Industry landscapes
The companies, capital and talent shaping education in Bengaluru. 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.
85 of 927 tracked companies have open roles.
38 of 927 tracked companies have a recorded round.
Share of disclosed capital received by the three largest recorded recipients.
Midpoint of 39 rounds with a disclosed amount.
Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 88.0% of disclosed capital, while 95.9% 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 | $31.59M | 37 | 5 |
| 2017 | $22.16M | 48 | 7 |
| 2018 | $30.86M | 45 | 4 |
| 2019 | $7.72M | 52 | 4 |
| 2020 | $33.24M | 31 | 4 |
| 2021 | $23.07M | 53 | 3 |
| 2022 | $42.16M | 45 | 3 |
| 2023 | $35.02M | 37 | 3 |
| 2024 | $17.62M | 32 | 2 |
| 2025 | $17.48M | 4 | 2 |
Share of all disclosed company funding.
45 recorded rounds since 2016
Recorded participation in education company rounds since 2016.
Backed by Sofina and Peak XV Partners.
Backed by Sofina and Navneet Learning and others.
Backed by Unacademy.
Backed by Peak XV Partners and Sofina.
Backed by Kenro Capital and Venturi Partners.
Backed by Ekotaano.
Backed by Peepul Capital and Kaizenvest.
Backed by Song Advisors and Peak XV Partners and others.
Backed by Peak XV Partners and Navneet Learning.
Backed by LGT Impact and Lightrock India and others.
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 · 127 reporting entities from 159 eligible matches.
Sum of reporting-entity revenue; not Bengaluru market sales.
Combined result for the same cohort.
Combined net income ÷ combined revenue.
The middle covered reporting entity.
70 of 127 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 · 127 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 |
|---|---|---|---|---|---|
| Alliance University ↗U80301KA2005NPL036646 | ₹370.6 crore | ₹10.8 crore | +2.9% | — | ₹881.9 crore |
| Qspiders ↗U72200KA2007PTC044701 | ₹250.0 crore | ₹11.5 crore | +4.6% | — | ₹350.5 crore |
| Founding Years ↗U80301KA2010PTC053882 | ₹246.8 crore | ₹33.1 crore | +13.4% | — | ₹187.0 crore |
| Azim Premji University ↗U93090KA2001NPL028740 | ₹55.8 crore | ₹3.9 crore | +7.0% | — | ₹28.8 crore |
| Indian Institute for Human Settlements ↗U74990KA2008NPL078948 | ₹39.5 crore | ₹-3.6 crore | -9.1% | — | ₹281.5 crore |
| Hippocampus ↗U80221KA2010PTC053824 | ₹6.9 crore | ₹0.1 crore | +1.0% | — | ₹3.4 crore |
| SkillSonics ↗U80301KA2011PTC060644 | ₹5.8 crore | ₹-2.9 crore | -50.4% | — | ₹3.3 crore |
| Indian Institute of Management Bangalore ↗U73200KA2010NPL053371 | ₹0.7 crore | ₹0.2 crore | +30.0% | — | ₹29.2 crore |
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 Bengaluru companies on this page show up online: the sites people visit, the apps they install, and how often those apps ship.
14 of the 928 companies on this page carry a measured traffic record (1.5%); these are the largest of those, by monthly visits. The median among them is 276,337 visits.
| Company | Monthly visits | Authority | Mobile |
|---|---|---|---|
| IIIT Bangaloreiiitb.ac.in | 1,065,622 | 42 | 93.9% |
| JAIN (Deemed-to-be University)jainuniversity.ac.in | 733,453 | 58 | 78.9% |
| PES Universitypes.edu | 489,589 | 49 | 77.1% |
| REVA Universityreva.edu.in | 365,234 | 45 | 77.6% |
| Indian Institute of Management Bangaloreiimb.ac.in | 311,365 | 50 | 63.8% |
| Alliance Universityalliance.edu.in | 293,983 | 44 | 76.7% |
| Qspidersqspiders.com | 281,909 | 41 | 59.2% |
| Miles Educationmileseducation.com | 270,766 | 41 | 52.4% |
| Azim Premji Universityazimpremjiuniversity.edu.in | 227,985 | 49 | 75.2% |
| NIMHANSnimhans.ac.in | 218,061 | 51 | 76.5% |
Visits and authority are third-party web estimates, not company-reported figures.
53 of these companies (5.7%) publish at least one Android app — 140 apps in all, carrying 4.6M installs between them.
| App | Installs | Rating | Store category |
|---|---|---|---|
| Quest AppQuest Alliance | 796.3K | 4.3 | Education |
| Building Blocks 1-8 by AksharaAkshara Foundation | 478.7K | — | Educational |
| Appli -College Application AppAppli Global | 312.2K | — | Education |
| MindNotes from NIMHANSNIMHANS | 292.6K | — | Health & Fitness |
| QTalkQspiders | 228K | 1.8 | Communication |
| Compile Java - Run .java CodeOnePercent | 225.1K | 2.7 | Education |
| C Compiler - Run .c CodeOnePercent | 181.4K | 3 | Education |
| C++ Compiler - Run .cpp CodeOnePercent | 165.1K | 3.8 | Education |
| ArivuPro App (CA, CS, ACCA)ArivuPro | 136.4K | — | Education |
| PHP Compiler - Run .php CodeOnePercent | 135K | 4.2 | 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 |
|---|---|---|---|---|
| Continuing Education Centres | 75 | 1.6M | Compile Java - Run .java Code 225.1K | |
| Marketing Services | 57 | 1.5M | C Compiler - Run .c Code 181.4K | |
| Education Ngos | 5 | 1.3M | Quest App 796.3K | |
| Higher Education Institutions | 23 | 669.6K | MindNotes from NIMHANS 292.6K | |
| Educational Support Services | 6 | 361.3K | Appli -College Application App 312.2K | |
| Continuing Education Chains | 9 | 346.5K | QTalk 228K | |
| Test Preparation Chains | 2 | 141.9K | ArivuPro App (CA, CS, ACCA) 136.4K | |
| Educational Publishers | 10 | 17.3K | P.L.A.Y. Time 14.9K |
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. 96 of 140 apps carry a release date. The series ends at 2025Q4, 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.
4 companies hiring · $1.72M disclosed funding
Explore in RadarCommon revenue models; a company can use more than one.
Recorded corporate activity linked to companies in this landscape.
Edept, an edtech startup focused on higher education has raised $1 million in seed funding led by Enzia Ventures and Equanimity Investments.
K12 secured $27 million from Singapore-based private equity player Venturi Partners in a secondary transaction, providing exit to Navneet Learning.
Imax logged $81 million for the three-month period ending in March, down 6.5% from the $86.7 million reported in the same quarter a year ago. The big-screen company reported a net income of $6.2 million, down 26% from the $8.2 million delivered in Q1 in 2025.
Top 9 categories among 58 recorded events in the 24-month window.
Products, platforms and features in the recorded window
AI training program
1 recorded customer wins
Customer: netflixEntertainment
Reported company results in the recorded window.
Median across 28 reported growth observations; companies may contribute multiple periods.
Company-linked deal reports; status is preserved as recorded.
| Acquirer → target | Status | Date | Value / context |
|---|---|---|---|
| unacademy→K12 Techno Services ↗ | Terminated | 2024-12-29 | Not stated in snapshot |
| Venturi Partners→K12 Techno Services ↗ | Completed | 2024-05-10 | $27.0M |
| Sequoia Capital and Navneet Learning→K12 Techno Services ↗ | Completed | 2024-05-09 | Not stated in snapshot |
| kedaara capital→K12 Techno Services ↗ | Announced | 2024-05-09 | Not stated in snapshot |
| rfly innovations→Tmaerospace ↗ | Announced | 2024-04-20 | Not stated in snapshot |
| Go-Jek→C42 Engineering ↗ | Announced | 2024-02-19 | Not stated in snapshot |
A discussion or rumour is not a completed transaction. An unstated value is not zero.
570 postings in the preceding 12 months. The full 823-posting snapshot covers 117 employers.
4 tracked postings mention remote work.
220 postings specify a level.
Top skills across 823 tracked postings in the available jobs snapshot.
Median across 141 postings with pay data, expressed in USD.
| Company | Employees |
|---|---|
| The Jain Group of Institutions ↗ | 10,000 |
| KLAY ↗ | 3,243 |
| JAIN (Deemed-to-be University) ↗ | 2,177 |
| Futurense ↗ | 672 |
| K12 Techno Services ↗ | 645 |
| Azim Premji University ↗ | 491 |
| Miles Education ↗ | 428 |
| ExcelR ↗ | 406 |
389 founders and chief executives across 292 companies.
Ex-Next Education, Mudra, Bennett, Coleman · Indian Institute of Management Bangalore MBA 1999
Co-Founder ClassKlap, ex-RUMI Education, Centre for Civil Society. Visvesvaraya Technological University BE 2002
Ex- Hippocampus Reading Foundation, Hippocampus Childrens company, Bangalore Labs, Infosys. Indian Institute of Technology, Madras Btech 1990
Entrepreneurship Cell Iit Jodhpur · ex-Anudip Foundation, ex-Guardian Education Services · Harvard Business School, 2010
Christ University, Bangalore BHM 2005, MBA 2011, Jain PhD 2016
Ex-ProGrad, Focus Academy For Career Enhancement · College of Engineering, Guindy BE 2005, Indian Institute of Management, Kozhikode PGDM 2007
Ex-World Health Organization, Micronutrient Initiative. Mysore Medical College MBBS 1998, Tata Institute of Social Sciences MHA 2001
Ex-Co-Founder Makerpreneur, CEO RISE, CEEC. University of Mumbai BE 2002, INSEAD MBA 2011
Ex-Medlife.com, Co-Founder Myra Medicines, Nokia. RV College Of Engineering BE 2011
JNNCE BE, Edith Cowan University MBA
Chairman Centre for Developmental Education, ex- CEO Religare Technologies, MD Dataline and Research Technologies, DSJ Communications. BITS BE 1989
Indian Institute of Technology Roorkee
46 profiles with education records.
11 profiles with prior-work records.
Profiles cover recorded founders and leaders; contact details remain in Radar.
54,613 articles in the measured 12-month window.
Education coverage tagged Bengaluru · articles per complete quarter
| Quarter | Articles |
|---|---|
| 2021Q2 | 5,721 |
| 2021Q3 | 5,970 |
| 2021Q4 | 5,621 |
| 2022Q1 | 7,737 |
| 2022Q2 | 8,241 |
| 2022Q3 | 9,245 |
| 2022Q4 | 10,235 |
| 2023Q1 | 13,180 |
| 2023Q2 | 11,357 |
| 2023Q3 | 12,647 |
| 2023Q4 | 12,147 |
| 2024Q1 | 10,845 |
| 2024Q2 | 10,824 |
| 2024Q3 | 12,588 |
| 2024Q4 | 15,671 |
| 2025Q1 | 15,275 |
| 2025Q2 | 12,129 |
| 2025Q3 | 13,769 |
| 2025Q4 | 13,143 |
| 2026Q1 | 14,572 |
Article volume measures coverage, not market sales.
106 recorded company events across 7 companies; percentages use that event total.
Education coverage tagged Bengaluru · 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 Bengaluru. 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 obstacles teachers and institutions face when embedding information and communications technology into classrooms.
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 discuss how digital shifts reshape learning experiences and raise equity concerns across educational levels.
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 examine the impact of artificial intelligence on curriculum development and adaptive learning strategies.
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
Research explores blended, flipped, and immersive technologies as means to improve student outcomes.
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
Works assess perceptions and difficulties of remote education during the COVID‑19 crisis.
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
Authors investigate big‑data approaches to education and the challenges of interpreting analytics for student well‑being.
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
Cautionary papers warn about unintended consequences of using artificial intelligence for personalized and adaptive learning.
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
Research points to disparities in teacher readiness and resource availability for effective educational technology adoption.
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
Studies caution that learning analytics may oversimplify cognitive processes and affect transformative learning goals.
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
Papers examine how digital collaboration and social platforms influence student mental health and perception.
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 leveraging artificial intelligence to create more engaging and effective learning 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
Research highlights reinforcement learning as a pathway to robust, scalable adaptive 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
Works explore machine‑learning models that predict and enhance student engagement and metacognitive development.
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
Studies describe how integrated technology reshapes pedagogy and supports teacher professional growth.
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
Papers present virtual and augmented reality as tools for experiential and flexible blended education.
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 generative models delivering tailored content to boost learner engagement and outcomes.
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
Works demonstrate data‑driven approaches to forecast academic performance and inform instructional decisions.
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% | 37.0% |
| Breakthrough | 18.0% | 26.7% |
| Problem-identifying | 15.5% | 9.7% |
| Descriptive | 9.7% | 17.3% |
| Cautionary | 8.0% | 4.5% |
| Comparative | 2.6% | 3.8% |
| Critical | 0.4% | 1.0% |
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.
Compare demand signals in Bengaluru’s newsflow with the education categories mapped to each signal.
Signal percentile − supply percentile = gap in percentile points. Positive gaps highlight questions to investigate. A high signal can reflect spending pressure or access friction, as well as potential demand.
The comparison is relative to the signal families on this page. A supply percentile of zero means the lowest relative reading, not zero companies. It is a prioritisation clue, not measured market size or unmet demand.
Signal and mapped-supply percentiles, their gap, and change in the signal’s article share.
Swipe horizontally to compare all columns →
| Signal family | Signal percentile | Supply percentile | Relative gap | Gap (points) | Signal share vs prior year |
|---|---|---|---|---|---|
| Tech workforce shifts ↗Spending Pressure | 50.0 | 0.0 | +50.0 | +29.4% | |
| Layoffs & income shocks ↗Spending Pressure | 83.3 | 50.0 | +33.3 | +29.7% | |
| Online learning ↗Channel Shift | 41.7 | 100.0 | -58.3 | — | |
| Curriculum & schools ↗Demand Driver | 25.0 | — | No matching category | — | — |
Showing all 4 signals. Select a family for its history and mapped categories.
All 12 city readings for these demand families in the comparison geography. Bengaluru is highlighted.
Each city’s reading is a share of its own coverage. Rows cover all of India for this page's signal families; Bengaluru is marked.
Layoffs & income shocks · Tech workforce shifts · Online learning
Tech workforce shifts · Layoffs & income shocks · Online learning
Curriculum & schools · Online learning · Layoffs & income shocks
Tech workforce shifts · Online learning · Layoffs & income shocks
Curriculum & schools · Online learning
Curriculum & schools · Online learning · Layoffs & income shocks
Online learning · Curriculum & schools · Layoffs & income shocks
Tech workforce shifts · Layoffs & income shocks · Online learning
Online learning · Curriculum & schools · Layoffs & income shocks
Online learning · Tech workforce shifts · Layoffs & income shocks
Layoffs & income shocks · Tech workforce shifts · Curriculum & schools
Tech workforce shifts · Layoffs & income shocks · Online learning
Hiring, visa and layoff cycles can resize teams — per-seat budgets tend to follow.
Companies can appear in multiple categories; these counts are not a unique-company total.
Mentions per 10,000 articles · zero baseline
| Quarter | Mentions | Per 10,000 articles |
|---|---|---|
| 2024Q3 | 28 | 21.92 |
| 2024Q4 | 30 | 20.75 |
| 2025Q1 | 44 | 29.88 |
| 2025Q2 | 38 | 28.84 |
| 2025Q3 | 56 | 40.42 |
| 2025Q4 | 43 | 31.86 |
| 2026Q1 | 58 | 30.72 |
Layoff cycles can pull discretionary spend back toward value offerings.
Companies can appear in multiple categories; these counts are not a unique-company total.
Mentions per 10,000 articles · zero baseline
| Quarter | Mentions | Per 10,000 articles |
|---|---|---|
| 2024Q3 | 26 | 20.36 |
| 2024Q4 | 26 | 17.98 |
| 2025Q1 | 32 | 21.73 |
| 2025Q2 | 36 | 27.32 |
| 2025Q3 | 44 | 31.76 |
| 2025Q4 | 42 | 31.12 |
| 2026Q1 | 49 | 25.95 |
Online adoption can migrate learning to platforms faster than institutions adapt.
Companies can appear in multiple categories; these counts are not a unique-company total.
Mentions per 10,000 articles · zero baseline
| Quarter | Mentions | Per 10,000 articles |
|---|---|---|
| 2024Q3 | 8 | 6.26 |
| 2024Q4 | 7 | 4.84 |
| 2025Q1 | 11 | 7.47 |
| 2025Q2 | 9 | 6.83 |
| 2025Q3 | 15 | 10.83 |
| 2025Q4 | 17 | 12.6 |
| 2026Q1 | 41 | 21.71 |
Curriculum change can pull classroom content and tooling demand behind it.
This signal has no matching category in the page’s education market map, so no supply percentile or gap is assigned.
Mentions per 10,000 articles · zero baseline
| Quarter | Mentions | Per 10,000 articles |
|---|---|---|
| 2024Q3 | 5 | 3.91 |
| 2024Q4 | 14 | 9.68 |
| 2025Q1 | 16 | 10.86 |
| 2025Q2 | 8 | 6.07 |
| 2025Q3 | 14 | 10.1 |
| 2025Q4 | 13 | 9.63 |
| 2026Q1 | 19 | 10.06 |
Bengaluru education coverage
International Journal of Professional Business Review
17 citations in the snapshot
Journal of Tuberculosis Research
6 citations in the snapshot
International Journal of Community Medicine and Public Health
5 citations in the snapshot
India coverage of this page's demand families
| Keyword | Recent articles | Prior articles | Share change |
|---|---|---|---|
| technology initiatives | 155 | 42 | 313.3% |
| undergraduate courses | 68 | 20 | 280.7% |
| ai hardware | 73 | 22 | 271.6% |
| campus wi-fi | 65 | 21 | 246.6% |
| university ratings | 64 | 22 | 225.8% |
| cloud infrastructure | 84 | 29 | 224.4% |
Share changes describe coverage in the stated comparison periods, not search demand or market size.
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: 31 August 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 ↗