Industry landscapes
The companies, capital and talent shaping education in Chennai. Find the leaders. Understand the segments. See where the activity is.
An industry ecosystem,
measured in context.
24 featured companies from the funding, hiring, revenue and team-size leaderboards.
Locked revenue figures are available in Radar; the eight company financial previews stay the same throughout this page. A dash means the figure is outside these featured lists. Revenue years vary by company; the figures are not a like-for-like revenue comparison. Compare annual accounts ↗
No company example met every recorded classification, independence and public-profile gate in this snapshot. The live directory may have newer qualifying companies.
Explore classified startups in Radar ↗A few useful ratios bring the size of this ecosystem into perspective.
43 of 531 tracked companies have open roles.
13 of 531 tracked companies have a recorded round.
Share of disclosed capital received by the three largest recorded recipients.
Midpoint of 15 rounds with a disclosed amount.
Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 93.3% of disclosed capital, while 97.6% of tracked companies have no recorded funding round.
Explore the segments →Recorded company formation and disclosed funding across the complete annual series shown.
Sum of recorded funding rounds · USD
| Year | Funding (USD) | Founded | Raising |
|---|---|---|---|
| 2016 | $461.94K | 16 | 1 |
| 2017 | $0 | 20 | 0 |
| 2018 | $1.56M | 25 | 3 |
| 2019 | $392.63K | 24 | 3 |
| 2020 | $575.49K | 19 | 2 |
| 2021 | $1.22M | 25 | 2 |
| 2022 | $12.08K | 18 | 1 |
| 2023 | $57.8K | 18 | 1 |
| 2024 | $0 | 17 | 0 |
| 2025 | $41.35M | 3 | 1 |
Share of all disclosed company funding.
17 recorded rounds since 2016
Recorded participation in education company rounds since 2016.
Backed by Educomp.
Backed by Elevation Capital.
Backed by Kalpathi Investments.
Backed by Indusagemanagement.
Backed by Arif Khan and Mallikarjun Muller and others.
Backed by Ashwin Venkata Damera and Ananth Sankaranarayanan and others.
Backed by Chitra Veeravalli and Polaris Banyan Holding and others.
Backed by Divya Kalahasti and Sreeram Tayi.
Annual accounts for reporting companies linked to this landscape, on like-for-like currency and reporting bases.
Display conversions use the dated reference rates above. Where a verified rate is unavailable, figures retain their source currency. Each reporting cohort keeps its currency and accounting basis separate.
FY2025 · annual statements grouped by reported fiscal year; exact entity periods remain on preview rows · 44 reporting entities from 66 eligible matches.
Sum of reporting-entity revenue; not Chennai market sales.
Combined result for the same cohort.
Combined net income ÷ combined revenue.
The middle covered reporting entity.
31 of 44 covered entities.
Share of covered revenue from the five largest entities.
Reported cohort totals by year; coverage is stated for every period.
Bar height shows revenue. Changes in coverage can affect totals.
FY2025 · 44 reporting entities
Up to eight fixed company previews show financial amounts. Search and sort the wider company list, then continue in Radar.
| Company / reporting entity | Revenue | Net profit / loss | Net margin | Revenue growth | Total assets |
|---|---|---|---|---|---|
| STEP ↗U22300TN2017PTC115593 | ₹755.9 crore | ₹-29.6 crore | -3.9% | — | ₹609.7 crore |
| Great Lakes ↗U80301TN2004NPL052529 | ₹273.8 crore | ₹14.2 crore | +5.2% | — | ₹624.8 crore |
| Veranda Learning ↗L74999TN2018PLC125880 | ₹41.1 crore | ₹-3.8 crore | -9.4% | — | ₹1,152.2 crore |
| Orient Flights ↗U35301TN2002PTC049819 | ₹16.6 crore | ₹1.3 crore | +7.8% | — | ₹20.3 crore |
| Rhapsody ↗U80211TN2012PTC084451 | ₹1.5 crore | ₹0.4 crore | +26.0% | — | ₹4.2 crore |
| Chettinad ↗U63012TN1999PTC118793 | Financial figure available in Radar | Financial figure available in Radar | Financial figure available in Radar | Financial figure available in Radar | Financial figure available in Radar |
| AstraGen ↗U80904AP2016PTC098610 | Financial figure available in Radar | Financial figure available in Radar | Financial figure available in Radar | Financial figure available in Radar | Financial figure available in Radar |
| APL Global School ↗U80903TN2008NPL066642 | Financial figure available in Radar | Financial figure available in Radar | Financial figure available in Radar | Financial figure available in Radar | Financial figure available in Radar |
Explore full company accounts and filings.
Choose “View accounts” to inspect an available company preview.
Each pair uses the same year, currency and reporting basis. Cohort overlap is disclosed.
| Industry | Covered / eligible | Revenue total | Median revenue | Net profit / loss | Aggregate margin | Profitable share | Overlap |
|---|
Available-account cohorts are not estimates of whole industries. Overlapping entities can occur in more than one cohort; do not add cohort totals.
Filed annual accounts for exact designated national identifiers. Every aggregate and peer pair uses one fiscal year, source currency and reporting basis; periods, coverage and overlap are explicit; 2026 partials are excluded.
The same up to eight reporting entities remain open across years, filters and sorts. Other company figures are available in Radar.
Source currencies and accounting bases stay separate. Missing accounts are excluded rather than treated as zero. Exact reporting periods appear on company previews. Annual totals can change with coverage and do not measure growth of a fixed company cohort.
How the Chennai companies on this page show up online: the sites people visit, the apps they install, and how often those apps ship.
7 of the 531 companies on this page carry a measured traffic record (1.3%); these are the largest of those, by monthly visits. The median among them is 383,807 visits.
| Company | Monthly visits | Authority | Mobile |
|---|---|---|---|
| Anna Universityannauniv.edu | 925,612 | 57 | 70.4% |
| SIMATSsaveetha.com | 665,571 | 44 | 83.7% |
| Sathyabamasathyabama.ac.in | 550,761 | 50 | 71.7% |
| Indian Maritime Universityimu.edu.in | 383,807 | 48 | 74.3% |
| Vel Techveltech.edu.in | 320,261 | 42 | 85% |
| University of Madrasunom.ac.in | 231,829 | 51 | 58.2% |
| Veranda RACEverandarace.com | 196,784 | 26 | 79.3% |
Visits and authority are third-party web estimates, not company-reported figures.
43 of these companies (8.1%) publish at least one Android app — 96 apps in all, carrying 6.2M installs between them.
| App | Installs | Rating | Store category |
|---|---|---|---|
| TNSED ManarkeniTN Schools | 2.4M | 4.2 | Education |
| TNSED SchoolsTN Schools | 986.3K | 3.8 | Education |
| Illam Thedi KalviTN Schools | 903.2K | — | Education |
| RACE APPRACE | 453.6K | 4.3 | Education |
| TNSED ParentsTN Schools | 308.1K | — | Education |
| TNSED AdministratorsTN Schools | 234.3K | — | Education |
| AstraOneAstraGen | 194.9K | — | Education |
| Veranda LearningVeranda Learning | 121.5K | 4.3 | Education |
| ZyNerdZyNerd | 119K | — | Education |
| AI4Bharat KathbathIIT Madras | 60.5K | — | Education |
Installs are lifetime totals to date at the June 2026 store reading — a measure of reach, not of people using an app today.
The busiest app inside each of this page’s own segments, with the quarterly release trend behind it (2023Q4–2026Q2).
| Segment | Apps | Installs | Leading app | Release trend |
|---|---|---|---|---|
| K-12 Schools | 9 | 4.9M | TNSED Manarkeni 2.4M | |
| Government Entities | 7 | 4.9M | TNSED Schools 986.3K | |
| Test Preparation Chains | 7 | 594K | RACE APP 453.6K | |
| Educational Support Services | 5 | 339.7K | AstraOne 194.9K | |
| Higher Education Institutions | 48 | 191.7K | AI4Bharat Kathbath 60.5K | |
| Test Preparation Centres | 10 | 61.5K | ADRPLEXUS INFINITY 28.6K | |
| K-12 Edtech | 4 | 36.5K | Red Fox Education 32.8K | |
| Test Preparation Tech | 2 | 36.4K | Vidyalai 3.5K |
A company can carry several segment tags, so these rows overlap and should not be added together. Trend lines are zero-based and share one quarter grid, so a flat line is a quiet segment, not a missing one.
New apps published, beside apps whose most recent update landed in that quarter — the second bar is how much of the shelf is still being maintained.
Darker bars are new releases, lighter bars apps updated. 50 of 96 apps carry a release date. The series ends at 2026Q1, the last quarter that closed before the June 2026 reading.
Explore the segments behind the headline numbers.
Rank segments by scale, hiring or disclosed funding.
Companies can sit in several segments. Counts and funding overlap.
The largest measured segment in this report snapshot.
3 companies hiring · $0 disclosed funding
Explore in RadarCommon revenue models; a company can use more than one.
Recorded corporate activity linked to companies in this landscape.
Veranda Learning Solutions Limited has entered into a ₹140 crore term loan agreement with City Union Bank Limited, as per an exchange filing.
New York Stock Exchange-listed Vertiv, a global provider of critical digital infrastructure, has announced it has entered into an agreement to acquire the Great Lakes Data Racks & Cabinets family of companies (collectively “Great Lakes”) for US$200-million.
Kiran Mani, CEO at Jiostar, has joined the Board of the Dept of Management Studies at IIT Madras.
The Regional Director – Asia Pacific, Human Resources, at Lennox India Technology Centre, Hema Mani, has been elected as the Vice Chairperson of the CII Chennai Zone.
Top 6 categories among 39 recorded events in the 24-month window.
1 companies with recorded IPO activity
IPO1 reports
1 tracked people moves
Appointment Board Member
Reported company results in the recorded window.
Median across 20 reported growth observations; companies may contribute multiple periods.
Company-linked deal reports; status is preserved as recorded.
| Acquirer → target | Status | Date | Value / context |
|---|---|---|---|
| vertiv→Great Lakes ↗ | Announced | 2026-04-14 | $200.0M |
| SNVA EduTech Ltd→Veranda Learning ↗ | Announced | 2025-10-04 | Not stated in snapshot |
| Veranda Learning→Veranda XL Learning Solutions Pvt Ltd | Announced | 2025-07-29 | Not stated in snapshot |
| Veranda Learning→BB Virtuals | 2025-03-03 | Not stated in snapshot | |
| Veranda Learning→Navkar Digital | 2025-03-03 | Not stated in snapshot | |
| Veranda Learning→Logic Management Training Institutes Pvt. Ltd. | Announced | 2024-04-25 | Not stated in snapshot |
A discussion or rumour is not a completed transaction. An unstated value is not zero.
709 postings in the preceding 12 months. The full 804-posting snapshot covers 47 employers.
1 tracked postings mention remote work.
201 postings specify a level.
Top skills across 804 tracked postings in the available jobs snapshot.
Median across 49 postings with pay data, expressed in USD.
| Company | Employees |
|---|---|
| STEP ↗ | 2,311 |
| Saveetha Engineering College ↗ | 750 |
| Veranda Learning ↗ | 375 |
| Edufic Digital ↗ | 350 |
| Lennox India Technology Centre ↗ | 201 |
| Softlogic Systems ↗ | 175 |
| Brandmidas ↗ | 153 |
| VIT Chennai ↗ | 129 |
166 founders and chief executives across 129 companies.
Great Lakes Institute of Management. IIT Bombay BTech 1998, University of California, Berkeley MS 2000…
Valued Epistemics, ex-Motorola, ex-Motorola India Electonics, Indian Institute of Science, Bangalore, India, 1994
Ex-Co-Founder Rhapsody Music Foundation, Rhapsody Music Education, TAYLOR NELSON SOFRES. USC Marshall School of Business MBA 2003…
Finmark Trainers, ex-Stratadigm Education And Training, ex-Hubb Financial, Institute of Cost Accountants of India, 1989
CORI Engineers. Nehru College of Aeronautics BTECH, Hindustan University 2012
Ex-Ahold, Oracle Solution Services India. Madras Institute of Technology BE 2008, Hult International Business School MBA 2012
Brand Vectors, ex-Oriental Cuisines, G.M.Pens International, Advertising Agencies. National Dairy Research Institute BSc 1986, IIM Ahmedabad PGDM 1989
Ex - CapitalIdeas, Founder & CEO Techelearns, Deloitte Consulting, SCA Technologies. University of Madras BE 1999, University of Michigan MS 2000
Ex - Global Recruitment Manager Lewis University, Chicago, Founder Slate Education Foundation, India Country Manager Governors State University…
Founder & MD-Vels Film International, KUSHMITHA FOUNDATIONS, ARTHI ASSOCIATES · Ex-World University Service Centre, VG PARK BEACH RESORTS…
Ex-SA 3D Solutions P, Srinivasa Academy - India, Swaya Cadd Tech · Institute of Cost Accountants of India MBA, Vel's Institute of Science…
Co-Founder Diamondpick, ex- EIT Professionals, Cognizant Technology Solutions, CGI, EMC, HCL Technologies. Bishop Heber College MSW 1997
16 profiles with education records.
1 profiles with prior-work records.
Profiles cover recorded founders and leaders; contact details remain in Radar.
39,837 articles in the measured 12-month window.
Education coverage tagged Chennai · articles per complete quarter
| Quarter | Articles |
|---|---|
| 2021Q2 | 4,205 |
| 2021Q3 | 4,264 |
| 2021Q4 | 3,702 |
| 2022Q1 | 4,322 |
| 2022Q2 | 5,117 |
| 2022Q3 | 6,333 |
| 2022Q4 | 6,369 |
| 2023Q1 | 6,797 |
| 2023Q2 | 7,164 |
| 2023Q3 | 7,380 |
| 2023Q4 | 7,745 |
| 2024Q1 | 6,581 |
| 2024Q2 | 6,680 |
| 2024Q3 | 9,312 |
| 2024Q4 | 7,864 |
| 2025Q1 | 8,593 |
| 2025Q2 | 6,086 |
| 2025Q3 | 7,325 |
| 2025Q4 | 7,776 |
| 2026Q1 | 16,521 |
Article volume measures coverage, not market sales.
57 recorded company events across 3 companies; percentages use that event total.
Education coverage tagged Chennai · ranked by full-period article count.
Recent and prior counts use the source comparison windows.
India comparison coverage
| Keyword | Recent | Prior | Change |
|---|---|---|---|
| tariff negotiations | 11,623 | 5,682 | 105% |
| bilateral trade | 4,610 | 2,436 | 89% |
| trade dispute mechanisms | 4,513 | 2,203 | 105% |
| trade barrier reduction | 4,494 | 2,440 | 84% |
| trade facilitation commitments | 4,327 | 2,201 | 97% |
| free trade deals | 4,079 | 2,428 | 68% |
| multilateral diplomacy | 3,919 | 2,726 | 44% |
| diplomatic strategies | 3,817 | 2,355 | 62% |
| bilateral trade imbalance | 3,281 | 2,044 | 61% |
| diplomatic engagements | 3,139 | 1,994 | 57% |
| odi cricket | 6,035 | 9,662 | -38% |
| limited overs cricket | 5,773 | 9,316 | -38% |
| odi tactics | 5,629 | 8,754 | -36% |
| odi series | 5,256 | 8,332 | -37% |
| odi tournaments | 5,030 | 8,070 | -38% |
India comparison coverage
test cricket, test innings, odi world cup
54.8% critical · 35.4% positivepre-ipo valuation, ipo prospectus, ipo pricing
48.6% critical · 46.5% positivegdp growth rate, economic output growth, economic growth statistics
46.7% critical · 50.9% positiveEducation coverage tagged Chennai. Topic labels describe recorded classifications and can include broad context.
2,453 papers in the recorded india scope.
Tone counts: 2,390 positive · 5 neutral · 58 negative.
Landmark: Online Learning: A Panacea in the Time of COVID-19 Crisis
Landmark: A Global Classroom? Evaluating the Effectiveness of Global Virtual Collaboration as a Teaching Tool in Management Education
Landmark: Students’ Perception towards E-Learning during COVID-19 Pandemic in India: An Empirical Study
Common problems researchers identify · 0121.5% of this theme group
Researchers highlight institutional and teacher challenges that impede effective use of information and communications technology in schools.
Information and Communications Technology (25) · Information technology (16) · Technology integration (19) · Educational technology (29)
Enhancing ICT Integration: Addressing Teachers’ Perspectives and Institutional Challenges in Schools
Re-examining Technology Integration in Education: Cognitive Foundations, Pedagogical Implications, and Contextual Constraints
| Year | Share index |
|---|---|
| 2022 | 652.8 |
| 2023 | 668.6 |
| 2024 | 684.9 |
| 2025 | 679.2 |
Common problems researchers identify · 0220.5% of this theme group
Papers point to gaps in access, quality, and lifelong learning outcomes as digital transformation expands.
Digital learning (21) · Digital transformation (11) · Transformative learning (10) · Lifelong learning (7)
Transforming Education in the Digital Era: Innovation, Equity, and Global Perspectives
Online Learning and its Transformative Impact on Digital Learning in Higher Education Institutions
| Year | Share index |
|---|---|
| 2022 | 128.7 |
| 2023 | 156.9 |
| 2024 | 192.4 |
| 2025 | 348.4 |
Common problems researchers identify · 0317.5% of this theme group
Studies flag difficulties aligning artificial‑intelligence tools with curriculum standards and adaptive learning goals.
Curriculum (14) · Generative grammar (6) · Applications of artificial intelligence (5) · Adaptive learning (6)
Artificial Intelligence In Education: A Systematic Review Of Applications, Machine Learning Frameworks, And Predictive Analytics For Quality
Artificial Intelligence and Evaluation in the Teaching-Learning Process: Emerging Paradigms and Directions
| Year | Share index |
|---|---|
| 2022 | 960.2 |
| 2023 | 1028.0 |
| 2024 | 900.4 |
| 2025 | 1021.8 |
Common problems researchers identify · 0416.9% of this theme group
Authors note technical, pedagogical, and resource limits that restrict blended, flipped, and virtual‑reality classroom models.
Blended learning (18) · Flipped classroom (10) · Educational technology (14) · Virtual reality (4)
Transformation of Quality Education Through E-Learning for Sustainable Development
Enhancing Student Learning Through Flipped Classroom
| Year | Share index |
|---|---|
| 2022 | 190.9 |
| 2023 | 181.2 |
| 2024 | 179.8 |
| 2025 | 228.9 |
Common problems researchers identify · 0512.6% of this theme group
Research reveals obstacles faced by students and teachers when shifting to fully online or hybrid instruction during COVID‑19.
Coronavirus disease 2019 (8) · Pandemic (8) · Online learning (8) · Electronic learning (4)
Perception towards online/blended learning at the time of Covid-19 pandemic: an academic analytics in the Indian context
Online Teaching-Learning in Medical Education: A Multicentric CrossSectional Study on Perception and Challenges of Teachers and Students dur
| Year | Share index |
|---|---|
| 2022 | 504.4 |
| 2023 | 341.9 |
| 2024 | 182.4 |
| 2025 | 103.5 |
Common problems researchers identify · 0610.9% of this theme group
Works emphasize missing, noisy, or biased data that hampers reliable analytics and predictive modeling in education.
Analytics (21) · Learning analytics (18) · Big data (5) · Data analysis (4)
Exploring the Efficacy of Adaptive Learning Platforms Enhanced by Artificial Intelligence
Predictive Analytics in Education: Modeling the Complex Relationship Between Learning Modalities and Student Well-being
| Year | Share index |
|---|---|
| 2022 | 88.7 |
| 2023 | 84.1 |
| 2024 | 65.0 |
| 2025 | 84.9 |
Cautions · 0130.4% of this theme group
Scholars caution that adaptive and personalized AI systems may reinforce bias or reduce pedagogical transparency.
Applications of artificial intelligence (14) · Transformative learning (14) · Personalized learning (9) · Adaptive learning (6)
Role of Artificial Intelligence in Education
USE OF AI TOOLS IN TEACHING AND LEARNING: OPPORTUNITIES AND CHALLENGES
| Year | Share index |
|---|---|
| 2022 | 45.2 |
| 2023 | 69.2 |
| 2024 | 100.6 |
| 2025 | 181.4 |
Cautions · 0226.8% of this theme group
Authors warn that uneven adoption of educational technology can widen gaps between faculty and student capabilities.
Technology integration (10) · Information and Communications Technology (7) · Educational technology (15) · Information technology (5)
Closing the divide: Exploring higher education teachers’ perspectives on educational technology
Impact of various Educational Technology on Students
| Year | Share index |
|---|---|
| 2022 | 366.5 |
| 2023 | 353.4 |
| 2024 | 332.4 |
| 2025 | 399.1 |
Cautions · 0321.7% of this theme group
Papers advise against over‑reliance on learning analytics without considering cognitive and contextual factors.
Learning analytics (7) · Cognition (4) · Higher education (9) · Transformative learning (8)
Adaptive Learning Systems: Harnessing AI to Personalize Educational Outcomes
AI-Driven Personalized Learning: Enhancing Student Engagement and Academic Performance
| Year | Share index |
|---|---|
| 2022 | 2881.3 |
| 2023 | 2874.0 |
| 2024 | 2844.6 |
| 2025 | 3085.8 |
Cautions · 0421.0% of this theme group
Research highlights potential negative effects of digital collaboration and social platforms on student well‑being.
Social media (4) · Mental health (3) · Perception (4) · Psychological intervention (3)
A Global Classroom? Evaluating the Effectiveness of Global Virtual Collaboration as a Teaching Tool in Management Education
Acceptance and Use of Digital Technology by Teachers for Improving Learning Outcomes: A Study on Secondary Schools in Bihar, India
| Year | Share index |
|---|---|
| 2022 | 2403.0 |
| 2023 | 2356.4 |
| 2024 | 2209.6 |
| 2025 | 2384.9 |
Opportunities · 0117.2% of this theme group
Opportunities focus on using artificial intelligence to create more engaging, adaptive, and learner‑centered educational experiences.
Transformative learning (42) · Applications of artificial intelligence (19) · Educational technology (43) · Generative grammar (19)
AI in Education and Enhances Learning
Empowering Tomorrow’s Educators: Utilization of AI to Enhance Teaching Effectiveness through Learner Engagement in Formal Learning
| Year | Share index |
|---|---|
| 2022 | 198.4 |
| 2023 | 208.1 |
| 2024 | 231.0 |
| 2025 | 327.8 |
Opportunities · 0215.5% of this theme group
Studies explore reinforcement‑learning techniques to build robust, scalable, and self‑optimizing educational technologies.
Reinforcement learning (61) · Robustness (20) · Intrusion detection system (17) · Scalability (35)
Development of Intelligent, Adaptive, and Dynamic Systems Via the Investigation of Novel Machine Learning Algorithms
Reinforcement Learning for Adaptive AI Systems
| Year | Share index |
|---|---|
| 2022 | 35.3 |
| 2023 | 37.8 |
| 2024 | 25.8 |
| 2025 | 41.7 |
Opportunities · 0315.0% of this theme group
Research demonstrates how machine‑learning models can forecast achievement and inform targeted interventions.
Cognition (21) · Student engagement (18) · Metacognition (10) · Upload (9)
Enhancing Student Achievement through Active Learning and Predictive Modelling using Machine Learning Algorithms
Student Academic Performance Prediction using Ensemble Learning Models
| Year | Share index |
|---|---|
| 2022 | 1962.7 |
| 2023 | 1941.0 |
| 2024 | 1896.0 |
| 2025 | 2149.8 |
Opportunities · 0414.8% of this theme group
Papers discuss leveraging ICT to modernize pedagogy, improve teacher performance, and support continuous professional development.
Information and Communications Technology (24) · Technology integration (30) · Educational technology (60) · Digital transformation (18)
Revolutionizing pedagogy: navigating the integration of technology in higher education for teacher learning and performance enhancement
Tech-Driven Transformation in Teacher Education: Issues, Innovations, and Implications
| Year | Share index |
|---|---|
| 2022 | 366.5 |
| 2023 | 353.4 |
| 2024 | 332.4 |
| 2025 | 399.1 |
Opportunities · 0514.6% of this theme group
Works highlight augmented and virtual reality applications that enrich blended and flipped classroom experiences.
Blended learning (60) · Virtual reality (31) · Experiential learning (41) · Flipped classroom (21)
Augmented Reality:Transforming Learning Landscapes in Education
THE ENRICHED VIRTUAL MODEL: REVOLUTIONISING BLENDED LEARNING FOR PERSONALISED, FLEXIBLE EDUCATION
| Year | Share index |
|---|---|
| 2022 | 239.0 |
| 2023 | 236.7 |
| 2024 | 217.5 |
| 2025 | 287.7 |
Opportunities · 0613.8% of this theme group
Research showcases large‑language‑model driven systems that tailor content to individual learner needs.
Personalized learning (104) · Adaptive learning (66) · Personalization (38) · Generative grammar (17)
AI-Augmented Adaptive Learning Systems in Education for Enhancing Student Engagement Through Personalized Content Recommendation
Adaptive Learning Systems Powered by Generative AI and Large Language Models: A Comprehensive Review of Personalized Education
| Year | Share index |
|---|---|
| 2022 | 22.3 |
| 2023 | 27.4 |
| 2024 | 34.4 |
| 2025 | 58.3 |
Opportunities · 079.1% of this theme group
Studies present sophisticated analytics pipelines that improve outcome prediction and support data‑informed decision making.
Analytics (97) · Learning analytics (87) · Predictive analytics (31) · Data analysis (15)
Comparative Analysis of Machine Learning Models in Predicting Academic Outcomes: Insights and Implications for Educational Data Analytics
Data Analytics in Education: Enhancing Student Learning Outcomes
| Year | Share index |
|---|---|
| 2022 | 36.9 |
| 2023 | 39.4 |
| 2024 | 33.0 |
| 2025 | 45.0 |
Orientation shares compared with 25,000 papers in the reference sample.
| Research orientation | This field | Reference sample |
|---|---|---|
| Promising | 45.8% | 37.3% |
| Breakthrough | 18.0% | 26.8% |
| Problem-identifying | 15.5% | 9.6% |
| Descriptive | 9.7% | 17.5% |
| Cautionary | 8.0% | 4.2% |
| Comparative | 2.6% | 3.8% |
| Critical | 0.4% | 0.9% |
Counts and shares refer to the stated research pool. A low count describes how much of that research is recorded here, not the absence of a real-world concern.
| Concern / example paper | Papers | Share | Raised as a problem | Worldwide share |
|---|---|---|---|---|
| Privacy & surveillancePrivacy Protection in Learning Management Systems' Mobile Technology-Based Learning Analytics | 9 | 0.46% | 3 (33.3%) | 0.24% |
| Safety & misuseDeepfake Technology Development and How It Affects Higher Education | 3 | 0.15% | 3 (100.0%) | 0.11% |
| Concentration of compute powerStudent-Centric Ed-Commerce Platforms: A Case Study on NoteFolio for Democratizing Academic Content Access | 1 | 0.05% | 0 (0.0%) | 0.02% |
| Energy & datacenter footprint | 0 | 0.0% | 0 (%) | 0.01% |
| Water use | 0 | 0.0% | 0 (%) | 0.0% |
| Carbon & emissions of compute | 0 | 0.0% | 0 (%) | 0.0% |
| Hardware, e-waste & supply chain | 0 | 0.0% | 0 (%) | 0.0% |
| Labour & data work | 0 | 0.0% | 0 (%) | 0.01% |
| Bias & fairness | 0 | 0.0% | 0 (%) | 0.06% |
Research orientation and citation rankings describe the covered collection. Its recorded publication dates do not support an overall publication-volume trend.
Institution and researcher rankings use citations to their covered work. Research scope: India. This may be broader than the company geography.
Clear definitions for making better comparisons.
It measures the tracked company ecosystem, recorded funding, hiring and other available evidence. It is not a market-size estimate.
No. A company can belong to several segments, so segment counts and funding can overlap.
A dash or unavailable panel means the current reviewed source snapshot does not support that figure.
Company ecosystem snapshot: 2 September 2026. Funding is recorded in USD; filed accounts retain their stated currency and reporting basis. Each section identifies its own coverage. The news and research behind these sections is explorable in Prism.
Canonical landscape ↗