE 330 ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2019-2023 (USD BILLION) 364
TABLE 331 ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2024-2030 (USD BILLION) 364
TABLE 332 ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2019-2023 (USD BILLION) 365
TABLE 333 ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2024-2030 (USD BILLION) 365
TABLE 334 ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2019-2023 (USD BILLION) 366
TABLE 335 ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2024-2030 (USD BILLION) 366
TABLE 336 LEARNING MANAGEMENT SYSTEM MARKET, BY OFFERING,
2018-2022 (USD MILLION) 367
TABLE 337 LEARNING MANAGEMENT SYSTEM MARKET, BY OFFERING,
2023-2028 (USD MILLION) 368
TABLE 338 LEARNING MANAGEMENT SYSTEM MARKET, BY DELIVERY MODE,
2018-2022 (USD MILLION) 368
TABLE 339 LEARNING MANAGEMENT SYSTEM MARKET, BY DELIVERY MODE,
2023-2028 (USD MILLION) 368
TABLE 340 LEARNING MANAGEMENT SYSTEM MARKET, BY ORGANIZATION SIZE,
2018-2022 (USD MILLION) 369
TABLE 341 LEARNING MANAGEMENT SYSTEM MARKET, BY ORGANIZATION SIZE,
2023-2028 (USD MILLION) 369
TABLE 342 LEARNING MANAGEMENT SYSTEM MARKET, BY DEPLOYMENT TYPE,
2018-2022 (USD MILLION) 370
TABLE 343 LEARNING MANAGEMENT SYSTEM MARKET, BY DEPLOYMENT TYPE,
2023-2028 (USD MILLION) 370
TABLE 344 LEARNING MANAGEMENT SYSTEM MARKET, BY APPLICATION AREA,
2018-2022 (USD MILLION) 371
TABLE 345 LEARNING MANAGEMENT SYSTEM MARKET, BY APPLICATION AREA,
2023-2028 (USD MILLION) 371
TABLE 346 LEARNING MANAGEMENT SYSTEM MARKET, BY USER TYPE,
2018-2022 (USD MILLION) 372
TABLE 347 LEARNING MANAGEMENT SYSTEM MARKET, BY USER TYPE,
2023-2028 (USD MILLION) 372
TABLE 348 LEARNING MANAGEMENT SYSTEM MARKET, BY REGION,
2018-2022 (USD MILLION) 372
TABLE 349 LEARNING MANAGEMENT SYSTEM MARKET, BY REGION,
2023-2028 (USD MILLION) 373

FIGURE 1 AI IN EDUCATION MARKET SEGMENTATION 41
FIGURE 2 STUDY YEARS CONSIDERED 42
FIGURE 3 AI IN EDUCATION MARKET: RESEARCH DESIGN 45
FIGURE 4 BREAKUP OF PRIMARY PROFILES, BY COMPANY TYPE, DESIGNATION, AND REGION 47
FIGURE 5 KEY INSIGHTS FROM INDUSTRY EXPERTS 47
FIGURE 6 AI IN EDUCATION MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES 48
FIGURE 7 APPROACH 1, BOTTOM-UP (SUPPLY-SIDE): REVENUE FROM
SOFTWARE/SERVICES OF AI IN EDUCATION MARKET 49
FIGURE 8 APPROACH 1, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM
ALL SOFTWARE/SERVICES OF AI IN EDUCATION MARKET 50
FIGURE 9 APPROACH 1, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM
ALL SOFTWARE/SERVICES OF AI IN EDUCATION MARKET 50
FIGURE 10 APPROACH 2, BOTTOM-UP (DEMAND-SIDE): SHARE OF AI IN EDUCATION
THROUGH OVERALL AI IN EDUCATION SOLUTIONS SPENDING 51
FIGURE 11 AI SOFTWARE IN EDUCATION TO DOMINATE OVER AI SERVICES IN
EDUCATION MARKET, 2024 (USD MILLION) 58
FIGURE 12 LEARNING MANAGEMENT SYSTEMS TO BE LARGEST SEGMENT AMONG
AI SOFTWARE IN EDUCATION MARKET IN 2024 58
FIGURE 13 CLOUD DEPLOYMENT TO SIGNIFICANTLY LEAD MARKET IN 2024 (USD MILLION) 58
FIGURE 14 PROFESSIONAL DEVELOPMENT PROGRAMS TO LEAD AMONG
AI SERVICES IN EDUCATION MARKET IN 2024 59
FIGURE 15 OTHER AI TECHNOLOGIES TO DOMINATE OVER GENERATIVE
AI IN EDUCATION MARKET IN 2024 59
FIGURE 16 PERSONALIZED LEARNING & CONTENT MANAGEMENT TO LEAD
AI IN EDUCATION MARKET IN 2024 59
FIGURE 17 STUDENT ENROLLMENT & DETECTION ANALYSIS TO ACCOUNT FOR
LARGEST MARKET SHARE IN 2024 60
FIGURE 18 INSTITUTIONAL END USERS TO DOMINATE BY LARGE MARGIN OVER
ACADEMIC END USERS IN AI IN EDUCATION MARKET IN 2024 60
FIGURE 19 K-12 TO BE LARGEST INSTITUTIONAL END USERS OF AI IN EDUCATION IN 2024 60
FIGURE 20 ASIA PACIFIC TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 61
FIGURE 21 INCREASING DEMAND FOR PERSONALIZED LEARNING AND DIGITAL
EDUCATION TOOLS FOR IMMERSIVE EXPERIENCE TO DRIVE MARKET GROWTH 62
FIGURE 22 PREDICTIVE ANALYSIS SEGMENT TO GROW AT HIGHEST CAGR AMONG
ACADEMIC APPLICATIONS DURING FORECAST PERIOD 62
FIGURE 23 CLOUD DEPLOYMENT AND INSTITUTIONAL END USERS TO ACCOUNT FOR
LARGEST RESPECTIVE SEGMENTAL SHARES IN NORTH AMERICA IN 2024 63
FIGURE 24 NORTH AMERICA TO BE LARGEST REGIONAL MARKET IN 2024 63
FIGURE 25 AI IN EDUCATION MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES,
AND CHALLENGES 65
FIGURE 26 EVOLUTION OF AI IN EDUCATION MARKET 70
FIGURE 27 AI IN EDUCATION MARKET ECOSYSTEM: KEY PLAYERS 76
FIGURE 28 AI IN EDUCATION MARKET: SUPPLY CHAIN ANALYSIS 88
FIGURE 29 PORTER'S FIVE FORCES ANALYSIS 90
FIGURE 30 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR
TOP THREE APPLICATIONS 92
FIGURE 31 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS 93
FIGURE 32 INDICATIVE PRICING ANALYSIS, BY SOFTWARE TYPE, 2024 (USD/MONTH) 94
FIGURE 33 NUMBER OF PATENTS GRANTED TO VENDORS IN LAST 10 YEARS 97
FIGURE 34 REGIONAL ANALYSIS OF PATENTS GRANTED, 2014-2024 101
FIGURE 35 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS' BUSINESSES 101
FIGURE 36 AI IN EDUCATION MARKET: INVESTMENT LANDSCAPE AND
FUNDING SCENARIO (USD MILLION AND NUMBER OF FUNDING ROUNDS) 103
FIGURE 37 MARKET POTENTIAL OF GENERATIVE AI IN ENHANCING AI IN
EDUCATION ACROSS KEY END USERS 104
FIGURE 38 SERVICES SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD 108
FIGURE 39 CONTENT GENERATION TOOLS TO GROW AT HIGHEST CAGR AMONG
SOFTWARE DURING FORECAST PERIOD 109
FIGURE 40 ON-PREMISE DEPLOYMENT TO GROW AT HIGHER CAGR DURING
FORECAST PERIOD 120
FIGURE 41 DATA ANALYTICS CONSULTING SEGMENT TO GROW AT HIGHEST CAGR
DURING FORECAST PERIOD 123
FIGURE 42 PREDICTIVE ANALYSIS SEGMENT TO GROW AT HIGHEST CAGR
DURING FORECAST PERIOD 133
FIGURE 43 WORKFORCE ALIGNMENT & SKILLS MAPPING SEGMENT TO GROW
AT HIGHEST CAGR DURING FORECAST PERIOD 151
FIGURE 44 GENERATIVE AI TO GROW AT HIGHER CAGR DURING FORECAST PERIOD 165
FIGURE 45 INSTITUTIONAL SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD 170
FIGURE 46 EDTECH COMPANIES SEGMENT TO GROW AT HIGHEST CAGR
DURING FORECAST PERIOD 173
FIGURE 47 INDIA TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD 184
FIGURE 48 ASIA PACIFIC TO WITNESS HIGHEST CAGR DURING FORECAST PERIOD 184
FIGURE 49 NORTH AMERICA: MARKET SNAPSHOT 187
FIGURE 50 ASIA PACIFIC: MARKET SNAPSHOT 211
FIGURE 51 AI IN EDUCATION MARKET: REVENUE ANALYSIS OF FIVE KEY PLAYERS,
2019-2023 254
FIGURE 52 SHARE ANALYSIS OF LEADING COMPANIES IN AI IN EDUCATION MARKET, 2023 255
FIGURE 53 PRODUCT COMPARATIVE ANALYSIS, BY SOFTWARE TYPE 257
FIGURE 54 COMPANY VALUATION AND FINANCIAL METRICS OF KEY VENDORS 259
FIGURE 55 YEAR-TO-DATE (YTD) PRICE TOTAL RETURN AND 5-YEAR STOCK BETA OF
KEY VENDORS 260
FIGURE 56 AI IN EDUCATION MARKET: COMPANY EVALUATION MATRIX OF KEY PLAYERS (ACADEMIC), 2023 261
FIGURE 57 AI IN EDUCATION MARKET: COMPANY EVALUATION MATRIX OF KEY PLAYERS (INSTITUTIONAL), 2023 263
FIGURE 58 AI IN EDUCATION MARKET: COMPANY FOOTPRINT (ACADEMIC), 2023 264
FIGURE 59 AI IN EDUCATION MARKET: COMPANY FOOTPRINT (INSTITUTIONAL), 2023 265
FIGURE 60 AI IN EDUCATION MARKET: COMPANY EVALUATION MATRIX
(STARTUPS/SMES, ACADEMIC), 2023 271
FIGURE 61 AI IN EDUCATION MARKET: COMPANY EVALUATION MATRIX
(STARTUPS/SMES, INSTITUTIONAL), 2023 273
FIGURE 62 MICROSOFT: COMPANY SNAPSHOT 283
FIGURE 63 IBM: COMPANY SNAPSHOT 289
FIGURE 64 GOOGLE: COMPANY SNAPSHOT 294
FIGURE 65 ALIBABA CLOUD: COMPANY SNAPSHOT 300
FIGURE 66 AWS: COMPANY SNAPSHOT 304
FIGURE 67 ADOBE: COMPANY SNAPSHOT 308
FIGURE 68 PEARSON: COMPANY SNAPSHOT 311
FIGURE 69 BAIDU: COMPANY SNAPSHOT 315
FIGURE 70 DUOLINGO: COMPANY SNAPSHOT 323