Industry landscapes
The companies, capital and talent shaping education in Noida. Find the leaders. Understand the segments. See where the activity is.
An industry ecosystem,
measured in context.
24 featured companies from the funding, hiring, revenue and team-size leaderboards.
Locked revenue figures are available in Radar; the eight company financial previews stay the same throughout this page. A dash means the figure is outside these featured lists. Revenue years vary by company; the figures are not a like-for-like revenue comparison. Compare annual accounts ↗
No company example met every recorded classification, independence and public-profile gate in this snapshot. The live directory may have newer qualifying companies.
Explore classified startups in Radar ↗A few useful ratios bring the size of this ecosystem into perspective.
43 of 289 tracked companies have open roles.
4 of 289 tracked companies have a recorded round.
Share of disclosed capital received by the three largest recorded recipients.
Midpoint of 7 rounds with a disclosed amount.
Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 100.0% of disclosed capital, while 98.6% of tracked companies have no recorded funding round.
Explore the segments →Recorded company formation and disclosed funding across the complete annual series shown.
Sum of recorded funding rounds · USD
| Year | Funding (USD) | Founded | Raising |
|---|---|---|---|
| 2016 | $79.51K | 23 | 1 |
| 2017 | $0 | 15 | 0 |
| 2018 | $0 | 20 | 0 |
| 2019 | $79.52K | 9 | 1 |
| 2020 | $110.39K | 13 | 1 |
| 2021 | $190.59K | 11 | 1 |
| 2022 | $51.66K | 14 | 1 |
| 2023 | $525.08M | 17 | 2 |
| 2024 | $0 | 7 | 0 |
| 2025 | $0 | 2 | 0 |
Share of all disclosed company funding.
8 recorded rounds since 2016
Recorded participation in education company rounds since 2016.
Participating investors were not recorded in this snapshot.
Backed by Yamini Sinha.
Participating investors were not recorded in this snapshot.
Backed by Yamini Sinha.
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 · 45 reporting entities from 52 eligible matches.
Sum of reporting-entity revenue; not Noida market sales.
Combined result for the same cohort.
Combined net income ÷ combined revenue.
The middle covered reporting entity.
26 of 45 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 · 45 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 |
|---|---|---|---|---|---|
| Cengage India ↗U72400DL2003PTC178120 | ₹101.6 crore | ₹13.7 crore | +13.5% | — | ₹124.5 crore |
| Popcorn ↗U36101DL2006PTC149916 | ₹66.3 crore | ₹5.5 crore | +8.3% | — | ₹128.4 crore |
| The Design Village ↗U80903DL2014NPL268128 | ₹18.3 crore | ₹1.0 crore | +5.2% | — | ₹9.1 crore |
| Acadecraft ↗U74120UP2015PTC073644 | ₹14.0 crore | ₹0.9 crore | +6.5% | — | ₹7.3 crore |
| Sportyze ↗U92412UP2016PTC075744 | ₹4.2 crore | ₹-1.7 crore | -40.5% | — | ₹2.3 crore |
| RoboSpecies Technologies ↗U80900DL2012PTC237791 | ₹3.8 crore | ₹0.3 crore | +7.8% | — | ₹3.1 crore |
| Kothari International School ↗U51909WB1946PTC014210 | ₹0.0 crore | ₹0.5 crore | +2997.9% | — | ₹5.0 crore |
| Amity University ↗U80900DL2008PTC174903 | ₹0.0 crore | ₹-0.2 crore | — | — | ₹4.4 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 Noida companies on this page show up online: the sites people visit, the apps they install, and how often those apps ship.
7 of the 289 companies on this page carry a measured traffic record (2.4%); these are the largest of those, by monthly visits. The median among them is 500,971 visits.
| Company | Monthly visits | Authority | Mobile |
|---|---|---|---|
| Amity Universityamity.edu | 1,707,972 | 54 | 82.8% |
| SciAstrasciastra.com | 642,392 | 31 | 63.2% |
| Khan Global Studieskhanglobalstudies.com | 602,570 | 44 | 29.6% |
| JIITjiit.ac.in | 500,971 | 47 | 72.5% |
| Shiv Nadar Universitysnu.edu.in | 398,288 | 49 | 52.3% |
| Lloyd Law Collegelloydlawcollege.edu.in | 199,153 | 47 | 85.1% |
| NIETniet.co.in | 151,532 | 42 | 38.6% |
Visits and authority are third-party web estimates, not company-reported figures.
28 of these companies (9.7%) publish at least one Android app — 41 apps in all, carrying 17M installs between them.
| App | Installs | Rating | Store category |
|---|---|---|---|
| KHAN GLOBAL STUDIESKhan Global Studies | 15.5M | 4.4 | Education |
| Sampark AI Smart ShalaSampark Foundation | 1M | 4.3 | Education |
| Cengage DigitalCengage India | 365.4K | — | Education |
| KipsKips Learning | 68.3K | — | Education |
| NIOS Niयमन (Niyaman)NIOS | 20.7K | — | Education |
| SSS MonitoringSampark Foundation | 15.1K | — | Education |
| Shiv Nadar SchoolShiv Nadar School | 13.1K | — | Education |
| HeadwordHeadword Publishing | 12.5K | — | Education |
| Henry Harvin LMSHenry Harvin | 9.7K | — | Education |
| LotusValley Tracking NoidaLotus Valley International School | 8.1K | — | Maps & Navigation |
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 (2023Q1–2026Q2).
| Segment | Apps | Installs | Leading app | Release trend |
|---|---|---|---|---|
| Test Preparation Chains | 2 | 15.5M | KHAN GLOBAL STUDIES 15.5M | |
| Education Ngos | 7 | 1M | Sampark AI Smart Shala 1M | |
| Educational Publishers | 8 | 456.5K | Cengage Digital 365.4K | |
| Educational Support Services | 6 | 378.1K | EFOS.in 7.7K | |
| Higher Education Institutions | 9 | 31.9K | NIOS Niयमन (Niyaman) 20.7K | |
| K-12 Schools | 4 | 24.3K | Shiv Nadar School 13.1K | |
| Continuing Education Chains | 6 | 16.4K | Henry Harvin LMS 9.7K | |
| Continuing Education Centres | 2 | 113 | Edugaon 97 |
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. 30 of 41 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.
RailTel Corporation of India has announced the cancellation of a significant work order from Navodaya Vidyalaya Samiti, valued at ₹17,12,80,662, including taxes.
Top 2 categories among 9 recorded events in the 24-month window.
Company-linked deal reports; status is preserved as recorded.
| Acquirer → target | Status | Date | Value / context |
|---|---|---|---|
| Cengage India→pathbrite | Announced | 2015-10-31 | Not stated in snapshot |
| Cengage India→National Geographic’s digital and print school publishing unit | Completed | 2011-06-29 | Not stated in snapshot |
A discussion or rumour is not a completed transaction. An unstated value is not zero.
161 postings in the preceding 12 months. The full 281-posting snapshot covers 37 employers.
1 tracked postings mention remote work.
87 postings specify a level.
Top skills across 281 tracked postings in the available jobs snapshot.
| Company | Employees |
|---|---|
| Cengage India ↗ | 3,602 |
| Shiv Nadar University ↗ | 800 |
| AAFT ↗ | 750 |
| Khan Global Studies ↗ | 551 |
| Shiv Nadar School ↗ | 501 |
| Galgotias University ↗ | 375 |
| Pearson Education India ↗ | 201 |
| Henry Harvin ↗ | 184 |
112 founders and chief executives across 86 companies.
Sportyze, ex-Sopra Steria, ex-Accenture, Meerut Institute of Engineering and Technology(MIET), 2001
Amity University, ex-Samsung Electronics South West Asia, ex-Lok Sabha, Metropolitan College of New York - School of Busine, 2003
Indian School Of Development Management, ex-Hippocampus Learning Centres, ex-Azim Premji Foundation, Indian Institute of Management, Calcutta, 2003
Knowlettwoods, ex-Knowledgewoods Knowlett Learning, ex-Indiamart Intermesh, Institute of Management Studies (IMS) Ghaziabad - Business School, 2013
Early Stage Startups & Small, ex-JPMorgan Chase & Co, Verizon Enterprise Solutions, Aricent. IIT Roorkee BS 1993, New York University MS 2008
Adideva Social Entrepreneurship Welfare And Assistance Foundation, ex-Time, ex-Akb Electronics, Indian Institute of Management Udaipur, 2021
Ex-EduPosse Technologies, STMicroelectronics. Netaji Subhas Institute of Technology BE 1992, Indian Institute of Technology, Delhi PhD 2002
Semi Design, ex-Insemi Technology Services, ex-Asiczen Technologies, Shri Vishnu Engineering College for Women, Vishnupur, Kovvada Village…
Co-Founder Healthy Planet TGA Wish Town Noida, Cogent E Services. KIET BEng 2002, Institute of Management Technology, Ghaziabad MBA 2004
WTCBIA, ex-IIPM, Gadgil Western Group. Jitesh Vlog 1991, Institute of Management Studies (IMS) Ghaziabad - Business School PGDBM 1994
Founder Imperial Society of Innovative Engineers, ex-Founder Tech Imperial, Convener. Lovely Professional University BTech 2014…
Co-Founder Goals101 - By M2P · Ex-Founder IHO, ABN AMRO · Deptt Of Chemical Engg & Technology Chandigarh India BEng 2000…
9 profiles with education records.
0 profiles with prior-work records.
Profiles cover recorded founders and leaders; contact details remain in Radar.
9,066 articles in the measured 12-month window.
Education coverage tagged Noida · articles per complete quarter
| Quarter | Articles |
|---|---|
| 2021Q2 | 1,031 |
| 2021Q3 | 1,680 |
| 2021Q4 | 1,119 |
| 2022Q1 | 1,093 |
| 2022Q2 | 1,221 |
| 2022Q3 | 2,403 |
| 2022Q4 | 2,331 |
| 2023Q1 | 1,877 |
| 2023Q2 | 1,642 |
| 2023Q3 | 2,042 |
| 2023Q4 | 1,698 |
| 2024Q1 | 1,626 |
| 2024Q2 | 1,650 |
| 2024Q3 | 2,030 |
| 2024Q4 | 1,839 |
| 2025Q1 | 1,936 |
| 2025Q2 | 1,557 |
| 2025Q3 | 2,894 |
| 2025Q4 | 1,938 |
| 2026Q1 | 2,203 |
Article volume measures coverage, not market sales.
0 recorded company events across 0 companies; percentages use that event total.
Education coverage tagged Noida · 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 Noida. 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 use of information and communications technology in education.
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
Studies point to equity, infrastructure, and pedagogical issues that limit digital transformation and lifelong learning initiatives.
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
Authors discuss difficulties aligning artificial intelligence tools with curriculum standards and adaptive learning goals.
Curriculum (14) · Generative grammar (6) · Applications of artificial intelligence (5) · Adaptive learning (6)
Artificial Intelligence In Education: A Systematic Review Of Applications, Machine Learning Frameworks, And Predictive Analytics For Quality
Artificial Intelligence and Evaluation in the Teaching-Learning Process: Emerging Paradigms and Directions
| Year | Share index |
|---|---|
| 2022 | 960.2 |
| 2023 | 1028.0 |
| 2024 | 900.4 |
| 2025 | 1021.8 |
Common problems researchers identify · 0416.9% of this theme group
Works examine practical and technological constraints that impede blended learning, flipped classrooms, and virtual reality adoption.
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 reports challenges faced by students and teachers during COVID‑19, including access, engagement, and quality concerns.
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
Papers critique the complexity and reliability of big‑data approaches for assessing 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
Authors caution that adaptive AI tools may reinforce bias and overlook broader educational objectives.
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 of persistent gaps in faculty readiness and resource availability for effective educational technology use.
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 question whether analytics can truly capture complex cognitive processes and support transformative learning.
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
Works highlight potential mental‑health risks and perception challenges linked to extensive digital collaboration.
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
Papers explore how artificial intelligence can reshape 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 showcases reinforcement learning as a pathway to 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 | 35.3 |
| 2023 | 37.8 |
| 2024 | 25.8 |
| 2025 | 41.7 |
Opportunities · 0315.0% of this theme group
Studies demonstrate machine‑learning models that anticipate 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 highlight digital tools that enhance teacher learning, performance, and pedagogical innovation.
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
Research emphasizes virtual and augmented reality as catalysts for experiential and flexible 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
Papers present generative AI solutions that tailor content to individual learner needs.
Personalized learning (104) · Adaptive learning (66) · Personalization (38) · Generative grammar (17)
AI-Augmented Adaptive Learning Systems in Education for Enhancing Student Engagement Through Personalized Content Recommendation
Adaptive Learning Systems Powered by Generative AI and Large Language Models: A Comprehensive Review of Personalized Education
| Year | Share index |
|---|---|
| 2022 | 22.3 |
| 2023 | 27.4 |
| 2024 | 34.4 |
| 2025 | 58.3 |
Opportunities · 079.1% of this theme group
Studies illustrate how predictive analytics can improve decision‑making and student 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 | 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% | 25.9% |
| Problem-identifying | 15.5% | 9.8% |
| Descriptive | 9.7% | 17.6% |
| Cautionary | 8.0% | 4.5% |
| Comparative | 2.6% | 4.1% |
| 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: 4 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 ↗