Industry landscapes
The companies, capital and talent shaping education in Hyderabad. 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.
45 of 631 tracked companies have open roles.
20 of 631 tracked companies have a recorded round.
Share of disclosed capital received by the three largest recorded recipients.
Midpoint of 13 rounds with a disclosed amount.
Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 76.5% of disclosed capital, while 96.8% 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 | $60.1M | 23 | 2 |
| 2017 | $2.75M | 22 | 2 |
| 2018 | $75.66M | 33 | 2 |
| 2019 | $2.61M | 27 | 1 |
| 2020 | $0 | 30 | 0 |
| 2021 | $0 | 31 | 0 |
| 2022 | $644.77K | 32 | 1 |
| 2023 | $144.2K | 30 | 1 |
| 2024 | $15.81M | 16 | 2 |
| 2025 | $501.51K | 6 | 1 |
Share of all disclosed company funding.
18 recorded rounds since 2016
Recorded participation in education company rounds since 2016.
Backed by Srilakhmi Reddy and Vamsi Kora and others.
Backed by Morgan Stanley and Atul Thakkar and others.
Backed by NSR Partners.
Backed by Ascent Capital.
Backed by Veranda Learning.
Backed by NSR Partners.
Backed by ICICI Venture.
Backed by Shree Naman Group and Arvind Bhanushali and others.
Backed by Venkatesward Reddy Udumula and Venkata Raghava Reddy Udumula and others.
Backed by Kaizenvest.
Backed by Astir Ventures and Jai Karan 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 · 59 reporting entities from 84 eligible matches.
Sum of reporting-entity revenue; not Hyderabad market sales.
Combined result for the same cohort.
Combined net income ÷ combined revenue.
The middle covered reporting entity.
35 of 59 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 · 59 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 |
|---|---|---|---|---|---|
| I20fever ↗U74999TG2006PTC051773 | ₹50.2 crore | ₹19.4 crore | +38.6% | — | ₹82.8 crore |
| Tapasya College ↗U80903TG2016PTC113156 | ₹43.0 crore | ₹-7.5 crore | -17.4% | — | ₹69.2 crore |
| Apollo Medskills ↗U93090TG2011PLC121900 | ₹40.0 crore | ₹-10.5 crore | -26.2% | — | ₹106.4 crore |
| Global Tree ↗U74900TG2015PTC099280 | ₹26.0 crore | ₹2.0 crore | +7.6% | — | ₹29.8 crore |
| Creya Learning & Research ↗U80904TG2011PTC114304 | ₹7.2 crore | ₹0.0 crore | +0.2% | — | ₹1.8 crore |
| Conduira Online ↗U80211TG2009PTC102097 | ₹1.9 crore | ₹-0.7 crore | -34.5% | — | ₹1.3 crore |
| Sri Chaitanya ↗U72900TG2001PLC036109 | ₹0.0 crore | ₹0.0 crore | — | — | ₹5.3 crore |
| The Indian School of Business ↗U80100TG1997NPL036631 | 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 Hyderabad companies on this page show up online: the sites people visit, the apps they install, and how often those apps ship.
5 of the 631 companies on this page carry a measured traffic record (0.8%); these are the largest of those, by monthly visits. The median among them is 282,352 visits.
| Company | Monthly visits | Authority | Mobile |
|---|---|---|---|
| IIT Hyderabadiith.ac.in | 496,342 | 54 | 63.1% |
| The Indian School of Businessisb.edu | 473,449 | 44 | 68.9% |
| Braoubraou.ac.in | 282,352 | 47 | 83% |
| IFHEifheindia.org | 156,701 | 38 | 87.2% |
| NSPIRAnspira.in | 133,435 | 36 | 25.4% |
Visits and authority are third-party web estimates, not company-reported figures.
46 of these companies (7.3%) publish at least one Android app — 64 apps in all, carrying 5.6M installs between them.
| App | Installs | Rating | Store category |
|---|---|---|---|
| nLearnNarayana group | 1.9M | — | Education |
| nConnect ParentNSPIRA | 1.1M | 4 | Education |
| Sri Chaitanya SchoolsSri Chaitanya Schools | 871.2K | 3.2 | Education |
| Orient BlackSwan Smart AppOrient BlackSwan | 770.6K | 4.2 | Education |
| ACE Engineering AcademyACE Engineering Academy | 276.1K | 2.7 | Education |
| nConnect StaffNSPIRA | 183.8K | — | Education |
| BRAOUBraou | 93.1K | — | Education |
| Sri Chaitanya Parent AppSri Chaitanya | 76.2K | — | Education |
| IACE Exam PrepIACE | 76.1K | — | Education |
| Arise Medical AcademyArise Medical Academy | 39.9K | — | 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 (2023Q2–2025Q4).
| Segment | Apps | Installs | Leading app | Release trend |
|---|---|---|---|---|
| K-12 Schools | 5 | 2.8M | nLearn 1.9M | |
| Test Preparation Chains | 10 | 2.4M | ACE Engineering Academy 276.1K | |
| Higher Education Institutions | 24 | 2.1M | BRAOU 93.1K | |
| Educational Support Services | 10 | 1.3M | nConnect Parent 1.1M | |
| Continuing Education Centres | 5 | 49.4K | Arise Medical Academy 39.9K | |
| Test Preparation Centres | 3 | 32.7K | Ultimate CA APP 29.2K | |
| K-12 Edtech | 4 | 17.1K | AttendanceGuru | Parent App 15.1K | |
| Afterschool Programs | 4 | 10.1K | Abacus Mental Maths 3.9K |
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. 36 of 64 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.
2 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.
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.
When private equity firm Kedaara Capital backed Orchids International School in 2023, it marked more than just another cheque in India’s fast-growing education sector.
Top 2 categories among 2 recorded events in the 24-month window.
Company-linked deal reports; status is preserved as recorded.
| Acquirer → target | Status | Date | Value / context |
|---|---|---|---|
| upgrad→INSOFE ↗ | Completed | 2026-02-26 | Not stated in snapshot |
| prochem→Tapasya College ↗ | Announced | 2024-01-23 | Not stated in snapshot |
| Narayana Group of Educational Institutions→NSPIRA ↗ | Rumored | 2023-07-17 | Not stated in snapshot |
| scaler→Applied Roots ↗ | Announced | 2023-05-31 | $50.0M |
| Gray Matters India→Gray Matters India ↗ | Announced | 2023-03-21 | $3.0M |
| Scalar Academy→Applied Roots ↗ | Completed | 2022-06-05 | $50.0M |
A discussion or rumour is not a completed transaction. An unstated value is not zero.
217 postings in the preceding 12 months. The full 336-posting snapshot covers 59 employers.
0 tracked postings mention remote work.
76 postings specify a level.
Top skills across 336 tracked postings in the available jobs snapshot.
Median across 79 postings with pay data, expressed in USD.
234 founders and chief executives across 173 companies.
Narayanas The Learning App, ex-The Narayana, ex-Ey, bishop cotton Boys School, 2005
BITS Pilani Btech
The Institute of Chartered Accountants, ex-Deloitte. Badruka College Commerce Arts BCom 1999, The Institute of Chartered Accountants of India CA 2003
Ex-BBV High School, CRISIL. Indian Institute of Science 1995, Management Development Institute Gurgaon 1999
Ex-Knowledge Universe Education Digital India, 3i infotech, G4 Software Technologies…
Ex-BrightCHAMPS, Metamorphosis · Vellore Institute of Technology 2015
Progressive Education Foundation, Jan Sahas Social Development Society, ex- Career Launcher, Naandi Foundation. Osmania University BCom 1999
Microsoft, MTech - IIT B
Ex- Founder Studio11 Salon and Spa, Founder Impel Overseas Consultants, Muzigal. SJM Dental College BDS 2000. Manipal Academy of Higher Education MBA…
Ex-Abbott Diabetes Care, Integrated Surgical Systems, Medical Data Electronics. Vellore Institute of Technology BS, UT Southwestern Medical Center MS
The Shri Ram Hyderabad Schools, ex-The Shri Ram Universal School Hyderabad, ex-Delhi School Of Excellence, Symbiosis Institute of Management Studies…
Founder & CEO Abhyaas Edu Technologies, CUSMAT, Factly Media & Research. National Institute of Technology Warangal BTech 2004, IIM Bangalore MBA 2008
17 profiles with education records.
4 profiles with prior-work records.
Profiles cover recorded founders and leaders; contact details remain in Radar.
32,786 articles in the measured 12-month window.
Education coverage tagged Hyderabad · articles per complete quarter
| Quarter | Articles |
|---|---|
| 2021Q2 | 4,210 |
| 2021Q3 | 3,864 |
| 2021Q4 | 3,629 |
| 2022Q1 | 4,291 |
| 2022Q2 | 5,342 |
| 2022Q3 | 6,766 |
| 2022Q4 | 6,987 |
| 2023Q1 | 7,888 |
| 2023Q2 | 6,259 |
| 2023Q3 | 6,386 |
| 2023Q4 | 6,705 |
| 2024Q1 | 8,986 |
| 2024Q2 | 6,607 |
| 2024Q3 | 6,805 |
| 2024Q4 | 8,418 |
| 2025Q1 | 9,440 |
| 2025Q2 | 9,050 |
| 2025Q3 | 7,462 |
| 2025Q4 | 8,505 |
| 2026Q1 | 8,616 |
Article volume measures coverage, not market sales.
2 recorded company events across 2 companies; percentages use that event total.
Education coverage tagged Hyderabad · 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 Hyderabad. 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 barriers that hinder effective technology integration in Indian 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 affect access, quality, and lifelong learning opportunities across Indian 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 examine the impact of artificial intelligence on curriculum design, grammar tools, and personalized instruction.
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 identify pedagogical and technical issues that limit blended, flipped, and virtual reality approaches in Indian schools.
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 points to perception gaps, infrastructure limits, and teaching challenges during COVID‑19‑driven remote education.
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 difficulties of applying big‑data analytics to understand student outcomes and wellbeing.
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
Authors caution that adaptive AI tools may introduce bias, privacy concerns, and over‑reliance on automation.
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
Studies warn that uneven access and teacher readiness can widen gaps when deploying educational technologies.
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
Researchers note that data‑driven personalization may overlook deeper cognitive processes and contextual factors.
Learning analytics (7) · Cognition (4) · Higher education (9) · Transformative learning (8)
Adaptive Learning Systems: Harnessing AI to Personalize Educational Outcomes
AI-Driven Personalized Learning: Enhancing Student Engagement and Academic Performance
| Year | Share index |
|---|---|
| 2022 | 2881.3 |
| 2023 | 2874.0 |
| 2024 | 2844.6 |
| 2025 | 3085.8 |
Cautions · 0421.0% of this theme group
Papers raise concerns about mental health effects and the need for psychological safeguards in digital learning environments.
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 teaching methods and boost learner 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
Research explores robust, scalable reinforcement‑learning models to create intelligent, self‑optimizing educational platforms.
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
Studies highlight machine‑learning techniques that forecast performance 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
Works propose digital tools and transformation strategies to enhance teacher training and instructional quality.
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 showcase virtual and augmented reality applications that enrich 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 | 239.0 |
| 2023 | 236.7 |
| 2024 | 217.5 |
| 2025 | 287.7 |
Opportunities · 0613.8% of this theme group
Research demonstrates large‑language models creating tailored learning materials that adapt to individual student needs.
Personalized learning (104) · Adaptive learning (66) · Personalization (38) · Generative grammar (17)
AI-Augmented Adaptive Learning Systems in Education for Enhancing Student Engagement Through Personalized Content Recommendation
Adaptive Learning Systems Powered by Generative AI and Large Language Models: A Comprehensive Review of Personalized Education
| Year | Share index |
|---|---|
| 2022 | 22.3 |
| 2023 | 27.4 |
| 2024 | 34.4 |
| 2025 | 58.3 |
Opportunities · 079.1% of this theme group
Studies present sophisticated predictive analytics pipelines that improve decision‑making and outcome tracking in schools.
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% | 37.1% |
| Breakthrough | 18.0% | 26.4% |
| Problem-identifying | 15.5% | 9.7% |
| Descriptive | 9.7% | 17.3% |
| Cautionary | 8.0% | 4.6% |
| Comparative | 2.6% | 3.9% |
| 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.
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.
Canonical landscape ↗