Industry landscapes
The companies, capital and talent shaping edtech 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 ↗
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.
49 of 1,063 tracked companies have open roles.
203 of 1,063 tracked companies have a recorded round.
Share of disclosed capital received by the three largest recorded recipients.
Midpoint of 250 rounds with a disclosed amount.
Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 25.7% of disclosed capital, while 80.9% 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 | $162.15M | 36 | 27 |
| 2017 | $168.64M | 57 | 33 |
| 2018 | $197.36M | 48 | 22 |
| 2019 | $208.36M | 68 | 23 |
| 2020 | $177.79M | 69 | 18 |
| 2021 | $415.2M | 53 | 25 |
| 2022 | $162.63M | 42 | 17 |
| 2023 | $135.4M | 54 | 22 |
| 2024 | $82.86M | 50 | 10 |
| 2025 | $622.14M | 13 | 19 |
Share of all disclosed company funding.
292 recorded rounds since 2016
Recorded participation in edtech company rounds since 2016.
Backed by Franklin Templeton Investments and TCV and others.
Participating investors were not recorded in this snapshot.
Backed by JMI Management.
Backed by JMI Management.
Backed by Maveron and Advance and others.
Backed by Union Square Ventures and Amasia and others.
Backed by Spectrum Equity and True Ventures and others.
Backed by Atomico and EDBI and others.
Backed by Atomico and SuRo Capital and others.
Backed by TCV.
Exact designated identities and reviewed filing records were checked, but this page has neither a qualifying preview account nor a target cohort meeting the ten-entity aggregate floor.
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.
53 of the 1,063 companies on this page carry a measured traffic record (5%); these are the largest of those, by monthly visits. The median among them is 260,264 visits.
| Company | Monthly visits | Authority | Mobile |
|---|---|---|---|
| Schoologyschoology.com | 37,661,021 | 62 | 17.1% |
| TeachersPayTeachersteacherspayteachers.com | 14,345,462 | 78 | 36.9% |
| Teachableteachable.com | 8,415,854 | 53 | 42.7% |
| Vocabulary.comvocabulary.com | 6,320,902 | 98 | 39.2% |
| SparkNotessparknotes.com | 5,548,818 | 74 | 50.7% |
| Knowtknowt.com | 4,277,512 | 45 | 14.3% |
| Codecademycodecademy.com | 3,656,306 | 66 | 20.4% |
| Skillshareskillshare.com | 3,185,734 | 65 | 51.4% |
| Are.naare.na | 2,623,938 | 53 | 20% |
| Kaplan Testkaptest.com | 1,655,920 | 59 | 28.8% |
Visits and authority are third-party web estimates, not company-reported figures.
118 of these companies (11.1%) publish at least one Android app — 427 apps in all, carrying 175.1M installs between them.
| App | Installs | Rating | Store category |
|---|---|---|---|
| Doodle JumpLima Sky | 80.8M | 4.2 | Arcade |
| SchoologySchoology | 10.7M | 1.8 | Education |
| Learn to Draw 3D - AnimatedStudio One | 8.8M | 3.7 | Education |
| Cymath - Math Problem SolverCymath | 7.3M | 4.3 | Education |
| Pleco Chinese DictionaryPleco | 7.1M | 4.6 | Books & Reference |
| My Little Pony: Story CreatorPlayDate Digital | 6.9M | 3.8 | Education |
| Skillshare: Online Classes AppSkillshare | 4.7M | 4.1 | Education |
| PLAY-DOH Create ABCsPlayDate Digital | 4.6M | 3.2 | Education |
| Pimsleur | Language LearningPimsleur | 4.1M | 4.2 | Education |
| Doodle Jump Christmas SpecialLima Sky | 3.9M | 4.4 | Casual |
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 |
|---|---|---|---|---|
| K-12 Edtech | 264 | 121M | Doodle Jump 80.8M | |
| Continued Learning | 114 | 41.3M | Learn to Draw 3D - Animated 8.8M | |
| Pre-K Edtech | 54 | 22.7M | My Little Pony: Story Creator 6.9M | |
| Mom & Baby Care | 38 | 18.9M | PLAY-DOH Create ABCs 4.6M | |
| Higher Education Tech | 44 | 15.8M | Schoology 10.7M | |
| Art And Museum Tech | 4 | 10.3M | How to Draw Graffiti 3D 933.2K | |
| Hrtech | 2 | 2M | Learn English - Voxy 2M | |
| Speech And Voice Recognition | 2 | 2M | Merlyn Companion 39 |
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. 421 of 427 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.
39 companies hiring · $2.34B disclosed funding
Explore in RadarCommon revenue models; a company can use more than one.
Recorded corporate activity linked to companies in this landscape.
BoldVoice, an accent training app for non-native English speakers, has raised $21M in Series A funding led by Matrix.
Newsela acquired Schoolytics
Parallel Learning has now raised a total of $48.9M in total equity funding and is backed by Rethink Impact and Valspring Capital.
Kaltura has agreed to acquire eSelf (Snaps AI) in a transaction reported at ~US$27 million.
DataCamp, the leading online learning platform for data and AI skill development, announced today the acquisition of Dubai-based Optima, an AI-native learning platform focused on advancing data and AI education.
WisdomTree, Inc. , a global financial innovator, announced a $2.5 million strategic minority investment in AlphaBeta ETF Ltd (“AlphaBeta”), an Israeli fintech company focused on quantitative and AI-first investment strategies.
Boost My School, an edtech startup transforming how K-12 schools raise money, secured $10 million in fresh funding to expand its all-in-one fundraising platform.
Clockout has raised $2 million to accelerate its mission of bringing earned wage access to the heart of community banking. The round was led by Cofounders Capital, which contributed $1 million and will take a board seat. Other investors include Porch Ventures, One Six One Ventures, Market Square Ventures, and Launch Tennessee.
Classover partnered with Solana Growth Ventures to manage the $500 million convertible notes offering.
There’s Odyssey, which raised $27 million and is going after entertainment use cases.
Top 9 categories among 85 recorded events in the 24-month window.
6 tracked people moves
Appointment Chief Customer Officer
Appointment Chief Product Officer
Appointment Chief Production Officer
Appointment Chief Revenue Officer
Appointment Director of Technology Division
Appointment Chief Human Resources Officer
Products, platforms and features in the recorded window
AI Tutor
AI-powered support reasoning and autonomous workflow platform
1 companies with reported reductions
70 roles
Reported company results in the recorded window.
Median across 11 reported growth observations; companies may contribute multiple periods.
Company-linked deal reports; status is preserved as recorded.
| Acquirer → target | Status | Date | Value / context |
|---|---|---|---|
| Newsela→schoolytics | Announced | 2026-01-22 | Not stated in snapshot |
| xai→Hotshot ↗ | Announced | 2025-12-31 | Not stated in snapshot |
| kaltura→eSelf (Snaps AI) | Announced | 2025-12-08 | $27.0M |
| kaltura→eSelf.ai | Announced | 2025-11-13 | $14.0M |
| DataCamp→optima | Announced | 2025-11-11 | $15.0M |
| algert global→kaltura ↗ | Announced | 2025-08-26 | $69.0K |
A discussion or rumour is not a completed transaction. An unstated value is not zero.
1,435 postings in the preceding 12 months. The full 2,191-posting snapshot covers 91 employers.
145 tracked postings mention remote work.
727 postings specify a level.
Top skills across 2,191 tracked postings in the available jobs snapshot.
Median across 192 postings with pay data, expressed in USD.
Advertised posting medians do not describe all employees or roles.
| Company | Employees |
|---|---|
| Magic Software ↗ | 1,031 |
| kaltura ↗ | 768 |
| Newsela ↗ | 535 |
| Rethink ↗ | 400 |
| Brainfuse ↗ | 337 |
| Elite Editing ↗ | 236 |
| PowerMyLearning ↗ | 130 |
| Classover ↗ | 109 |
455 founders and chief executives across 326 companies.
Carnegie Learning, ex-National Alliance For Public Charter Schools, ex-Renaissance Learning, Princeton University, 1981
The States Project, Assembled Brands Group, Co-Founder General Assembly. Columbia College, Columbia University BA 2007
Ex- Hot Potato, Behance
Ex-Payfone. Pomona College 2017, Columbia University in the City of New York 2019
Ex- Co-Founder ClassPulse, New Bridge Mandarin School. Georgetown University, East China Normal University
ex-Founder Karaj, Co-founderThe Open Hardware Summit, Eyebeam American University of Beirut BEng 2004, MIT MS 2006
Ex-Techstars, BNP Paribas, KBC Financial Products. University of Pennsylvania BAS 2002, The Wharton School MBA 2010
Climb Credit, ex-Future Finance Loan, ex-Standard Chartered Bank, New York University - Leonard N. Stern School of Business, 1996
Ex- Co-Founder Syrch, PJT Partners, The Aspen Institute. Georgetown University BS
Ex-Managing Director-Havas, PrepReps · The Wharton School BS 2021
Ex-APDS, Achievement First, AdvancePath Academics, NewSchools Venture Fund. Yale University BA, Harvard Business School MBA
Ex-SoFi, Consumer Financial Protection Bureau, The White House. Yale University MBA 2017
110 profiles with education records.
22 profiles with prior-work records.
Profiles cover recorded founders and leaders; contact details remain in Radar.
7,570 articles in the measured 12-month window.
Edtech coverage tagged New York City · articles per complete quarter
| Quarter | Articles |
|---|---|
| 2021Q2 | 1,424 |
| 2021Q3 | 1,696 |
| 2021Q4 | 1,394 |
| 2022Q1 | 1,747 |
| 2022Q2 | 1,503 |
| 2022Q3 | 1,315 |
| 2022Q4 | 1,325 |
| 2023Q1 | 1,575 |
| 2023Q2 | 1,762 |
| 2023Q3 | 1,683 |
| 2023Q4 | 1,535 |
| 2024Q1 | 2,332 |
| 2024Q2 | 1,853 |
| 2024Q3 | 1,596 |
| 2024Q4 | 1,595 |
| 2025Q1 | 2,061 |
| 2025Q2 | 1,416 |
| 2025Q3 | 2,787 |
| 2025Q4 | 1,530 |
| 2026Q1 | 2,192 |
Article volume measures coverage, not market sales.
121 recorded company events across 23 companies; percentages use that event total.
Edtech 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 |
|---|---|---|---|
| athletic programs | 2,186 | 1,527 | 43% |
| cloud infrastructure | 1,567 | 969 | 62% |
| school closures | 1,207 | 837 | 44% |
| recreational sports programs | 1,146 | 374 | 206% |
| ncaa updates | 1,101 | 716 | 54% |
| mass shooting | 930 | 637 | 46% |
| green data centers | 772 | 514 | 50% |
| educational apps k-12 | 697 | 479 | 46% |
| new gadgets | 663 | 455 | 46% |
| performance-based assessments | 625 | 380 | 64% |
| youth basketball divisions | 525 | 811 | -35% |
| school basketball programs | 509 | 782 | -35% |
| youth basketball tournaments | 453 | 715 | -37% |
| ymca basketball leagues | 390 | 637 | -39% |
| christmas light shows | 316 | 598 | -47% |
United States comparison coverage
ai regulation compliance, responsible ai, ai research
52.1% critical · 36.8% positiveschool funding battles, education reform, budget prioritization education
43.2% critical · 34.4% positiveai hardware, dc fast-charging deployment, ai research
48.4% critical · 49.5% positiveEdtech 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% | 37.4% |
| Problem-identifying | 16.4% | 9.3% |
| Descriptive | 14.5% | 17.7% |
| Breakthrough | 10.9% | 26.3% |
| Cautionary | 8.6% | 4.5% |
| Comparative | 3.2% | 3.7% |
| Critical | 1.1% | 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 & 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 | 5 | 0.13% | 2 (40.0%) | 0.1% |
| 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%) | 0.05% |
| 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.
Compare demand signals in New York City’s newsflow with the edtech categories mapped to each signal.
Signal percentile − supply percentile = gap in percentile points. Positive gaps highlight questions to investigate. A high signal can reflect spending pressure or access friction, as well as potential demand.
The comparison is relative to the signal families on this page. A supply percentile of zero means the lowest relative reading, not zero companies. It is a prioritisation clue, not measured market size or unmet demand.
Signal and mapped-supply percentiles, their gap, and change in the signal’s article share.
Swipe horizontally to compare all columns →
| Signal family | Signal percentile | Supply percentile | Relative gap | Gap (points) | Signal share vs prior year |
|---|---|---|---|---|---|
| Tech workforce shifts ↗Spending Pressure | 75.0 | 50.0 | +25.0 | +22.5% | |
| Curriculum & schools ↗Demand Driver | 12.5 | 0.0 | +12.5 | +12.3% | |
| Education costs & student debt ↗Spending Pressure | 75.0 | 75.0 | +0.0 | +48.6% | |
| Data & privacy regulation ↗Compliance Pressure | 25.0 | 25.0 | +0.0 | +21.3% | |
| Layoffs & income shocks ↗Spending Pressure | 62.5 | 100.0 | -37.5 | +20.6% |
Showing all 5 signals. Select a family for its history and mapped categories.
All 12 city readings for these demand families in the comparison geography. New York City is highlighted.
Each city’s reading is a share of its own coverage. Rows cover all of the United States for this page's signal families; New York City is marked.
Layoffs & income shocks · Tech workforce shifts · Education costs & student debt
Layoffs & income shocks · Tech workforce shifts · Education costs & student debt
Tech workforce shifts · Layoffs & income shocks · Curriculum & schools
Layoffs & income shocks · Tech workforce shifts · Education costs & student debt
Layoffs & income shocks · Tech workforce shifts · Education costs & student debt
Tech workforce shifts · Layoffs & income shocks · Data & privacy regulation
Tech workforce shifts · Layoffs & income shocks · Education costs & student debt
Layoffs & income shocks · Tech workforce shifts · Education costs & student debt
Layoffs & income shocks · Tech workforce shifts · Curriculum & schools
Layoffs & income shocks · Tech workforce shifts · Education costs & student debt
Layoffs & income shocks · Tech workforce shifts · Education costs & student debt
Layoffs & income shocks · Tech workforce shifts · Education costs & student debt
Hiring, visa and layoff cycles can resize teams — per-seat budgets tend to follow.
Companies can appear in multiple categories; these counts are not a unique-company total.
Mentions per 10,000 articles · zero baseline
| Quarter | Mentions | Per 10,000 articles |
|---|---|---|
| 2024Q3 | 56 | 7.04 |
| 2024Q4 | 127 | 15.32 |
| 2025Q1 | 151 | 15.07 |
| 2025Q2 | 77 | 8.83 |
| 2025Q3 | 312 | 12.67 |
| 2025Q4 | 196 | 23.52 |
| 2026Q1 | 115 | 12.94 |
Curriculum change can pull classroom content and tooling demand behind it.
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 | 34 | 4.28 |
| 2024Q4 | 21 | 2.53 |
| 2025Q1 | 31 | 3.09 |
| 2025Q2 | 33 | 3.79 |
| 2025Q3 | 92 | 3.73 |
| 2025Q4 | 26 | 3.12 |
| 2026Q1 | 37 | 4.16 |
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 | 58 | 7.3 |
| 2024Q4 | 20 | 2.41 |
| 2025Q1 | 51 | 5.09 |
| 2025Q2 | 150 | 17.21 |
| 2025Q3 | 203 | 8.24 |
| 2025Q4 | 91 | 10.92 |
| 2026Q1 | 63 | 7.09 |
Privacy rules can land as engineering requirements — consent, data handling and audit tooling follow.
Companies can appear in multiple categories; these counts are not a unique-company total.
Mentions per 10,000 articles · zero baseline
| Quarter | Mentions | Per 10,000 articles |
|---|---|---|
| 2024Q3 | 6 | 0.75 |
| 2024Q4 | 12 | 1.45 |
| 2025Q1 | 28 | 2.79 |
| 2025Q2 | 4 | 0.46 |
| 2025Q3 | 49 | 1.99 |
| 2025Q4 | 8 | 0.96 |
| 2026Q1 | 21 | 2.36 |
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 | 123 | 15.47 |
| 2024Q4 | 163 | 19.67 |
| 2025Q1 | 197 | 19.66 |
| 2025Q2 | 126 | 14.45 |
| 2025Q3 | 394 | 16.0 |
| 2025Q4 | 283 | 33.97 |
| 2026Q1 | 179 | 20.14 |
New York City edtech coverage
Frontiers in Public Health
104 citations in the snapshot
Journal of School Violence
30 citations in the snapshot
Canadian Respiratory Journal
29 citations in the snapshot
International Studies in Sociology of Education
24 citations in the snapshot
New York City coverage of this page's demand families
| Keyword | Recent articles | Prior articles | Share change |
|---|---|---|---|
| loan consolidation repayment | 62 | 28 | 54.4% |
| college fees | 102 | 62 | 14.7% |
| tuition rates | 74 | 45 | 14.6% |
| federal teacher forgiveness | 42 | 26 | 12.6% |
| educational costs | 58 | 39 | 3.7% |
| student loans | 53 | 37 | -0.1% |
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: 31 August 2026. Funding is recorded in USD; filed accounts retain their stated currency and reporting basis. Each section identifies its own coverage. The news and research behind these sections is explorable in Prism.
Canonical landscape ↗