Industry landscapes
The companies, capital and talent shaping education in India. 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 ↗
Recently founded means a recorded 2023–2026 founding year and no recorded parent, acquirer or public-company status. These companies are not labelled startups without that separate classification.
Explore classified startups in Radar ↗A few useful ratios bring the size of this ecosystem into perspective.
760 of 13,175 tracked companies have open roles.
267 of 13,175 tracked companies have a recorded round.
Share of disclosed capital received by the three largest recorded recipients.
Midpoint of 295 rounds with a disclosed amount.
Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 45.1% of disclosed capital, while 98.0% 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 | $105.1M | 433 | 28 |
| 2017 | $83.24M | 515 | 34 |
| 2018 | $273.5M | 529 | 30 |
| 2019 | $35.51M | 580 | 38 |
| 2020 | $52.78M | 595 | 32 |
| 2021 | $73.24M | 572 | 34 |
| 2022 | $1.04B | 523 | 24 |
| 2023 | $591.24M | 431 | 26 |
| 2024 | $50.58M | 329 | 10 |
| 2025 | $75.29M | 64 | 12 |
Share of all disclosed company funding.
357 recorded rounds since 2016
Recorded participation in education company rounds since 2016.
Backed by Big Capital and Redbrook and others.
Backed by Srilakhmi Reddy and Vamsi Kora and others.
Backed by Bodhi Tree Systems.
Participating investors were not recorded in this snapshot.
Backed by Bodhi Tree Systems.
Backed by Electric Capital and Sequoia Capital and others.
Backed by Morgan Stanley and Atul Thakkar and others.
Backed by NSR Partners.
Backed by India Infoline and Motilal Oswal Financial Services and others.
Backed by Sofina and Peak XV Partners.
Backed by Educomp.
Backed by Sofina and Navneet Learning 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 · 997 reporting entities from 1268 eligible matches.
Sum of reporting-entity revenue; not India market sales.
Combined result for the same cohort.
Combined net income ÷ combined revenue.
The middle covered reporting entity.
610 of 997 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 · 997 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 |
|---|---|---|---|---|---|
| University of Technology ↗U34300HR1991PLC032012 | ₹4,246.5 crore | ₹287.1 crore | +6.8% | — | ₹2,553.8 crore |
| Aakash Educational Services ↗U80300KA2007PLC150057 | ₹2,030.5 crore | ₹-226.6 crore | -11.2% | — | ₹2,148.6 crore |
| Chegg Inc ↗U80101DL2006PTC148392 | ₹428.5 crore | ₹54.0 crore | +12.6% | — | ₹349.8 crore |
| Aptech ↗L72900MH2000PLC123841 | ₹218.9 crore | ₹27.0 crore | +12.3% | — | ₹316.0 crore |
| Cengage India ↗U72400DL2003PTC178120 | ₹101.6 crore | ₹13.7 crore | +13.5% | — | ₹124.5 crore |
| Pratham Education Foundation ↗U80101MH2002NPL136300 | ₹0.0 crore | ₹-106.0 crore | — | — | ₹111.1 crore |
| Maruti Suzuki Driving School ↗L34103DL1981PLC011375 | 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 |
| NAMTECH ↗U27100GJ1976FTC013787 | 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 India companies on this page show up online: the sites people visit, the apps they install, and how often those apps ship.
149 of the 13,241 companies on this page carry a measured traffic record (1.1%); these are the largest of those, by monthly visits. The median among them is 281,909 visits.
| Company | Monthly visits | Authority | Mobile |
|---|---|---|---|
| CBSEcbse.gov.in | 13,330,686 | 80 | 67.2% |
| Cbseresults.nic.incbseresults.nic.in | 8,369,651 | 70 | 73.6% |
| NCERTncert.nic.in | 8,277,998 | 78 | 68.2% |
| Aakash Educational Servicesaakash.ac.in | 5,334,061 | 74 | 77.9% |
| LPUlpu.in | 5,032,560 | 60 | 56.2% |
| VIT Universityvit.ac.in | 4,630,344 | 61 | 55.4% |
| Drishti IASdrishtiias.com | 4,121,380 | 76 | 67.9% |
| Career Powercareerpower.in | 3,861,557 | 77 | 69.3% |
| Ntanta.ac.in | 3,560,335 | 75 | 79.8% |
| IGNOUignou.ac.in | 3,334,500 | 71 | 70.1% |
Visits and authority are third-party web estimates, not company-reported figures.
830 of these companies (6.3%) publish at least one Android app — 1,892 apps in all, carrying 113.2M installs between them.
| App | Installs | Rating | Store category |
|---|---|---|---|
| KHAN GLOBAL STUDIESKhan Global Studies | 15.5M | 4.4 | Education |
| ALLEN - JEE, NEET, Class 6-10ALLEN | 9.1M | 4 | Education |
| Typing Speed Test For ExamDarshan University | 5.4M | 4.2 | Education |
| National Test AbhyasNta | 4.7M | 3.5 | Education |
| iTutor Learning AppAakash Educational Services | 4M | 3.5 | Education |
| TNSED ManarkeniTN Schools | 2.4M | 4.2 | Education |
| VISION IASVisionIAS | 2.3M | 4.6 | Education |
| Mission GyanMissiongyan | 2M | 3.8 | Education |
| Kalam AcademyKalam Academy | 1.9M | 3.8 | Education |
| nLearnNarayana group | 1.9M | — | 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 (2024Q1–2026Q2).
| Segment | Apps | Installs | Leading app | Release trend |
|---|---|---|---|---|
| Test Preparation Chains | 90 | 41.8M | KHAN GLOBAL STUDIES 15.5M | |
| Higher Education Institutions | 606 | 16.8M | Typing Speed Test For Exam 5.4M | |
| Educational Support Services | 259 | 13.6M | Nipun Lakshya App 1.6M | |
| Academic Tutoring | 53 | 11.7M | ALLEN - JEE, NEET, Class 6-10 9.1M | |
| K-12 Schools | 211 | 9.7M | TNSED Manarkeni 2.4M | |
| Education Ngos | 35 | 6.5M | Mission Gyan 2M | |
| Government Entities | 14 | 5.6M | TNSED Schools 986.3K | |
| Educational Regulatory Bodies | 12 | 5.5M | National Test Abhyas 4.7M |
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. 1,150 of 1,892 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.
27 companies hiring · $29.88M disclosed funding
Explore in RadarCommon revenue models; a company can use more than one.
Recorded corporate activity linked to companies in this landscape.
Glenn O. Hawbaker (GOH) acquired HRI, a subsidiary of Colas USA.
Shortly after, it followed with acquiring higher education startup Talentedge, test-prep platform Exampur, recruitment and staffing company WOLVES India and data science institute INSOFE.
Veranda Learning Solutions Limited has entered into a ₹140 crore term loan agreement with City Union Bank Limited, as per an exchange filing.
ad acquiring a 72.8 per cent stake in Flight Simulation Technique Centre (FSTC) for around USD 90 million in order to support the growing aviation ecosystem.
Besides, the regulator has also cleared the IPOs of new-age tech companies like AceVector, Curefoods, AITMC, Leap India, boAt, Turtlemint, Infra.Market, Purple Style Labs, PhonePe and Kissht.
Shardul Amarchand Mangaldas advised KKR on all aspects of their acquisition for their inter-fund transfer involving Lighthouse Learning Private Limited.
Ranjan Pai’s family office reportedly plans to invest an additional INR 250 Cr in cash-strapped Aakash Educational Services Ltd (AESL) during the coaching chain’s ongoing INR 450 Cr to INR 500 Cr rights issue.
Openhouse, a Gurugram prop-tech startup focused on pre-owned residential properties, has raised $2 million in seed funding led by IQ Ventures.
On the last day, the Mittal Sections IPO was subscribed 2.25 times overall, the retail quota 4.08 times, the QIB quota 1.13 times, and the NII quota 0.55 times, respectively.
The Bombay Stock Exchange (BSE) has denied approval for the listing of Jetking Infotrain’s shares after discovering its fundraising plans centered on crypto investments.
Top 10 categories among 477 recorded events in the 24-month window.
13 companies with recorded IPO activity
IPO1 reports
IPO · BSE SME5 reports
IPO · BSE1 reports
IPO1 reports
IPO1 reports
IPO1 reports
IPO1 reports
IPO1 reports
31 tracked people moves
Appointment Member of Governing Council
Appointment Member of Governing Council
Appointment Member of Governing Council
Resignation Previously Tata Trusts trustee
Appointment Consultant
Appointment Board Member
Appointment chairman of Tata Trusts
Appointment Chief Financial Officer
Products, platforms and features in the recorded window
Policy Framework
AI training program
Content Monetization Policy
6 recorded customer wins
Customer: Public Broadcaster of ArgentinaMedia & Broadcasting
Customer: iit madrasDefense
Customer: netflixEntertainment
Customer: Mahatma Jyotiba Phule Research and Training Institute (MAHAJYOTI)Education
Customer: State Government body
Customer: nseitEducation Technology
3 companies with reported reductions
388 rolesAI automation
Scale not stated rolescost reduction
Scale not stated rolescost reduction
6 recorded events
caveat filed to compel hearing before approving removalMaharashtra Charity Commissioner
National Company Law Tribunal (NCLT)
approved increase in authorised share capitalNational Company Law Appellate Tribunal (NCLAT)
approvedAndhra Pradesh Cabinet
24 tracked suits
rights issue disputeCivil · Ongoing
rights issue disputeCivil · Verdict
Reported company results in the recorded window.
Median across 135 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 |
| Allen Career Institute→unacademy | Rumored | 2026-03-16 | Not stated in snapshot |
| Glenn O. Hawbaker→Harish-Chandra Research Institute ↗ | Announced | 2026-03-03 | Not stated in snapshot |
| upgrad→INSOFE ↗ | Completed | 2026-02-26 | Not stated in snapshot |
| adani group→FSTC ↗ | Completed | 2026-02-14 | $90.0M |
| kkr→Lighthouse Learning ↗ | 2025-12-11 | Not stated in snapshot |
A discussion or rumour is not a completed transaction. An unstated value is not zero.
3,482 postings in the preceding 12 months. The full 6,305-posting snapshot covers 737 employers.
30 tracked postings mention remote work.
1,560 postings specify a level.
Top skills across 6,305 tracked postings in the available jobs snapshot.
Median across 614 postings with pay data, expressed in USD.
Advertised posting medians do not describe all employees or roles.
| Company | Employees |
|---|---|
| Narayana group ↗ | 30,000 |
| Prasar Bharati ↗ | 25,000 |
| Touchstone Educationals ↗ | 25,000 |
| Allen Career Institute ↗ | 10,015 |
| AIIMS ↗ | 10,000 |
| The Jain Group of Institutions ↗ | 10,000 |
| Pratham Education Foundation ↗ | 6,149 |
| ALLEN ↗ | 6,043 |
2,996 founders and chief executives across 2,339 companies.
Ex-SplashLearn, goAktive, Star TV . Indian School of Business MBA 2010
Govt. Polytechnic College, Kota BE
Ex-Next Education, Mudra, Bennett, Coleman · Indian Institute of Management Bangalore MBA 1999
Narayanas The Learning App, ex-The Narayana, ex-Ey, bishop cotton Boys School, 2005
Ex-Jurong Rock Caverns, Petrochina, Pemex. University of Florida MS
BITS Pilani Btech
Founder - The Xander Group. Harvard Business School Master of Business Administration
Co-Founder Class 21A, ex-Dunnhumby, Smartanalyst, ZS Associates. IIT Delhi BTech 2006
Great Lakes Institute of Management. IIT Bombay BTech 1998, University of California, Berkeley MS 2000…
Founder UniAcco, Adventum Offshore, ex-Standard Chartered Asset Management, Aditya Birla Sun Life Mutual Fund .
Ex-Co-Founder Meritnation, Co-Founder Applect Learning Systems, Philips. University of Delhi BBS 1994, IIM Bangalore MBA 1996
Ex-Truecaller · Stanford University 2015, 2016
297 profiles with education records.
47 profiles with prior-work records.
Profiles cover recorded founders and leaders; contact details remain in Radar.
1,279,484 articles in the measured 12-month window.
Education coverage across India · articles per complete quarter
| Quarter | Articles |
|---|---|
| 2021Q2 | 192,873 |
| 2021Q3 | 208,551 |
| 2021Q4 | 177,259 |
| 2022Q1 | 211,274 |
| 2022Q2 | 222,602 |
| 2022Q3 | 257,666 |
| 2022Q4 | 261,606 |
| 2023Q1 | 293,149 |
| 2023Q2 | 262,043 |
| 2023Q3 | 286,575 |
| 2023Q4 | 256,373 |
| 2024Q1 | 276,374 |
| 2024Q2 | 271,304 |
| 2024Q3 | 306,274 |
| 2024Q4 | 315,564 |
| 2025Q1 | 353,023 |
| 2025Q2 | 306,189 |
| 2025Q3 | 351,351 |
| 2025Q4 | 267,534 |
| 2026Q1 | 357,852 |
Article volume measures coverage, not market sales.
725 recorded company events across 62 companies; percentages use that event total.
Education coverage across India · ranked by full-period article count.
Recent and prior counts use the source comparison windows.
Education coverage across India
| 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% |
Education coverage across India
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 across India. 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 | 653.2 |
| 2023 | 665.6 |
| 2024 | 682.9 |
| 2025 | 675.0 |
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 | 128.4 |
| 2023 | 156.4 |
| 2024 | 191.1 |
| 2025 | 348.3 |
Common problems researchers identify · 0317.5% of this theme group
Studies flag mismatches between artificial‑intelligence applications and curriculum design, questioning adaptive learning effectiveness.
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 | 957.4 |
| 2023 | 1029.2 |
| 2024 | 898.3 |
| 2025 | 1022.4 |
Common problems researchers identify · 0416.9% of this theme group
Authors discuss practical and pedagogical constraints of blended, flipped, and virtual‑reality approaches in Indian classrooms.
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 | 191.6 |
| 2023 | 182.1 |
| 2024 | 179.4 |
| 2025 | 226.8 |
Common problems researchers identify · 0512.6% of this theme group
Research reveals teacher and student difficulties with remote instruction and digital platforms during COVID‑19 disruptions.
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 | 505.0 |
| 2023 | 343.2 |
| 2024 | 183.4 |
| 2025 | 104.1 |
Common problems researchers identify · 0610.9% of this theme group
Papers note problems of data quality, privacy, and interpretation when applying big‑data analytics to 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 | 89.4 |
| 2023 | 84.4 |
| 2024 | 64.9 |
| 2025 | 85.9 |
Cautions · 0130.4% of this theme group
Authors caution that adaptive and personalized AI tools may reinforce bias and overlook broader learning goals.
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 | 45.0 |
| 2023 | 69.2 |
| 2024 | 100.7 |
| 2025 | 184.0 |
Cautions · 0226.8% of this theme group
Studies warn of persistent gaps in teacher readiness and infrastructure that hinder equitable 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 | 367.5 |
| 2023 | 353.9 |
| 2024 | 332.5 |
| 2025 | 396.4 |
Cautions · 0321.7% of this theme group
Researchers 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 | 2871.4 |
| 2023 | 2870.0 |
| 2024 | 2835.4 |
| 2025 | 3085.3 |
Cautions · 0421.0% of this theme group
Papers highlight potential negative effects of digital collaboration and social media 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 | 2405.8 |
| 2023 | 2357.1 |
| 2024 | 2206.6 |
| 2025 | 2393.1 |
Opportunities · 0117.2% of this theme group
Opportunities focus on using artificial intelligence to redesign learning experiences and boost student engagement.
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 | 198.8 |
| 2023 | 209.0 |
| 2024 | 230.8 |
| 2025 | 328.3 |
Opportunities · 0215.5% of this theme group
Research explores reinforcement‑learning methods to build robust, scalable 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 | 35.8 |
| 2023 | 38.1 |
| 2024 | 26.1 |
| 2025 | 43.4 |
Opportunities · 0315.0% of this theme group
Studies demonstrate 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 | 1954.8 |
| 2023 | 1937.6 |
| 2024 | 1897.7 |
| 2025 | 2176.7 |
Opportunities · 0414.8% of this theme group
Papers present strategies for integrating technology to improve teacher training and performance.
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 | 367.5 |
| 2023 | 353.9 |
| 2024 | 332.5 |
| 2025 | 396.4 |
Opportunities · 0514.6% of this theme group
Research highlights augmented and virtual reality as tools for enriching blended and flipped classroom environments.
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 | 238.3 |
| 2023 | 237.6 |
| 2024 | 216.5 |
| 2025 | 286.2 |
Opportunities · 0613.8% of this theme group
Authors discuss using large language models to tailor content and adapt learning pathways for individual students.
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 | 22.6 |
| 2023 | 27.5 |
| 2024 | 34.7 |
| 2025 | 59.0 |
Opportunities · 079.1% of this theme group
Studies showcase sophisticated analytics techniques to derive insights that improve learning outcomes.
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 | 37.1 |
| 2023 | 39.2 |
| 2024 | 32.8 |
| 2025 | 45.7 |
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% | 26.5% |
| Problem-identifying | 15.5% | 9.5% |
| Descriptive | 9.7% | 17.5% |
| Cautionary | 8.0% | 4.4% |
| Comparative | 2.6% | 3.8% |
| Critical | 0.4% | 1.1% |
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 India’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 | 64.3 | 10.0 | +54.3 | +99.3% | |
| Exams & admissions ↗Demand Driver | 64.3 | 40.0 | +24.3 | +77.1% | |
| Skills & vocational training ↗Demand Driver | 0.0 | 10.0 | -10.0 | +61.9% | |
| Layoffs & income shocks ↗Spending Pressure | 50.0 | 60.0 | -10.0 | +77.0% | |
| Online learning ↗Channel Shift | 64.3 | 90.0 | -25.7 | +146.3% | |
| Education costs & student debt ↗Spending Pressure | 21.4 | 90.0 | -68.6 | +68.3% | |
| Curriculum & schools ↗Demand Driver | 78.6 | — | No matching category | — | +91.0% |
| Data & privacy regulation ↗Compliance Pressure | 57.1 | — | No matching category | — | +177.7% |
Showing all 8 signals. Select a family for its history and mapped categories.
All 12 city readings for these demand families in the comparison geography. India is highlighted.
Each city’s reading is a share of its own coverage.
Data & privacy regulation · Tech workforce shifts · Online learning
Tech workforce shifts · Layoffs & income shocks · Curriculum & schools
Exams & admissions · Online learning · Curriculum & schools
Education costs & student debt · Online learning · Exams & admissions
Curriculum & schools · Exams & admissions · Online learning
Exams & admissions · Online learning · Education costs & student debt
Exams & admissions · Curriculum & schools · Online learning
Online learning · Exams & admissions · Curriculum & schools
Exams & admissions · Curriculum & schools · Online learning
Tech workforce shifts · Layoffs & income shocks · Online learning
Curriculum & schools · Online learning · Exams & admissions
Exams & admissions · Curriculum & schools · 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 | 251 | 4.92 |
| 2024Q4 | 235 | 4.64 |
| 2025Q1 | 312 | 6.65 |
| 2025Q2 | 308 | 8.17 |
| 2025Q3 | 667 | 13.83 |
| 2025Q4 | 357 | 9.6 |
| 2026Q1 | 367 | 7.78 |
Exam and admissions pressure can pull prep, tutoring and assessment demand.
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 | 238 | 4.66 |
| 2024Q4 | 323 | 6.38 |
| 2025Q1 | 403 | 8.59 |
| 2025Q2 | 393 | 10.42 |
| 2025Q3 | 706 | 14.64 |
| 2025Q4 | 440 | 11.83 |
| 2026Q1 | 516 | 10.94 |
Skill gaps can pull vocational and upskilling demand faster than degrees adjust.
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 | 41 | 0.8 |
| 2024Q4 | 33 | 0.65 |
| 2025Q1 | 72 | 1.53 |
| 2025Q2 | 57 | 1.51 |
| 2025Q3 | 81 | 1.68 |
| 2025Q4 | 43 | 1.16 |
| 2026Q1 | 66 | 1.4 |
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 | 372 | 7.29 |
| 2024Q4 | 229 | 4.52 |
| 2025Q1 | 324 | 6.91 |
| 2025Q2 | 347 | 9.2 |
| 2025Q3 | 591 | 12.25 |
| 2025Q4 | 387 | 10.41 |
| 2026Q1 | 423 | 8.96 |
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 | 196 | 3.84 |
| 2024Q4 | 206 | 4.07 |
| 2025Q1 | 241 | 5.14 |
| 2025Q2 | 276 | 7.32 |
| 2025Q3 | 439 | 9.1 |
| 2025Q4 | 382 | 10.27 |
| 2026Q1 | 614 | 13.01 |
Cost pressure can pull demand toward affordable and financed learning paths.
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 | 275 | 5.39 |
| 2024Q4 | 225 | 4.44 |
| 2025Q1 | 223 | 4.75 |
| 2025Q2 | 273 | 7.24 |
| 2025Q3 | 403 | 8.36 |
| 2025Q4 | 267 | 7.18 |
| 2026Q1 | 380 | 8.05 |
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 | 243 | 4.76 |
| 2024Q4 | 365 | 7.21 |
| 2025Q1 | 348 | 7.42 |
| 2025Q2 | 324 | 8.59 |
| 2025Q3 | 519 | 10.76 |
| 2025Q4 | 441 | 11.86 |
| 2026Q1 | 641 | 13.58 |
Privacy rules can land as engineering requirements — consent, data handling and audit tooling follow.
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 | 53 | 1.04 |
| 2024Q4 | 80 | 1.58 |
| 2025Q1 | 119 | 2.54 |
| 2025Q2 | 78 | 2.07 |
| 2025Q3 | 109 | 2.26 |
| 2025Q4 | 227 | 6.1 |
| 2026Q1 | 270 | 5.72 |
India education coverage
Computers and Education Artificial Intelligence
564 citations in the snapshot
Education + Training
272 citations in the snapshot
203 citations in the snapshot
Agricultural and Food Economics
198 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.
Company counts, hiring and disclosed funding across the recorded hubs.
19.4% across the displayed hubs
84 companies hiring · $705.2M disclosed funding
Explore companies in Bengaluru ↗
18.4% across the displayed hubs
85 companies hiring · $205.2M disclosed funding
Explore companies in Delhi ↗
15.7% across the displayed hubs
75 companies hiring · $169.2M disclosed funding
Explore companies in Mumbai ↗
13.2% across the displayed hubs
44 companies hiring · $302.1M disclosed funding
Explore companies in Hyderabad ↗
11.1% across the displayed hubs
41 companies hiring · $90.4M disclosed funding
Explore companies in Chennai ↗
10.0% across the displayed hubs
38 companies hiring · $7.9M disclosed funding
Explore companies in Pune ↗
6.2% across the displayed hubs
18 companies hiring · $7.1M disclosed funding
Explore companies in Kolkata ↗
6.0% across the displayed hubs
43 companies hiring · $525.6M disclosed funding
Explore companies in Noida ↗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: 5 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 ↗