Industry landscapes
The companies, capital and talent shaping school and campus software in the United States. 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.
210 of 3,680 tracked companies have open roles.
757 of 3,680 tracked companies have a recorded round.
Share of disclosed capital received by the three largest recorded recipients.
Midpoint of 908 rounds with a disclosed amount.
Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 12.3% of disclosed capital, while 79.4% 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 | $605.95M | 147 | 114 |
| 2017 | $373.96M | 176 | 97 |
| 2018 | $671.05M | 175 | 101 |
| 2019 | $660.78M | 160 | 88 |
| 2020 | $648.81M | 207 | 80 |
| 2021 | $2.27B | 170 | 93 |
| 2022 | $1.02B | 147 | 66 |
| 2023 | $935.11M | 153 | 58 |
| 2024 | $490.62M | 104 | 41 |
| 2025 | $468.49M | 44 | 45 |
Share of all disclosed company funding.
1,098 recorded rounds since 2016
Recorded participation in school and campus software company rounds since 2016.
Backed by .
Backed by Blackbaud.
Backed by .
Backed by Stand Together Ventures Lab.
Backed by Rethink Impact and GingerBread Capital and others.
Backed by .
Backed by ADATA Technology.
Backed by Ohio Department of Development.
Backed by Tiger Global Management and insightsoftware and others.
Participating investors were not recorded in this snapshot.
Backed by Spectrum Equity and The Rise Fund.
Backed by Tiger Global Management.
Backed by Insight Partners and StepStone Group and others.
Backed by PSG.
Participating investors were not recorded in this snapshot.
Backed by Tencent.
Backed by Dragoneer Investment Group.
Backed by K1 Investment Management.
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 5 eligible matches.
Sum of reporting-entity revenue; not the United States 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 |
|---|---|---|---|---|---|
| WishList Member ↗1086222 | $4,208.2m | $452.0m | +10.7% | — | — |
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 the United States companies on this page show up online: the sites people visit, the apps they install, and how often those apps ship.
176 of the 3,513 companies on this page carry a measured traffic record (5%); these are the largest of those, by monthly visits. The median among them is 301,300 visits.
| Company | Monthly visits | Authority | Mobile |
|---|---|---|---|
| Instructureinstructure.com | 249,806,883 | 71 | 13.1% |
| Cleverclever.com | 55,221,170 | 76 | 18.9% |
| Schoologyschoology.com | 37,661,021 | 62 | 17.1% |
| PowerSchoolpowerschool.com | 33,826,089 | 67 | 32.6% |
| Gumroadgumroad.com | 26,491,901 | 55 | 46.8% |
| Waygroundwayground.com | 23,746,291 | 75 | 52.2% |
| Wheelwheelofnames.com | 22,525,170 | 70 | 53.5% |
| Turnitinturnitin.com | 14,532,360 | 70 | 15.8% |
| EBSCO Information Servicesebsco.com | 12,816,614 | 85 | 21.6% |
| Focus School Softwarefocusschoolsoftware.com | 11,840,914 | 62 | 69.2% |
Visits and authority are third-party web estimates, not company-reported figures.
536 of these companies (15.3%) publish at least one Android app — 6,777 apps in all, carrying 464.1M installs between them.
| App | Installs | Rating | Store category |
|---|---|---|---|
| Pinkfong Baby Shark: Kid GamesPinkfong | 55.7M | 3.4 | Education |
| ClassDojoClassDojo | 51.5M | 4.8 | Education |
| Pinkfong Baby Shark Phone GamePinkfong | 31.4M | 3.3 | Education |
| Remind: School CommunicationRemind | 30.4M | 4.3 | Education |
| Canvas By InstructureCanvas LMS | 24.7M | 4.5 | Education |
| WaygroundQuizizz | 21.3M | 4.7 | Education |
| Baby Shark Kids Songs&StoriesPinkfong | 15.6M | 4.1 | Education |
| Epic: Kids\' Books & ReadingEpic | 13.6M | 3.9 | Education |
| Speechify – Text to SpeechSpeechify | 13.2M | 4.1 | Productivity |
| SchoologySchoology | 10.7M | 1.8 | 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 |
|---|---|---|---|---|
| K-12 Edtech | 6,319 | 252M | ClassDojo 51.5M | |
| Higher Education Tech | 573 | 121.7M | Canvas By Instructure 24.7M | |
| Social Platforms | 85 | 57.2M | Zigazoo 3.4M | |
| Enterprise Resource Planning | 327 | 30.2M | PowerSchool Mobile 10.4M | |
| Assistive Tech | 44 | 13.9M | Speechify – Text to Speech 13.2M | |
| Artificial Intelligence | 9 | 13.5M | Jungle: AI Flashcards & Quiz 226.9K | |
| Generative Ai | 2 | 13.2M | Merlyn Companion 39 | |
| Continued Learning | 367 | 10M | Kajabi 2.7M |
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. 6,728 of 6,777 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.
208 companies hiring · $12.04B disclosed funding
Explore in RadarCommon revenue models; a company can use more than one.
Recorded corporate activity linked to companies in this landscape.
Mimir acquires PayEx platform from Swedbank.
Apogee Acquisition Corp announced the closing of its initial public offering of 17,250,000 units at a price of $10.00 per unit on April 8, 2026, which included the full exercise by the underwriters of their overallotment option to purchase an additional 2,250,000 units. Total gross proceeds from the offering were $172,500,000 before deducting underwriting discounts and commissions and other offering expenses payable by the Company.
Symplicity Corp, a portfolio company of HIG Capital, has been acquired by Volaris Group, an operating group of Constellation Software.
Instructure Holdings, Inc. today announced the launch of the roadshow for its initial public offering of 12,500,000 shares of its common stock.
Concourse – $12.0M
TrueLeap Inc., a Houston-based knowledge infrastructure and last-mile technology company, today announced the close of its oversubscribed $3.3 million Seed Round, led by Joe Swinbank Family Limited Partnership, with participation from additional strategic partners.
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.
Travelsoft has announced the acquisition of proQuest Computersysteme GmbH.
Otus has acquired MindPrint Learning, a K-12 cognitive assessment software specialist, to expand its education technology offerings.
Top 10 categories among 291 recorded events in the 24-month window.
6 companies with recorded IPO activity
IPO · NASDAQ6 reports
IPO · Nasdaq Stock Market LLC1 reports
IPO · New York Stock Exchange (NYSE)2 reports
IPO · South Korean stock market5 reports
IPO · South Korea’s secondary stock market2 reports
IPO · Nasdaq2 reports
33 tracked people moves
Appointment Chief Commercial Officer
Appointment Board of Directors
Appointment Operating Advisor
Appointment Chief Production Officer
Appointment Independent Non-Executive Director
Appointment Chief Revenue Officer
Appointment Chief Technology Officer
Appointment Chief Executive Officer
Products, platforms and features in the recorded window
8 recorded customer wins
14 recorded events
2 tracked suits
Securities Exchange Act violations related to secondary offering and mergerClass Action · Filed
securities fraudSecurities Fraud · Filed
Reported company results in the recorded window.
Median across 29 reported growth observations; companies may contribute multiple periods.
Company-linked deal reports; status is preserved as recorded.
| Acquirer → target | Status | Date | Value / context |
|---|---|---|---|
| playon sports→rSchoolToday ↗ | Announced | 2026-04-20 | Not stated in snapshot |
| Mimir→payex | Announced | 2026-04-09 | Not stated in snapshot |
| HIG Capital→Symplicity ↗ | Completed | 2026-02-16 | Not stated in snapshot |
| volaris group→Symplicity ↗ | Announced | 2026-02-16 | Not stated in snapshot |
| newsela→Schoolytics ↗ | Announced | 2026-01-22 | Not stated in snapshot |
| travelsoft→ProQuest ↗ | Announced | 2025-12-15 | Not stated in snapshot |
A discussion or rumour is not a completed transaction. An unstated value is not zero.
8,646 postings in the preceding 12 months. The full 11,417-posting snapshot covers 308 employers.
489 tracked postings mention remote work.
3,065 postings specify a level.
Top skills across 11,417 tracked postings in the available jobs snapshot.
Median across 598 postings with pay data, expressed in USD.
Advertised posting medians do not describe all employees or roles.
| Company | Employees |
|---|---|
| Ilumno ↗ | 5,001 |
| 2U ↗ | 2,364 |
| Vertex Education ↗ | 1,024 |
| Skyward ↗ | 631 |
| Infinite Campus ↗ | 543 |
| Jenzabar ↗ | 461 |
| Faria ↗ | 419 |
| Brightwheel ↗ | 404 |
1,684 founders and chief executives across 1,260 companies.
Ex-Foremost Trading, Binary Trading, OTC Innovations, Centrocom. Biola University BS 1999
CEO-Cengage · Ex-CEO-Talkspace, CEO-Elsevier, Bertelsmann · Columbia Business School MBA 1989
Ex-The Princeton Review, Tutor.com, Kaplan, Goldman, Sachs. Georgetown University BS 1998, Harvard Business School MBA 2005
Ex-MD Pearson, Strayer Education, Capital One, McKinsey. Leiden University MS, Harvard University PhD 1996
Ex-Microsoft, LucasArts, Electronic Arts, DreamWorks Interactive, Atomic Imaging, Day One Studios…
Classdojo, ex-Durham University, ex-Jagex, University of Durham, 2008
Forbes Technology Council, ex-UC Merced, NetFile. University of California Merced BS
Element451, ex-Spark451, ex-Nyu Tandon School Of Engineering, New York University, 2010
Ex-PrecisionHawk, Founder SocialRadar, Blackboard, KPMG. American University BS 1994, Georgetown University McDonough School of Business MBA 1995
Carnegie Learning, ex-National Alliance For Public Charter Schools, ex-Renaissance Learning, Princeton University, 1981
Ex-Trivest Partners, Kony, HP, Hewlett Packard, Lexmark, NCR, AT&T. Stetson University BBA 1982, MBA 1985
Ex-Payfone. Pomona College 2017, Columbia University in the City of New York 2019
283 profiles with education records.
67 profiles with prior-work records.
Profiles cover recorded founders and leaders; contact details remain in Radar.
356,336 articles in the measured 12-month window.
School and Campus Software coverage across United States · articles per complete quarter
| Quarter | Articles |
|---|---|
| 2021Q2 | 63,537 |
| 2021Q3 | 73,437 |
| 2021Q4 | 62,924 |
| 2022Q1 | 71,740 |
| 2022Q2 | 66,199 |
| 2022Q3 | 63,550 |
| 2022Q4 | 62,825 |
| 2023Q1 | 73,434 |
| 2023Q2 | 84,604 |
| 2023Q3 | 71,517 |
| 2023Q4 | 73,466 |
| 2024Q1 | 85,476 |
| 2024Q2 | 81,804 |
| 2024Q3 | 84,391 |
| 2024Q4 | 77,325 |
| 2025Q1 | 106,517 |
| 2025Q2 | 73,527 |
| 2025Q3 | 124,784 |
| 2025Q4 | 68,523 |
| 2026Q1 | 112,464 |
Article volume measures coverage, not market sales.
440 recorded company events across 71 companies; percentages use that event total.
School and Campus Software coverage across United States · ranked by full-period article count.
Recent and prior counts use the source comparison windows.
School and Campus Software coverage across United States
| 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% |
School and Campus Software coverage across United States
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% positiveSchool and Campus Software coverage across United States. 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 | 239.3 |
| 2023 | 235.6 |
| 2024 | 228.3 |
| 2025 | 309.3 |
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 | 382.4 |
| 2023 | 370.3 |
| 2024 | 343.0 |
| 2025 | 408.7 |
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 | 283.9 |
| 2023 | 209.3 |
| 2024 | 146.1 |
| 2025 | 139.8 |
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 | 1311.4 |
| 2023 | 1290.9 |
| 2024 | 973.6 |
| 2025 | 523.7 |
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 | 68.2 |
| 2023 | 74.2 |
| 2024 | 71.1 |
| 2025 | 136.6 |
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 | 89.8 |
| 2023 | 83.9 |
| 2024 | 63.2 |
| 2025 | 82.1 |
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 | 62.5 |
| 2023 | 72.2 |
| 2024 | 73.9 |
| 2025 | 136.2 |
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 | 413.1 |
| 2023 | 434.3 |
| 2024 | 393.9 |
| 2025 | 540.4 |
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 | 1329.0 |
| 2023 | 1305.3 |
| 2024 | 986.4 |
| 2025 | 545.1 |
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 | 78.4 |
| 2023 | 80.1 |
| 2024 | 72.5 |
| 2025 | 84.5 |
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 | 238.7 |
| 2023 | 244.2 |
| 2024 | 252.7 |
| 2025 | 353.5 |
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 | 2176.6 |
| 2023 | 2109.3 |
| 2024 | 1983.4 |
| 2025 | 2118.9 |
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 | 5.3 |
| 2023 | 7.3 |
| 2024 | 8.8 |
| 2025 | 10.7 |
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 | 14.5 |
| 2023 | 28.1 |
| 2024 | 45.7 |
| 2025 | 100.7 |
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 | 183.6 |
| 2023 | 173.9 |
| 2024 | 157.2 |
| 2025 | 223.8 |
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 | 37.5 |
| 2023 | 61.5 |
| 2024 | 95.7 |
| 2025 | 193.7 |
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 | 1323.2 |
| 2023 | 1302.1 |
| 2024 | 983.6 |
| 2025 | 534.7 |
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 | 382.4 |
| 2023 | 370.3 |
| 2024 | 343.0 |
| 2025 | 408.7 |
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 | 18.1 |
| 2023 | 20.7 |
| 2024 | 16.8 |
| 2025 | 35.9 |
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 | 89.8 |
| 2023 | 90.4 |
| 2024 | 78.4 |
| 2025 | 78.1 |
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 | 89.7 |
| 2023 | 94.9 |
| 2024 | 87.8 |
| 2025 | 97.1 |
Orientation shares compared with 25,000 papers in the reference sample.
| Research orientation | This field | Reference sample |
|---|---|---|
| Promising | 45.3% | 37.5% |
| Problem-identifying | 16.4% | 9.7% |
| Descriptive | 14.5% | 17.0% |
| Breakthrough | 10.9% | 26.3% |
| Cautionary | 8.6% | 4.4% |
| Comparative | 3.2% | 4.0% |
| Critical | 1.1% | 1.1% |
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 the United States’s newsflow with the school and campus software 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 |
|---|---|---|---|---|---|
| Data & privacy regulation ↗Compliance Pressure | 35.7 | 0.0 | +35.7 | +55.4% | |
| Education costs & student debt ↗Spending Pressure | 71.4 | 75.0 | -3.6 | +59.0% | |
| Online learning ↗Channel Shift | 35.7 | 75.0 | -39.3 | +56.0% | |
| Curriculum & schools ↗Demand Driver | 35.7 | — | No matching category | — | +54.7% |
| Exams & admissions ↗Demand Driver | 7.1 | — | No matching category | — | +23.2% |
| Skills & vocational training ↗Demand Driver | 42.9 | — | No matching category | — | +66.0% |
| Tech workforce shifts ↗Spending Pressure | 92.9 | — | No matching category | — | +78.1% |
| Layoffs & income shocks ↗Spending Pressure | 78.6 | — | No matching category | — | +57.7% |
Showing all 8 signals. Select a family for its history and mapped categories.
All 12 city readings for these demand families in the comparison geography. the United States is highlighted.
Each city’s reading is a share of its own coverage.
Education costs & student debt · Online learning · Curriculum & schools
Layoffs & income shocks · Tech workforce shifts · Education costs & student debt
Tech workforce shifts · Education costs & student debt · Curriculum & schools
Education costs & student debt · Layoffs & income shocks · Tech workforce shifts
Layoffs & income shocks · Tech workforce shifts · Education costs & student debt
Layoffs & income shocks · Tech workforce shifts · Education costs & student debt
Curriculum & schools · Layoffs & income shocks · Education costs & student debt
Layoffs & income shocks · Tech workforce shifts · Education costs & student debt
Education costs & student debt · Layoffs & income shocks · Tech workforce shifts
Layoffs & income shocks · Tech workforce shifts · Curriculum & schools
Layoffs & income shocks · Education costs & student debt · Tech workforce shifts
Education costs & student debt · Layoffs & income shocks · Tech workforce shifts
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 | 269 | 1.58 |
| 2024Q4 | 214 | 1.21 |
| 2025Q1 | 619 | 2.47 |
| 2025Q2 | 307 | 1.93 |
| 2025Q3 | 614 | 2.25 |
| 2025Q4 | 416 | 3.45 |
| 2026Q1 | 527 | 3.65 |
| 2026Q2 | 220 | 2.86 |
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 | 1240 | 7.28 |
| 2024Q4 | 1081 | 6.1 |
| 2025Q1 | 1216 | 4.86 |
| 2025Q2 | 1826 | 11.46 |
| 2025Q3 | 3864 | 14.18 |
| 2025Q4 | 1367 | 11.33 |
| 2026Q1 | 1074 | 7.44 |
| 2026Q2 | 614 | 7.98 |
Online adoption can migrate learning to platforms faster than institutions adapt.
Companies can appear in multiple categories; these counts are not a unique-company total.
Mentions per 10,000 articles · zero baseline
| Quarter | Mentions | Per 10,000 articles |
|---|---|---|
| 2024Q3 | 270 | 1.58 |
| 2024Q4 | 214 | 1.21 |
| 2025Q1 | 336 | 1.34 |
| 2025Q2 | 240 | 1.51 |
| 2025Q3 | 344 | 1.26 |
| 2025Q4 | 259 | 2.15 |
| 2026Q1 | 468 | 3.24 |
| 2026Q2 | 271 | 3.52 |
Curriculum change can pull classroom content and tooling demand behind it.
This signal has no matching category in the page’s school and campus software market map, so no supply percentile or gap is assigned.
Mentions per 10,000 articles · zero baseline
| Quarter | Mentions | Per 10,000 articles |
|---|---|---|
| 2024Q3 | 841 | 4.93 |
| 2024Q4 | 760 | 4.29 |
| 2025Q1 | 993 | 3.97 |
| 2025Q2 | 884 | 5.55 |
| 2025Q3 | 2086 | 7.65 |
| 2025Q4 | 655 | 5.43 |
| 2026Q1 | 987 | 6.84 |
| 2026Q2 | 638 | 8.29 |
Exam and admissions pressure can pull prep, tutoring and assessment demand.
This signal has no matching category in the page’s school and campus software market map, so no supply percentile or gap is assigned.
Mentions per 10,000 articles · zero baseline
| Quarter | Mentions | Per 10,000 articles |
|---|---|---|
| 2024Q3 | 93 | 0.55 |
| 2024Q4 | 55 | 0.31 |
| 2025Q1 | 91 | 0.36 |
| 2025Q2 | 68 | 0.43 |
| 2025Q3 | 115 | 0.42 |
| 2025Q4 | 86 | 0.71 |
| 2026Q1 | 81 | 0.56 |
| 2026Q2 | 25 | 0.32 |
Skill gaps can pull vocational and upskilling demand faster than degrees adjust.
This signal has no matching category in the page’s school and campus software market map, so no supply percentile or gap is assigned.
Mentions per 10,000 articles · zero baseline
| Quarter | Mentions | Per 10,000 articles |
|---|---|---|
| 2024Q3 | 47 | 0.28 |
| 2024Q4 | 48 | 0.27 |
| 2025Q1 | 80 | 0.32 |
| 2025Q2 | 44 | 0.28 |
| 2025Q3 | 75 | 0.28 |
| 2025Q4 | 89 | 0.74 |
| 2026Q1 | 94 | 0.65 |
| 2026Q2 | 37 | 0.48 |
Hiring, visa and layoff cycles can resize teams — per-seat budgets tend to follow.
This signal has no matching category in the page’s school and campus software market map, so no supply percentile or gap is assigned.
Mentions per 10,000 articles · zero baseline
| Quarter | Mentions | Per 10,000 articles |
|---|---|---|
| 2024Q3 | 1491 | 8.75 |
| 2024Q4 | 2000 | 11.28 |
| 2025Q1 | 2604 | 10.41 |
| 2025Q2 | 1895 | 11.89 |
| 2025Q3 | 5195 | 19.06 |
| 2025Q4 | 2341 | 19.4 |
| 2026Q1 | 2544 | 17.62 |
| 2026Q2 | 1468 | 19.07 |
Layoff cycles can pull discretionary spend back toward value offerings.
This signal has no matching category in the page’s school and campus software market map, so no supply percentile or gap is assigned.
Mentions per 10,000 articles · zero baseline
| Quarter | Mentions | Per 10,000 articles |
|---|---|---|
| 2024Q3 | 2692 | 15.79 |
| 2024Q4 | 2657 | 14.98 |
| 2025Q1 | 3457 | 13.81 |
| 2025Q2 | 3055 | 19.17 |
| 2025Q3 | 6687 | 24.54 |
| 2025Q4 | 3761 | 31.16 |
| 2026Q1 | 2843 | 19.69 |
| 2026Q2 | 1885 | 24.49 |
the United States school and campus software coverage
JMIR Medical Education
1,935 citations in the snapshot
Computers and Education Artificial Intelligence
564 citations in the snapshot
MMWR Morbidity and Mortality Weekly Report
478 citations in the snapshot
MMWR Morbidity and Mortality Weekly Report
458 citations in the snapshot
the United States coverage of this page's demand families
| Keyword | Recent articles | Prior articles | Share change |
|---|---|---|---|
| post-covid online education | 62 | 20 | 282.1% |
| grants | 107 | 41 | 221.6% |
| university reputation | 87 | 34 | 215.4% |
| academic prestige | 66 | 27 | 201.3% |
| arts integration high school | 77 | 32 | 196.6% |
| cyber laws | 118 | 50 | 190.9% |
Share changes describe coverage in the stated comparison periods, not search demand or market size.
Company counts, hiring and disclosed funding across the recorded hubs.
27.9% across the displayed hubs
9 companies hiring · $1.2B disclosed funding
Explore companies in New York City ↗23.4% across the displayed hubs
17 companies hiring · $1.6B disclosed funding
Explore companies in San Francisco ↗
10.5% across the displayed hubs
6 companies hiring · $128.2M disclosed funding
Explore companies in Austin ↗9.1% across the displayed hubs
4 companies hiring · $264.0M disclosed funding
Explore companies in Los Angeles ↗
9.1% across the displayed hubs
9 companies hiring · $600.9M disclosed funding
Explore companies in Boston ↗
8.1% across the displayed hubs
5 companies hiring · $48.0M disclosed funding
Explore companies in Chicago ↗
6.2% across the displayed hubs
2 companies hiring · $108.6M disclosed funding
Explore companies in Atlanta ↗
5.7% across the displayed hubs
4 companies hiring · $19.6M disclosed funding
Explore companies in Dallas ↗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: 30 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 ↗