Industry landscapes
The companies, capital and talent shaping education in Mumbai. 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.
80 of 748 tracked companies have open roles.
38 of 748 tracked companies have a recorded round.
Share of disclosed capital received by the three largest recorded recipients.
Midpoint of 51 rounds with a disclosed amount.
Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 52.7% of disclosed capital, while 94.9% 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 | $5.16M | 26 | 4 |
| 2017 | $38.26M | 24 | 5 |
| 2018 | $16.63M | 28 | 5 |
| 2019 | $5.93M | 30 | 7 |
| 2020 | $1.08M | 32 | 4 |
| 2021 | $2.25M | 27 | 7 |
| 2022 | $6.73M | 23 | 4 |
| 2023 | $13.6M | 21 | 3 |
| 2024 | $0 | 20 | 0 |
| 2025 | $3.51M | 2 | 2 |
Share of all disclosed company funding.
63 recorded rounds since 2016
Recorded participation in education company rounds since 2016.
Backed by Foundation Capital and Z47.
Backed by Gaja Capital.
Backed by Rajiv Indur Dadlani and Gray Matters Capital and others.
Participating investors were not recorded in this snapshot.
Backed by Z47.
Backed by Plutus Capital and Suresh Pareek and others.
Backed by Baaya International and Auctus Capital Partners and others.
Backed by Gaja Capital.
Backed by Brand Capital and Suresh Pareek and others.
Backed by Saryu Gupta and Suresh Pareek 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 · 112 reporting entities from 144 eligible matches.
Sum of reporting-entity revenue; not Mumbai market sales.
Combined result for the same cohort.
Combined net income ÷ combined revenue.
The middle covered reporting entity.
70 of 112 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 · 112 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 |
|---|---|---|---|---|---|
| Kangaroo Kids ↗U93000MH2009PTC196084 | ₹588.1 crore | ₹-46.0 crore | -7.8% | — | ₹4,045.7 crore |
| Aptech ↗L72900MH2000PLC123841 | ₹218.9 crore | ₹27.0 crore | +12.3% | — | ₹316.0 crore |
| Sundaram Groups ↗L21098MH1995PLC086337 | ₹127.4 crore | ₹-5.1 crore | -4.0% | — | ₹121.6 crore |
| Edubridge Learning ↗U80220WB2009PTC138864 | ₹46.1 crore | ₹7.7 crore | +16.7% | — | ₹59.2 crore |
| Jetking Infotrain ↗L74909MH1983PLC127133 | ₹21.8 crore | ₹3.4 crore | +15.7% | — | ₹51.8 crore |
| MT Educare ↗L80903MH2006PLC163888 | ₹21.7 crore | ₹8.2 crore | +37.9% | — | ₹178.8 crore |
| Treehouseplaygroup ↗L80101MH2006PLC163028 | ₹7.1 crore | ₹-17.2 crore | -240.6% | — | ₹193.1 crore |
| Vantage Knowledge Academy ↗L80301MH2013PLC249016 | ₹3.5 crore | ₹0.7 crore | +19.8% | — | ₹40.4 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 Mumbai companies on this page show up online: the sites people visit, the apps they install, and how often those apps ship.
9 of the 750 companies on this page carry a measured traffic record (1.2%); these are the largest of those, by monthly visits. The median among them is 239,940 visits.
| Company | Monthly visits | Authority | Mobile |
|---|---|---|---|
| Ntanta.ac.in | 3,560,335 | 75 | 79.8% |
| Somaiyasomaiya.edu | 376,652 | 49 | 65.6% |
| J. K. Shah Classesjkshahclasses.com | 280,719 | 35 | 57.9% |
| Frankfinnfrankfinn.com | 274,574 | 40 | 97.5% |
| TIFRtifr.res.in | 239,940 | 49 | 55.9% |
| Insurance Institute of Indiainsuranceinstituteofindia.com | 237,062 | 47 | 90.9% |
| Indian Institute of Management Mumbaiiimmumbai.ac.in | 229,054 | 44 | 63.8% |
| IITiitbombay.org | 46,617 | 38 | 65.3% |
| Vidyasaarathividyasaarathi.co.in | 28,868 | 41 | 59.4% |
Visits and authority are third-party web estimates, not company-reported figures.
66 of these companies (8.8%) publish at least one Android app — 136 apps in all, carrying 8M installs between them.
| App | Installs | Rating | Store category |
|---|---|---|---|
| National Test AbhyasNta | 4.7M | 3.5 | Education |
| MyBMCMyBMC | 682.5K | 2.3 | Social |
| KidzeeKidzee | 636.1K | 3.6 | Education |
| HomeBuddy Learning EcosystemEuroKids International | 224.2K | — | Education |
| NMIMS CDOE Student AppNMIMS | 164.9K | 5 | Education |
| WebGenieEuroSchool | 146.8K | 4 | Communication |
| SpeakwellSpeakWell | 123.2K | — | Education |
| Buddy\'sWorldEuroKids International | 105.2K | — | Education |
| SAFEIIT Bombay | 103.4K | 2.5 | Education |
| myIMS 3.0IMS Learning | 78.5K | — | 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 (2023Q3–2026Q2).
| Segment | Apps | Installs | Leading app | Release trend |
|---|---|---|---|---|
| K-12 Schools | 19 | 908.4K | MyBMC 682.5K | |
| Higher Education Institutions | 24 | 392.4K | NMIMS CDOE Student App 164.9K | |
| Continuing Education Chains | 5 | 208.2K | Speakwell 123.2K | |
| Educational Support Services | 27 | 204K | Eduvate 43.2K | |
| Test Preparation Chains | 9 | 160.2K | myIMS 3.0 78.5K | |
| Continuing Education Centres | 16 | 149.7K | Banking Course + Job 71.5K | |
| Educational Publishers | 4 | 73K | Firefly Books 24.5K | |
| Education Ngos | 3 | 46.9K | Educate Girls - PMS 42.3K |
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. 86 of 136 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.
1 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.
Shardul Amarchand Mangaldas advised KKR on all aspects of their acquisition for their inter-fund transfer involving Lighthouse Learning Private Limited.
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.
Skilling and training platform FinX announced on Monday that it has acquired BSE Institute, the financial education and training subsidiary of the BSE.
Issue of 69,55,000 equity shares of Rs. 10/- each for cash at a price of Rs. 50/- per equity share aggregating to Rs. 34.78 crores
Initial public offering of 16,35,200 equity shares of face value of Rs. 10/- each (Equity Shares) of Arihant Academy Limited (Arihant or The Company or The Issuer) for cash at a price of Rs. 90/- per equity share (including a premium of Rs. 80/- per equity share) (Issue Price) aggregating Rs. 14.72 crores (The Issue) of which 83,200 equity shares aggregating to Rs. 0.75 crores will be reserved for subscription by market maker (Market Maker Reservation Portion). The issue less the market maker reservation portion i.e. issue of 15,52,000 equity shares of face value of Rs. 10/- each at an issue price of Rs. 90/- per equity share aggregating to Rs. 13.97 crores (Net Issue). The issue and the net issue will constitute 27.00% and 25.63% of the post-issue paid-up equity share capital of the company. The face value of the equity shares is Rs. 10/- each and the issue price is 9.0 times of the face value.
She joins the Governing Council alongside distinguished corporate leaders such as Shiv Shivakumar, Operating Partner, Advent International and former Group Executive President – Corporate Strategy and Business Development, Aditya Birla Group; Yogi Sriram, former Advisor to the CEO and MD for Group HR at Larsen & Toubro; and Rajesh Jejurikar, Executive Director and CEO (Auto and Farm Sector), Mahindra & Mahindra Ltd.
Last year, the Tata Trusts board, while passing a resolution to grant another term to Chandrasekaran, had delegated the group chairman to engage with the Reserve Bank of India (RBI) and ensure Tata Sons complies with the central bank’s rules to exit the ‘Upper Layer’ non-banking financial company (UL-NBFC) status.
For context, the company had reported a net profit of Rs 54.19 crore for the full year ended March 31, 2025, on total income of Rs 285.76 crore.
Top 10 categories among 134 recorded events in the 24-month window.
4 companies with recorded IPO activity
IPO · BSE1 reports
IPO1 reports
IPO1 reports
IPO1 reports
20 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 chairman of Tata Trusts
1 recorded customer wins
Customer: State Government body
1 companies with reported reductions
Scale not stated rolescost reduction
2 recorded events
caveat filed to compel hearing before approving removalMaharashtra Charity Commissioner
approvedAndhra Pradesh Cabinet
Reported company results in the recorded window.
Median across 36 reported growth observations; companies may contribute multiple periods.
Company-linked deal reports; status is preserved as recorded.
| Acquirer → target | Status | Date | Value / context |
|---|---|---|---|
| kkr→Lighthouse Learning ↗ | 2025-12-11 | Not stated in snapshot | |
| finx→BSE Institute ↗ | Announced | 2025-05-06 | Not stated in snapshot |
| Arihant Academy→zeal academy | Announced | 2024-10-25 | Not stated in snapshot |
| Arihant Academy→Zen Educational and Learning (ZEAL) | Announced | 2024-10-24 | Not stated in snapshot |
| Carlyle, EQT, Partners Group and CPPIB→Lighthouse Learning ↗ | Announced | 2024-07-26 | Not stated in snapshot |
| Na→EuroKids International ↗ | Announced | 2024-03-15 | $1.0B |
A discussion or rumour is not a completed transaction. An unstated value is not zero.
438 postings in the preceding 12 months. The full 2,236-posting snapshot covers 91 employers.
1 tracked postings mention remote work.
307 postings specify a level.
Top skills across 2,236 tracked postings in the available jobs snapshot.
Median across 168 postings with pay data, expressed in USD.
| Company | Employees |
|---|---|
| All India Institute of Local Self Government ↗ | 2,500 |
| Ampersand Group ↗ | 2,500 |
| Frankfinn ↗ | 2,047 |
| Vibgyor High ↗ | 1,179 |
| Teach For India ↗ | 1,001 |
| DY Patil University ↗ | 540 |
| Cloud Counselage ↗ | 481 |
| Edubridge Learning ↗ | 471 |
350 founders and chief executives across 251 companies.
Founder UniAcco, Adventum Offshore, ex-Standard Chartered Asset Management, Aditya Birla Sun Life Mutual Fund .
ex-Heaven on Earth Wellness, Serco Global Services, FirstPartner, Jyoti Industries. Warwick Business School 2002
Speakwell, ex-Technoplus, ex-Ca Satyam, Pune University, 1993
PT Corporation.
CEO Foundit, Quess, Sports365, ex-Microsoft, Mckinsey, P&G. NIT Warangal BTech 2001, IIMLucknow PGDM 2004
Ex- HSBC, Barclays Bank. NMIMS MBA 2000
Ex- Founder & CEO The Akanksha Foundation. The University of Manchester 1993, St. Xavier's College 1992
The True School Of Music, ex-Vijaybhoomi University, ex-Blue Frog Media, St. Stephen's College, 1998
Co-Founder Ranx Podcasts, ex-Trip2goa.com. Dempo Charities Trusts S.S. Dempo College of Commerce & Economics Altinho BCom 2002…
Ex-MT Educare, Co-Founder Off The Menu Foods, MT Educare. H.R. College of Commerce and Economics BCom 2016, Imperial College London MSc 2017…
Ex-Welingkar Institute of Management, ExxonMobil, Foster's India · Welingkar Institute of Management MBA 1999, University of Mumbai PhD
Founder StoryPie, ex- Knolskape, Indian Grand Prix, Nirmaan, Juniper Networks. BITS Pilani BE 2007, INSEAD 2014
27 profiles with education records.
7 profiles with prior-work records.
Profiles cover recorded founders and leaders; contact details remain in Radar.
132,341 articles in the measured 12-month window.
Education coverage tagged Mumbai · articles per complete quarter
| Quarter | Articles |
|---|---|
| 2021Q2 | 18,533 |
| 2021Q3 | 18,175 |
| 2021Q4 | 16,409 |
| 2022Q1 | 20,332 |
| 2022Q2 | 22,261 |
| 2022Q3 | 25,465 |
| 2022Q4 | 26,914 |
| 2023Q1 | 30,782 |
| 2023Q2 | 28,045 |
| 2023Q3 | 25,996 |
| 2023Q4 | 29,297 |
| 2024Q1 | 25,885 |
| 2024Q2 | 26,578 |
| 2024Q3 | 29,733 |
| 2024Q4 | 34,025 |
| 2025Q1 | 39,476 |
| 2025Q2 | 32,618 |
| 2025Q3 | 34,435 |
| 2025Q4 | 30,386 |
| 2026Q1 | 36,266 |
Article volume measures coverage, not market sales.
368 recorded company events across 19 companies; percentages use that event total.
Education coverage tagged Mumbai · 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 Mumbai. 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 discuss obstacles to equitable digital transformation and lifelong learning in higher education.
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 point to mismatches between curriculum design, generative grammar concepts, and emerging AI‑driven adaptive tools.
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 practical and pedagogical limits of blended, flipped, and VR‑enhanced learning environments.
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 perception gaps and logistical hurdles faced by students and teachers during COVID‑19 remote instruction.
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 critique the reliability and interpretability of big‑data analytics used to assess student outcomes.
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 AI may reinforce biases and overlook broader educational 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 | 45.2 |
| 2023 | 69.2 |
| 2024 | 100.6 |
| 2025 | 181.4 |
Cautions · 0226.8% of this theme group
Authors warn of persistent divides in access and attitudes toward educational technology among faculty.
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 restraint in using analytics to predict cognition, stressing ethical and privacy implications.
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 tools 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 leveraging artificial intelligence to redesign learning experiences and boost 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 | 198.4 |
| 2023 | 208.1 |
| 2024 | 231.0 |
| 2025 | 327.8 |
Opportunities · 0215.5% of this theme group
Studies explore robust reinforcement‑learning methods to create scalable, 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 propose digital tools to transform pedagogy and improve teacher performance in higher education.
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 virtual and augmented reality as catalysts for flexible, experiential 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 large language models delivering customized content and adaptive pathways for learners.
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 inform instructional design.
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% | 37.4% |
| Breakthrough | 18.0% | 26.3% |
| Problem-identifying | 15.5% | 9.3% |
| Descriptive | 9.7% | 17.8% |
| Cautionary | 8.0% | 4.3% |
| Comparative | 2.6% | 4.0% |
| 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.
Compare demand signals in Mumbai’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 |
|---|---|---|---|---|---|
| Layoffs & income shocks ↗Spending Pressure | 65.0 | 16.7 | +48.3 | +81.8% | |
| Exams & admissions ↗Demand Driver | 35.0 | 16.7 | +18.3 | — | |
| Online learning ↗Channel Shift | 30.0 | 83.3 | -53.3 | +79.1% | |
| Education costs & student debt ↗Spending Pressure | 25.0 | 83.3 | -58.3 | — | |
| Curriculum & schools ↗Demand Driver | 45.0 | — | No matching category | — | — |
| Tech workforce shifts ↗Spending Pressure | 100.0 | — | No matching category | — | +104.8% |
Showing all 6 signals. Select a family for its history and mapped categories.
All 12 city readings for these demand families in the comparison geography. Mumbai is highlighted.
Each city’s reading is a share of its own coverage. Rows cover all of India for this page's signal families; Mumbai is marked.
Curriculum & schools · Education costs & student debt · Exams & admissions
Layoffs & income shocks · Tech workforce shifts · Online learning
Curriculum & schools · Online learning · Education costs & student debt
Tech workforce shifts · Layoffs & income shocks · Online learning
Tech workforce shifts · Online learning · Layoffs & income shocks
Online learning · Education costs & student debt · Exams & admissions
Curriculum & schools · Online learning · Exams & admissions
Exams & admissions · Curriculum & schools · Online learning
Online learning · Curriculum & schools · Education costs & student debt
Tech workforce shifts · Layoffs & income shocks · Online learning
Tech workforce shifts · Layoffs & income shocks · Online learning
Online learning · Tech workforce shifts · Layoffs & income shocks
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 | 31 | 7.87 |
| 2024Q4 | 24 | 5.44 |
| 2025Q1 | 30 | 6.7 |
| 2025Q2 | 58 | 19.13 |
| 2025Q3 | 52 | 15.06 |
| 2025Q4 | 48 | 15.17 |
| 2026Q1 | 20 | 6.06 |
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 | 5 | 1.27 |
| 2024Q4 | 9 | 2.04 |
| 2025Q1 | 8 | 1.79 |
| 2025Q2 | 16 | 5.28 |
| 2025Q3 | 17 | 4.92 |
| 2025Q4 | 11 | 3.48 |
| 2026Q1 | 22 | 6.66 |
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 | 17 | 4.32 |
| 2024Q4 | 20 | 4.53 |
| 2025Q1 | 26 | 5.8 |
| 2025Q2 | 19 | 6.27 |
| 2025Q3 | 34 | 9.84 |
| 2025Q4 | 26 | 8.22 |
| 2026Q1 | 29 | 8.78 |
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 | 17 | 4.32 |
| 2024Q4 | 8 | 1.81 |
| 2025Q1 | 8 | 1.79 |
| 2025Q2 | 23 | 7.59 |
| 2025Q3 | 16 | 4.63 |
| 2025Q4 | 11 | 3.48 |
| 2026Q1 | 15 | 4.54 |
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 | 4 | 1.02 |
| 2024Q4 | 8 | 1.81 |
| 2025Q1 | 14 | 3.12 |
| 2025Q2 | 34 | 11.21 |
| 2025Q3 | 23 | 6.66 |
| 2025Q4 | 16 | 5.06 |
| 2026Q1 | 29 | 8.78 |
Hiring, visa and layoff cycles can resize teams — per-seat budgets tend to 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 | 25 | 6.35 |
| 2024Q4 | 28 | 6.34 |
| 2025Q1 | 28 | 6.25 |
| 2025Q2 | 61 | 20.12 |
| 2025Q3 | 57 | 16.5 |
| 2025Q4 | 49 | 15.49 |
| 2026Q1 | 23 | 6.96 |
Mumbai education coverage
International Migration
22 citations in the snapshot
BMJ Open
21 citations in the snapshot
Library Management
21 citations in the snapshot
Annals of Global Health
19 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: 1 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.
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