Industry landscapes
The companies, capital and talent shaping education in New York City. 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.
101 of 780 tracked companies have open roles.
69 of 780 tracked companies have a recorded round.
Share of disclosed capital received by the three largest recorded recipients.
Midpoint of 53 rounds with a disclosed amount.
Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 49.3% of disclosed capital, while 91.2% 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 | $4.04M | 28 | 4 |
| 2017 | $41.18M | 25 | 6 |
| 2018 | $2.85M | 28 | 4 |
| 2019 | $13.55M | 23 | 4 |
| 2020 | $2.1M | 33 | 7 |
| 2021 | $6.12M | 25 | 3 |
| 2022 | $34.8M | 15 | 5 |
| 2023 | $46.62M | 8 | 5 |
| 2024 | $23.43M | 8 | 2 |
| 2025 | $28.04M | 0 | 6 |
Share of all disclosed company funding.
67 recorded rounds since 2016
Recorded participation in education company rounds since 2016.
Backed by Imaginary and Creades and others.
Backed by Imaginary and Creades and others.
Backed by LLR Partners and Liberty Partners.
Participating investors were not recorded in this snapshot.
Participating investors were not recorded in this snapshot.
Participating investors were not recorded in this snapshot.
Backed by Costanoa and Town Hall Ventures and others.
Backed by Tribeca Venture Partners and Rethink Capital Partners and others.
Backed by Andreessen Horowitz and Primary Venture Partner and others.
Participating investors were not recorded in this snapshot.
Backed by GSV Ventures and TMV 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 · company accounts; aggregate reporting threshold not met · 1 reporting entities from 1 eligible matches.
Sum of reporting-entity revenue; not New York City market sales.
Combined result for the same cohort.
Combined net income ÷ combined revenue.
The middle covered reporting entity.
None of 1 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 · 1 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 |
|---|---|---|---|---|---|
| Scholastic ↗866729 | $1,625.5m | $-1.9m | -0.1% | — | — |
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 New York City companies on this page show up online: the sites people visit, the apps they install, and how often those apps ship.
9 of the 780 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 746,660 visits.
| Company | Monthly visits | Authority | Mobile |
|---|---|---|---|
| City University New Yorkcuny.edu | 19,761,512 | 75 | 41.8% |
| HISTORYhistory.com | 7,716,201 | 83 | 41.2% |
| scholasticscholastic.com | 3,014,628 | 70 | 57.5% |
| Fashion Institute of Technologyfitnyc.edu | 937,702 | 60 | 40.2% |
| Bartlebybartleby.com | 746,660 | 60 | 33.1% |
| Coursologycoursology.com | 179,468 | 33 | 13.2% |
| Manhattan Reviewmanhattanreview.com | 154,528 | 42 | 21.8% |
| Berkeley Collegeberkeleycollege.edu | 105,181 | 45 | 43.5% |
| UPchieveupchieve.org | 64,327 | 42 | 38.4% |
Visits and authority are third-party web estimates, not company-reported figures.
39 of these companies (5%) publish at least one Android app — 64 apps in all, carrying 12.2M installs between them.
| App | Installs | Rating | Store category |
|---|---|---|---|
| HISTORY: Shows & DocumentariesHISTORY | 7.2M | 4.1 | Entertainment |
| CCSE Nacionalidad EspañolaCervantes | 1.1M | 4.4 | Education |
| Animal Planet GOAnimal Planet | 822.3K | 4.8 | Entertainment |
| ReadAnywhereMcGraw Hill | 743.4K | 3.4 | Books & Reference |
| HISTORY: Shows & DocumentariesHISTORY | 698.5K | 2.6 | Entertainment |
| Bartleby: Q&A Homework-HelperBartleby | 471.5K | 3.6 | Education |
| Sharpen – College Exam PrepMcGraw Hill | 331.3K | 4.2 | Education |
| Macmillan Learning eBookMacmillan Learning | 216.1K | 3 | Books & Reference |
| Bootcamp.comBoot Camp | 93.5K | 4.8 | Education |
| Answer App - Coursology AICoursology | 81.2K | 4.5 | 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 |
|---|---|---|---|---|
| Tv Networks | 3 | 8.7M | HISTORY: Shows & Documentaries 7.2M | |
| Educational Publishers | 9 | 1.4M | ReadAnywhere 743.4K | |
| Continuing Education Centres | 11 | 1.2M | CCSE Nacionalidad Española 1.1M | |
| Book Publishers | 4 | 1.1M | Sharpen – College Exam Prep 331.3K | |
| Educational Support Services | 10 | 546.5K | Bartleby: Q&A Homework-Helper 471.5K | |
| Higher Education Institutions | 18 | 189.6K | NYU Mobile 66K | |
| K-12 Edtech | 4 | 81.8K | Answer App - Coursology AI 81.2K | |
| Academic Tutoring | 3 | 81.8K | mentorAI 495 |
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. 61 of 64 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.
6 companies hiring · $48.02M disclosed funding
Explore in RadarCommon revenue models; a company can use more than one.
Recorded corporate activity linked to companies in this landscape.
Stephens Consulting LLC acquired a new stake in Qnity Electronics during the 4th quarter valued at $30,000.
Stockholm-based Nordic Knots , a design-focused e-commerce brand specialising in rugs and home textiles, has raised around €86 million ($100 million) in new funding to support its global expansion.
The International Gemological Institute (IGI), one of the world's largest and most trusted independent diamond grading and certification organizations, today announced the acquisition of American Gemological Laboratories (AGL), a global leader in colored gemstone analysis and provenance reporting.
August Schools, a SaaS platform for school health and wellness practitioners, has raised $4.5M in funding according to a recent SEC filing.
McGraw Hill, which raised $415 million in its initial public offering on the New York Stock Exchange in July.
Girls Who Code has already raised several grants totalling €6.4M from General Motors, Uber, Lyft, Walmart, the Patrick J. McGovern Foundation, Pluralsight One, and Pluralsight.
Achieve Partners announced the close of Achieve Partners Workforce II, a $450 million fund aimed at addressing labor market disruption driven by artificial intelligence and persistent talent shortages across high-growth industries.
The other deals were for AFS Intercultural Programs, an international youth exchange organization, which signed a new lease for 5,610 square feet; investment services firm Argus Research Group, which took 4,570 square feet; wellness provider Axon Health, which signed a new lease for 4,733 square feet; and accounting firm Meaden & Moore, which signed on for 3,972 square feet.
The Board authorized a $200 million modified Dutch‑auction tender offer (expected price $36–$40) — immediate buyback demand and signaling of undervaluation support the rally.
Hinson will succeed former president Barbara Telek who recently announced her retirement.
Top 10 categories among 72 recorded events in the 24-month window.
2 companies with recorded IPO activity
IPO · NYSE7 reports
IPO · Dalal Street10 reports
4 tracked people moves
Retirement Chair of the Company’s Board of Directors
Appointment President and CEO
Appointment Chief Executive Officer
Retirement Previously President
1 recorded customer wins
Customer: harbor group international
1 companies with reported reductions
18 rolesfinancial pressures
Reported company results in the recorded window.
Median across 27 reported growth observations; companies may contribute multiple periods.
Company-linked deal reports; status is preserved as recorded.
| Acquirer → target | Status | Date | Value / context |
|---|---|---|---|
| Stephens Consulting→Qnity Electronics, Inc. | 2026-04-12 | $30.0K | |
| International Gemological Institute→american gemological laboratories | Announced | 2026-02-03 | Not stated in snapshot |
| Scholastic→9 story media group | Announced | 2025-11-25 | $186.0M |
| platinum equity→McGraw Hill ↗ | Completed | 2025-07-28 | Not stated in snapshot |
| International Gemological Institute→International Gemological Institute ↗ | Completed | 2024-12-20 | $69.8M |
| International Gemological Institute→IGI Netherlands B.V. | Completed | 2024-12-19 | $88.4M |
A discussion or rumour is not a completed transaction. An unstated value is not zero.
3,024 postings in the preceding 12 months. The full 7,220-posting snapshot covers 114 employers.
125 tracked postings mention remote work.
727 postings specify a level.
Top skills across 7,220 tracked postings in the available jobs snapshot.
Median across 840 postings with pay data, expressed in USD.
Advertised posting medians do not describe all employees or roles.
| Company | Employees |
|---|---|
| teach for america ↗ | 7,181 |
| flightsafety international ↗ | 4,239 |
| Touro College & University System ↗ | 4,220 |
| Success Academy Charter Schools ↗ | 2,932 |
| New York Public Library ↗ | 2,669 |
| Barnard College ↗ | 2,623 |
| Brooklyn Law School ↗ | 1,555 |
| acelero learning ↗ | 1,500 |
170 founders and chief executives across 131 companies.
Ex-CEO National Heritage Academies, Westwater, PNC. Hope College BA 1994
Ex-Anomaly, Wieden + Kennedy NYC, Wieden+Kennedy London
Vivvi, ex-Wonderschool, ex-Metschools, University of Oxford, 2010
Ex-Founder & CEO Found, Applied Resonance Research, Google, UBS Investment Bank, Healthcare Group, Coca Cola.Yale University BS 2010…
Ex-NBCUniversal, The Walt Disney, Driehaus Private Equity, Founder Green Phoenix Ventures. Rutgers University BS 2006…
ex- KIPP NYC. Georgetown University, Harvard Business School
Founder Chief Of Staff Network, Co-Founder Propel, Spring. NYU Stern School of Business BS.
ex-Success Academy Charter Schools, Arnold & Porter, United States District Court For The Eastern District, Shearman & Sterling…
Ex-Co-Founder Circle of Moms, Farfetch, POPSUGAR, Microsoft. Stanford University BS 2000, Harvard Business School MBA 2005
Ex-Gibson, Dunn & Crutcher, Munger, Tolles & Olson, Yale Law School. University of Cambridge MPhil 2016, Yale School of Management MBA 2022.
Mulholland Technology Partners, ex-Makespace, ex-Tutorspree, Y Combinator, 2011
Ex- Founder Mental Health Partnership, Rapidly expanding behavioral health group
36 profiles with education records.
7 profiles with prior-work records.
Profiles cover recorded founders and leaders; contact details remain in Radar.
40,417 articles in the measured 12-month window.
Education coverage tagged New York City · articles per complete quarter
| Quarter | Articles |
|---|---|
| 2021Q2 | 7,705 |
| 2021Q3 | 9,469 |
| 2021Q4 | 8,321 |
| 2022Q1 | 8,763 |
| 2022Q2 | 8,262 |
| 2022Q3 | 8,237 |
| 2022Q4 | 7,089 |
| 2023Q1 | 8,595 |
| 2023Q2 | 9,874 |
| 2023Q3 | 8,521 |
| 2023Q4 | 9,725 |
| 2024Q1 | 13,187 |
| 2024Q2 | 12,592 |
| 2024Q3 | 9,529 |
| 2024Q4 | 11,230 |
| 2025Q1 | 12,658 |
| 2025Q2 | 9,492 |
| 2025Q3 | 16,075 |
| 2025Q4 | 9,447 |
| 2026Q1 | 10,610 |
| 2026Q2 | 4,285 |
Article volume measures coverage, not market sales.
122 recorded company events across 10 companies; percentages use that event total.
Education coverage tagged New York City · ranked by full-period article count.
Recent and prior counts use the source comparison windows.
United States comparison coverage
| Keyword | Recent | Prior | Change |
|---|---|---|---|
| stablecoin fx impact | 3,813 | 2,519 | 51% |
| mass shooting | 3,228 | 1,838 | 76% |
| multiple victim shooting | 3,187 | 2,159 | 48% |
| ncaa transfer rules | 2,695 | 1,901 | 42% |
| oil price volatility | 2,564 | 1,071 | 139% |
| etf trading | 2,327 | 1,140 | 104% |
| vaccine candidates | 2,186 | 924 | 137% |
| ncaa legislation | 2,186 | 1,305 | 68% |
| athletic programs | 2,117 | 1,476 | 43% |
| student-athlete news | 2,005 | 1,308 | 53% |
| tariff negotiations | 12,408 | 20,845 | -40% |
| stock performance | 5,761 | 8,735 | -34% |
| free trade deals | 5,040 | 8,387 | -40% |
| border enforcement practices | 3,253 | 4,859 | -33% |
| stock price | 2,155 | 3,738 | -42% |
United States comparison coverage
tariff negotiations, college playoffs, vaccine mandate compliance
51.3% critical · 28.4% positiveschool funding battles, higher education funding, education reform
42.1% critical · 37.0% positiveearnings report, gdp growth rate, gdp acceleration
38.2% critical · 42.4% positiveEducation coverage tagged New York City. Topic labels describe recorded classifications and can include broad context.
4,451 papers in the recorded india scope.
Tone counts: 4,313 positive · 30 neutral · 108 negative.
Landmark: Teacher Technology Change
Landmark: Blended learning: the new normal and emerging technologies
Landmark: Technological Pedagogical Content Knowledge (TPACK)
Common problems researchers identify · 0123.1% of this theme group
Instructional design (19) · Educational technology (43) · Experiential learning (19) · Professional learning community (7)
Constructing a Design Framework and Pedagogical Approach for Adaptive Learning in Higher Education: A Practitioner's Perspective
The power of open: benefits, barriers, and strategies for integration of open educational resources
| Year | Share index |
|---|---|
| 2022 | 241.1 |
| 2023 | 236.5 |
| 2024 | 234.3 |
| 2025 | 317.6 |
Common problems researchers identify · 0222.4% of this theme group
Technology integration (48) · Educational technology (73) · Information and Communications Technology (21) · Information technology (19)
Teachers’ Beliefs and Technology Practices
Creating Technology-Enhanced, Learner-Centered Classrooms
| Year | Share index |
|---|---|
| 2022 | 366.5 |
| 2023 | 353.4 |
| 2024 | 332.4 |
| 2025 | 399.1 |
Common problems researchers identify · 0318.3% of this theme group
Distance education (25) · Online learning (29) · Blended learning (29) · Pandemic (15)
Foundations of online learning: Challenges and opportunities
Building student trust in online learning environments
| Year | Share index |
|---|---|
| 2022 | 300.0 |
| 2023 | 218.8 |
| 2024 | 153.7 |
| 2025 | 144.3 |
Common problems researchers identify · 0412.1% of this theme group
Mathematics education (70) · Educational technology (49) · Technology integration (24) · Pedagogy (18)
The Teacher Technology Integration Experience: Practice and Reflection in the Classroom
Technological Pedagogical Content Knowledge in the Mathematics Classroom.
| Year | Share index |
|---|---|
| 2022 | 1363.6 |
| 2023 | 1338.5 |
| 2024 | 1079.9 |
| 2025 | 593.0 |
Common problems researchers identify · 0511.0% of this theme group
Applications of artificial intelligence (8) · Corporate governance (5) · Equity (7) · Adaptation (6)
Examining Teaching Competencies and Challenges While Integrating Artificial Intelligence in Higher Education
Artificial intelligence in higher education: Opportunities and concerns
| Year | Share index |
|---|---|
| 2022 | 76.8 |
| 2023 | 84.4 |
| 2024 | 81.9 |
| 2025 | 155.1 |
Common problems researchers identify · 068.5% of this theme group
Learning analytics (49) · Analytics (44) · Big data (9) · Educational data mining (6)
Learning analytics and educational data mining
Learning analytics and higher education: a proposed model for establishing informed consent mechanisms to promote student privacy and autono
| Year | Share index |
|---|---|
| 2022 | 88.7 |
| 2023 | 84.1 |
| 2024 | 65.0 |
| 2025 | 84.9 |
Common problems researchers identify · 074.6% of this theme group
Generative grammar (27) · Generative model (8) · Mediation (2) · Personalization (3)
Generative AI in Higher Education: Demographic Differences in Student Perceived Readiness, Benefits, and Challenges
From Generative AI to Extended Reality: Multidisciplinary Perspectives on the Challenges, Opportunities, and Future of Educational Computing
| Year | Share index |
|---|---|
| 2022 | 60.0 |
| 2023 | 71.4 |
| 2024 | 79.5 |
| 2025 | 145.8 |
Cautions · 0119.3% of this theme group
Learning analytics (12) · Higher education (14) · Literacy (8) · Cognition (9)
Exploring the Potential Impact of Artificial Intelligence (AI) on International Students in Higher Education: Generative AI, Chatbots, Analy
Empowering Online Adult Educators: Integrating Artificial Intelligence for Enhanced Instructional Strategies
| Year | Share index |
|---|---|
| 2022 | 1111.2 |
| 2023 | 1144.5 |
| 2024 | 1175.6 |
| 2025 | 1266.0 |
Cautions · 0219.0% of this theme group
Mathematics education (37) · Educational technology (32) · Blended learning (12) · Flipped classroom (6)
The effectiveness of e-learning: An explorative and integrative review of the definitions, methodologies and factors that promote e-Learning
A Longitudinal Look at Attitudes and Perceptions Related to the Integration of Mathematics, Science, and Technology Education
| Year | Share index |
|---|---|
| 2022 | 1379.9 |
| 2023 | 1351.6 |
| 2024 | 1090.8 |
| 2025 | 610.8 |
Cautions · 0318.5% of this theme group
Test (9) · Analytics (8) · Science education (8) · Affect (4)
A Global Classroom? Evaluating the Effectiveness of Global Virtual Collaboration as a Teaching Tool in Management Education
Assessment and Learning in Knowledge Spaces (ALEKS) Adaptive System Impact on Students’ Perception and Self-Regulated Learning Skills
| Year | Share index |
|---|---|
| 2022 | 80.8 |
| 2023 | 83.1 |
| 2024 | 75.6 |
| 2025 | 89.8 |
Cautions · 0415.8% of this theme group
Technology integration (18) · Digital transformation (7) · Educational technology (22) · Technology education (5)
Educational Technology: A Review of the Integration, Resources, and Effectiveness of Technology in K-12 Classrooms
Professional Development for International Teachers: Examining TPACK and Technology Integration Decision Making
| Year | Share index |
|---|---|
| 2022 | 239.9 |
| 2023 | 245.6 |
| 2024 | 259.7 |
| 2025 | 366.1 |
Cautions · 0510.7% of this theme group
Asynchronous communication (7) · Online learning (9) · Perception (12) · Pandemic (5)
Students’ perception of online learning during the COVID-19 pandemic
Student and faculty perceptions of the quality of online learning experiences
| Year | Share index |
|---|---|
| 2022 | 2038.4 |
| 2023 | 1968.2 |
| 2024 | 1834.3 |
| 2025 | 1966.6 |
Cautions · 068.9% of this theme group
Intelligent tutoring system (6) · Game based learning (3) · Computer-Assisted Instruction (4) · Narrative (3)
Motivation and performance in a game-based intelligent tutoring system.
The Use of Computer Tools to Support Meaningful Learning
| Year | Share index |
|---|---|
| 2022 | 5.4 |
| 2023 | 7.2 |
| 2024 | 9.0 |
| 2025 | 10.8 |
Cautions · 077.7% of this theme group
Generative grammar (25) · Generative model (9) · Personalized learning (3) · Grading (2)
Pedagogical Applications of Generative AI in Higher Education: A Systematic Review of the Field
Generative AI in Art Education: A Systematic Review of Research Trends, Tool Applications, and Outcomes (2019–2025)
| Year | Share index |
|---|---|
| 2022 | 13.7 |
| 2023 | 28.4 |
| 2024 | 52.3 |
| 2025 | 112.0 |
Opportunities · 0127.9% of this theme group
Experiential learning (91) · Active learning (68) · Blended learning (60) · Higher education (56)
Using an adaptive learning tool to improve student performance and satisfaction in online and face-to-face education for a more personalized
Enhancing Student Learning through LCC’s Active Learning Framework: A Pedagogical Approach for Adult or Widening Access Mature Students.
| Year | Share index |
|---|---|
| 2022 | 177.6 |
| 2023 | 169.4 |
| 2024 | 153.3 |
| 2025 | 220.0 |
Opportunities · 0214.5% of this theme group
Generative grammar (77) · Generative model (21) · Transformative learning (45) · Personalized learning (35)
AI IN EDUCATION: PIONEERING NEW APPROACHES TO LEARNING AND TEACHING
Generative Artificial Intelligence in <scp>STEM</scp> Education: A Review of Applications, Benefits and Challenges
| Year | Share index |
|---|---|
| 2022 | 40.7 |
| 2023 | 67.5 |
| 2024 | 107.9 |
| 2025 | 214.9 |
Opportunities · 0313.6% of this theme group
Mathematics education (185) · Educational technology (132) · Science education (50) · Pedagogy (25)
A Study of Educational Simulations Part 1 - Engagement and Learning
An applied model of learner engagement and strategies for increasing learner engagement in the modern educational environment
| Year | Share index |
|---|---|
| 2022 | 1377.7 |
| 2023 | 1352.5 |
| 2024 | 1091.6 |
| 2025 | 606.7 |
Opportunities · 0413.1% of this theme group
Technology integration (78) · Educational technology (145) · Information and Communications Technology (20) · Technology acceptance model (12)
Understanding the Influence of Perceived Usability and Technology Self-Efficacy on Teachers’ Technology Acceptance
Preparing to Teach Mathematics With Technology: An Integrated Approach to Developing Technological Pedagogical Content Knowledge
| Year | Share index |
|---|---|
| 2022 | 366.5 |
| 2023 | 353.4 |
| 2024 | 332.4 |
| 2025 | 399.1 |
Opportunities · 0511.4% of this theme group
Reinforcement learning (61) · Adaptive learning (75) · Robustness (20) · Stability (16)
Development of Intelligent, Adaptive, and Dynamic Systems Via the Investigation of Novel Machine Learning Algorithms
Leveraging Machine Learning and NLP for Adaptive Education Systems: A Personalized Approach for Children
| Year | Share index |
|---|---|
| 2022 | 17.0 |
| 2023 | 19.5 |
| 2024 | 16.0 |
| 2025 | 34.5 |
Opportunities · 0610.7% of this theme group
Learning analytics (170) · Analytics (135) · Data analysis (17) · Predictive analytics (21)
Predicting Student Performance Using Personalized Analytics
Integrating AI and Learning Analytics for Data-Driven Pedagogical Decisions and Personalized Interventions in Education
| Year | Share index |
|---|---|
| 2022 | 88.8 |
| 2023 | 89.9 |
| 2024 | 78.9 |
| 2025 | 80.3 |
Opportunities · 078.7% of this theme group
Virtual reality (56) · Instructional simulation (15) · Augmented reality (23) · Virtual learning environment (14)
AUGMENTED AND VIRTUAL REALITY IN U.S. EDUCATION: A REVIEW: ANALYZING THE IMPACT, EFFECTIVENESS, AND FUTURE PROSPECTS OF AR/VR TOOLS IN ENHAN
Designing for Successful Educational Experiences in Virtual Reality Environments
| Year | Share index |
|---|---|
| 2022 | 86.5 |
| 2023 | 91.4 |
| 2024 | 86.3 |
| 2025 | 94.3 |
Orientation shares compared with 25,000 papers in the reference sample.
| Research orientation | This field | Reference sample |
|---|---|---|
| Promising | 45.3% | 36.8% |
| Problem-identifying | 16.4% | 9.7% |
| Descriptive | 14.5% | 18.0% |
| Breakthrough | 10.9% | 26.1% |
| Cautionary | 8.6% | 4.5% |
| Comparative | 3.2% | 3.9% |
| Critical | 1.1% | 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 & surveillanceEthical and privacy principles for learning analytics | 26 | 0.65% | 14 (53.8%) | 0.24% |
| Safety & misuseAddressing media and information literacy in engineering design education: Learning to design technologies in the era of | 6 | 0.15% | 2 (33.3%) | 0.11% |
| Bias & fairness“This Kind of Technology Can… Treat Students Like Threats”: Black Youth Experiences, Reflections, and Articulations of D | 4 | 0.1% | 2 (50.0%) | 0.06% |
| Concentration of compute powerDemocratizing AI Education: The freeCodeCamp Open-Source Learning Ecosystem and Its Global Impact on Technology Accessib | 2 | 0.05% | 0 (0.0%) | 0.02% |
| Labour & data workHarnessing Experiential Learning to Prepare for the Future of Work | 1 | 0.03% | 0 (0.0%) | 0.01% |
| 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% |
Institution and researcher rankings use citations to their covered work. Research scope: United States. 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 ↗