Radar · Industry landscape · the United States
School and Campus Software Landscape of the United States 3,680 School and Campus Software companies in the United States, in one picture: who is hiring, who is raising money, who founded them, where they are based, what the news is about, which skills employers want and where the research is going. Updated August 2026.
3,680 companies tracked
$12.1B disclosed funding
210 hiring right now
291 events · 24 months
356,336 news articles · 12 months
Who leads School and Campus Software in the United States Shows 3,680 tracked companies, highlighting the top hiring firms, best-funded firms, and the number currently hiring (210) and funded (661).
Radar
See all 3,680 School and Campus Software companies in the United States
Filter by funding, headcount, hiring and location, and export the list.
How the School and Campus Software ecosystem in the United States grew, 2016–2025 Shows the yearly count of new companies, with a peak of 207 founded in 2020 and 44 founded in 2025.
Companies founded / year
new School and Campus Software companies in the United States
2016: 147 2017: 176 2018: 175 2019: 160 2020: 207 2021: 170 2022: 147 2023: 153 2024: 104 2025: 44 2016 2025
peak 207 in 2020
Companies raising / year
with a disclosed round that year
2016 2025
peak 114 in 2016
Disclosed funding / year
sum of disclosed rounds (USD)
2016: 605,952,013 2017: 373,956,091 2018: 671,050,802 2019: 660,779,315 2020: 648,813,740 2021: 2,274,560,368 2022: 1,019,317,340 2023: 935,111,390 2024: 490,619,404 2025: 468,493,173 2016 2025
peak $2.3B in 2021
Where School and Campus Software companies in the United States are based Lists the cities with the most companies, led by New York City (221) and San Francisco (185).
→ Hub 01
New York City
221 School and Campus Software companies
28% of the School and Campus Software companies across these hubs
221 companies
$1.2B disclosed funding
9 hiring now
Hub 02
San Francisco
185 School and Campus Software companies
23% of the School and Campus Software companies across these hubs
185 companies
$1.6B disclosed funding
17 hiring now
Hub 03
Austin
83 School and Campus Software companies
10% of the School and Campus Software companies across these hubs
83 companies
$128.2M disclosed funding
6 hiring now
Hub 04
Los Angeles
72 School and Campus Software companies
9% of the School and Campus Software companies across these hubs
72 companies
$264M disclosed funding
4 hiring now
Hub 05
Boston
72 School and Campus Software companies
9% of the School and Campus Software companies across these hubs
72 companies
$600.9M disclosed funding
9 hiring now
Hub 06
Chicago
64 School and Campus Software companies
8% of the School and Campus Software companies across these hubs
64 companies
$48M disclosed funding
5 hiring now
Hub 07
Atlanta
49 School and Campus Software companies
6% of the School and Campus Software companies across these hubs
49 companies
$108.6M disclosed funding
2 hiring now
Hub 08
Dallas
45 School and Campus Software companies
6% of the School and Campus Software companies across these hubs
45 companies
$19.6M disclosed funding
4 hiring now
The School and Campus Software market map of the United States: what these companies actually do Breaks down product sub‑categories and revenue models, noting the largest sub‑categories (edtech, enterprise tech) and that subscription is the most common revenue model (3,201 companies).
Edtech 3,640 companies · $12B raised · 208 hiring Enterprise Tech 2,826 companies · $9.6B raised · 182 hiring Enterprise Software 1,629 companies · $4.4B raised · 95 hiring SaaS 1,531 companies · $5.2B raised · 91 hiring Consumer Digital 1,518 companies · $5.2B raised · 76 hiring Edtech SaaS 1,482 companies · $4.6B raised · 84 hiring Loneliness Economy 202 companies · $1.4B raised · 11 hiring Healthtech 151 companies · $992.5M raised · 11 hiring Kids Hobby Classes 69 companies · $85.5M raised · 7 hiring Marketplaces 63 companies · $151.1M raised · 5 hiring Artificial Intelligence 54 companies · $164.2M raised · 4 hiring Native AI in Education 54 companies · $164.2M raised · 4 hiring Monetization
How School and Campus Software companies make money How many companies earn revenue each way. Plenty use more than one model, so the counts add up to more than the sector.
Subscription 3,201
Advertising 403
Commission on Transaction 358
Fee-For-Service 268
E-Commerce - Service 212
E-Commerce - Product 130
Freemium 66
Sponsorship 39
Funding, M&A and the deals moving School and Campus Software in the United States Leadership 75 Earnings 52 Funding 37 M&A 36 Announcement 27 Product 17 Regulatory 14 IPO 11 Contracts 10 Jobs 4
M&A Mimir acquires PayEx platform from Swedbank. 2026-04-08 Funding 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. 2026-04-08 M&A Symplicity Corp, a portfolio company of HIG Capital, has been acquired by Volaris Group, an operating group of Constellation Software. 2026-02-16 IPO Instructure Holdings, Inc. today announced the launch of the roadshow for its initial public offering of 12,500,000 shares of its common stock. 2026-02-05 Funding Concourse – $12.0M 2026-02-02 Funding 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. 2026-01-28 M&A Newsela acquired Schoolytics 2026-01-22 Funding Parallel Learning has now raised a total of $48.9M in total equity funding and is backed by Rethink Impact and Valspring Capital. 2025-12-15 M&A Travelsoft has announced the acquisition of proQuest Computersysteme GmbH. 2025-12-15 M&A Otus has acquired MindPrint Learning, a K-12 cognitive assessment software specialist, to expand its education technology offerings. 2025-12-05 Mergers and acquisitions Deals from the last 24 months where a School and Campus Software company in the United States was the buyer or the one bought, newest first. “Undisclosed” means the price was never published — not that the deal was worth nothing.
Acquirer Target Deal value Status Date playon sportsrSchoolToday undisclosed Announced 2026-04-20 Mimir payexundisclosed Announced 2026-04-09 HIG Capital Symplicity undisclosed Completed 2026-02-16 volaris groupSymplicity undisclosed Announced 2026-02-16 newselaSchoolytics undisclosed Announced 2026-01-22 travelsoftProQuest undisclosed Announced 2025-12-15
Who is listing, hiring leaders, launching and winning work Details specific event types such as IPO filings, leadership changes, product launches, and contract wins.
Product launches
tracked launches · last 12 months
Earnings pulse
companies reporting results · last 24 months
9 companies reporting47 company-quarters trackedbeat 8 miss 5 in line 0
Half of these companies grew revenue faster than +4.6% , half slower.
Who is building School and Campus Software in the United States Profiles 1,684 founders and CEOs across 1,260 firms, showing top alma maters (Stanford 53) and prior employers (Google 17).
Founders and chief executives 12 of 1,684, from the best-funded companies on this page
→ Co-Founder & Co-CEO
Kenny Rueter
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
Chief Executive Officer
Kate Walker
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…
Co-founder & President
Liam Don
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
Co-Founder & CEO
Michael Chasen
repeat founder Ex-PrecisionHawk, Founder SocialRadar, Blackboard, KPMG. American University BS 1994, Georgetown University McDonough School of Business MBA 1995
Chief Executive Officer
John Katzman
Carnegie Learning, ex-National Alliance For Public Charter Schools, ex-Renaissance Learning, Princeton University, 1981
Chief Executive Officer
Bruce Dahlgren
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
Where the founders studied
alma mater on record for 283 of 1,684 founders
Stanford University 53
Harvard University 34
University of Pennsylvania 31
University of California (Berkeley) 22
Columbia University 20
Yale University 19
Harvard Business School 17
Massachusetts Institute of Technology 15
Where they worked before
a previous employer on record for 67 of 1,684 founders
Google 17
Microsoft 15
McKinsey 11
Amazon 8
Apple 5
Uber 5
Cisco 5
Salesforce 3
Founders flagged as repeat founders
of 1,472 founders with a profile on this page
14
carry a repeat-founder flag
flagged as repeat founders 14 no repeat-founder flag 1,458 Women and men among the founders
first names matched for 1,530 of 1,684 founders
23%
of matched founders are women
Inferred from first names, using 119 million people who state their own gender: a first name counts only where at least 20 of them share it and at least 90% of those share the same gender. The other 154 founders go in neither column.
Radar
Look up the people behind School and Campus Software companies in the United States
Search founders, executives and operators by company, role and location.
Who funds School and Campus Software in the United States Records 1,098 funding rounds since 2016 from 1,026 investors, with a typical round size of $1.5 million.
Stage mix · rounds since 2016
Seed & Angel 485
Series A–B 329
Series C+ / PE 81
Grants, debt & other 203
The typical round is $1.5M — half were bigger, half smaller.
The biggest School and Campus Software funding rounds in the United States Highlights the largest disclosed round—Kajabi’s $550 million Series A—and lists ten other large recent rounds.
Venture round sizes · 2023–2025
<$1M 35
$1–10M 69
$10–50M 21
$50–250M 5
>$250M 1
131 venture rounds with a disclosed amount in the window.
Fresh cheques · last 6 months
What the news says about School and Campus Software in the United States Counts 356,336 news articles in the last year, with most coverage on extracurricular activities, bullying prevention, college readiness, and wellness programs.
News volume
School and Campus Software coverage across United States · articles per quarter
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 2021Q2 2026Q1
peak 124,784 in 2025Q3 · 356,336 articles in the last 12 tracked months
Tone of coverage
share of articles by dominant sentiment (positive / neutral / negative )
2021 2023 2025
Positive-tone share moved 62% → 65%, negative 36% → 34% across 2021–2025.
What the coverage is about The subjects that dominate School and Campus Software news in United States. The arrow shows whether each one is being written about more or less than a year ago.
Extracurricular activities and clubs 54,876 →+1% Bullying prevention and school safety measures 44,118 ▲+28% High school college readiness initiatives 43,861 →-3% Physical education and wellness programs 34,719 →+8% Artificial intelligence advancements 32,181 ▲+31% Local school district updates and policies 31,000 ▲+60% Education system changes and school board decisions 27,330 ▲+45% College athletics news 26,397 ▲+14% School violence and campus assaults 25,871 ▲+22% Student leadership and government initiatives 24,358 →+8% Most-covered companies · last 12 months
181 School and Campus Software companies here were named in the news over this period.
Prism
Watch School and Campus Software coverage in United States as it happens
Prism follows these subjects story by story — which companies are named, what is said about them and how the tone moves.
Momentum
The words getting louder — and quieter Which terms are showing up in more stories than a year ago, and which are fading. The percentage is the change in how many articles mention them.
athletic programs+43% cloud infrastructure+62% school closures+44% recreational sports programs+206% ncaa updates+54% mass shooting+46% green data centers+50% educational apps k-12+46% new gadgets+46% performance-based assessments+64%
youth basketball divisions-35% school basketball programs-35% youth basketball tournaments-37% ymca basketball leagues-39% christmas light shows-47%
The pressures the press keeps returning to Three recurring angles in United States School and Campus Software coverage, and whether each is getting more attention year on year (through 2025).
Regulatory Risk ▲ rising
270,187 articles touch this dimension · 52.1% critical tone
2021 2025
signals: ai regulation compliance, responsible ai, ai research
Funding Momentum ▲ rising
113,016 articles touch this dimension · 43.2% critical tone
2021 2025
signals: school funding battles, education reform, budget prioritization education
Growth ▲ rising
67,105 articles touch this dimension · 48.4% critical tone
2021 2025
signals: ai hardware, dc fast-charging deployment, ai research
School and Campus Software jobs in the United States: who is hiring and what they ask for Lists 8,646 job postings from 308 employers in 12 months, noting common skills (HIPAA, injections) and a median advertised salary of $76 k per year.
8,646 postings · last 12 months
11,417 postings tracked overall
308 employers advertising
$76k median advertised salary/yr (n=598)
Demand
The Skills Employers Ask For What School and Campus Software employers in the United States put in their job ads. The bar is how many postings ask for it; the arrow shows whether demand grew or shrank against the year before.
hipaa 570 ▲ injections 542 ▲ wound care 540 ▲ catheters 540 ▲ infection control 444 ▲ infection control protocols 122 ▲ excel 73 ▲ sql 70 ▲ salesforce 56 ▲ python 55 ▲ What level are these roles?
Entry 82
Intern 56
Senior 903
Lead 705
Manager 1,319
What they pay, by level
Manager $105k/yr (n=122) Senior $112k/yr (n=33) Lead $40k/yr (n=60) Most advertised titles
Licensed Practical Nurse (Lpn) - Full Green Card Sponsorship 598 Registered Nurse (Rn) - Full Green Card Sponsorship 565 Lpn - Full Green Card Sponsorship 403 Account Executive 44 User Experience Designer 44 Ux Designer 41 57 School and Campus Software-relevant internships in India were advertised over the same 12 months.
What School and Campus Software research in the United States is working on Shows 4,451 U.S. papers, divided into 780 on common problems, 382 on cautions, and 2,502 on opportunities.
How this field talks about itself
United States-affiliated School and Campus Software papers (gold) against all published research (grey)
Promising 45.3% · 37.5% 1.2×
Problem-identifying 16.4% · 9.7% 1.7×
Descriptive 14.5% · 17.0% 0.9×
Breakthrough 10.9% · 26.3% 0.4×
Cautionary 8.6% · 4.4% 2.0×
Comparative 3.2% · 4.0% 0.8×
How the work is done
Empirical 53.4%
Methods-led 24.2%
Reviews 14.6%
Position pieces 6.5%
Theoretical 1.3%
How the research reads
97% positive · 1% neutral · 2% negative , across 4,451 papers.
The institutions doing the work · United States
Brigham Young University 8k Michigan State University 8k Indiana University 4k Purdue University West Lafayette 4k Arizona State University 4k Iowa State University 3k ranked by how often their work is cited
Leading researchers · United States-affiliated work
Punya Mishra · Matthew J. Koehler · Charles R. Graham · Peggy A. Ertmer · Anne Ottenbreit‐Leftwich · Richard E. Mayer · Ryan S. Baker · George Siemens
The most-cited breakthroughs
What is Technological Pedagogical Content Knowledge (TPACK)? · 1k cites A time‐based blended learning model · 442 cites Seven Affordances of Computer-Supported Collaborative Learning: How to Support Collaborative Learning? How Can Technologies Help? · 438 cites Artificial Intelligence-Enabled Intelligent Assistant for Personalized and Adaptive Learning in Higher Education · 388 cites Personalized adaptive learning: an emerging pedagogical approach enabled by a smart learning environment · 376 cites Common problems researchers identify 710 papers · 7 recurring themes
→ Problems · theme 01
Instructional Design / Educational Technology
164 papers · 23.1% of this block
2022: 239 of every 10,000 papers on this subject 2023: 236 of every 10,000 papers on this subject 2024: 228 of every 10,000 papers on this subject 2025: 309 of every 10,000 papers on this subject 2022: 239 of every 10,000 papers on this subject 2023: 236 of every 10,000 papers on this subject 2024: 228 of every 10,000 papers on this subject 2025: 309 of every 10,000 papers on this subject ▲ +29% share 2022→2025 share of research on this subject Instructional design · Educational technology · Experiential learning · Professional learning community
“Constructing a Design Framework and Pedagogical Approach for Adaptive Learning in Higher Education: A Practitioner's Perspective”
Problems · theme 02
Technology Integration / Educational Technology
159 papers · 22.4% of this block
2022: 382 of every 10,000 papers on this subject 2023: 370 of every 10,000 papers on this subject 2024: 343 of every 10,000 papers on this subject 2025: 409 of every 10,000 papers on this subject 2022: 382 of every 10,000 papers on this subject 2023: 370 of every 10,000 papers on this subject 2024: 343 of every 10,000 papers on this subject 2025: 409 of every 10,000 papers on this subject ▲ +7% share 2022→2025 share of research on this subject Technology integration · Educational technology · Information and Communications Technology · Information technology
“Teachers’ Beliefs and Technology Practices”
Problems · theme 03
Distance Education / Online Learning
130 papers · 18.3% of this block
2022: 284 of every 10,000 papers on this subject 2023: 209 of every 10,000 papers on this subject 2024: 146 of every 10,000 papers on this subject 2025: 140 of every 10,000 papers on this subject 2022: 284 of every 10,000 papers on this subject 2023: 209 of every 10,000 papers on this subject 2024: 146 of every 10,000 papers on this subject 2025: 140 of every 10,000 papers on this subject ▼ -51% share 2022→2025 share of research on this subject Distance education · Online learning · Blended learning · Pandemic
“Foundations of online learning: Challenges and opportunities”
Problems · theme 04
Mathematics Education / Educational Technology
86 papers · 12.1% of this block
2022: 1,311 of every 10,000 papers on this subject 2023: 1,291 of every 10,000 papers on this subject 2024: 974 of every 10,000 papers on this subject 2025: 524 of every 10,000 papers on this subject 2022: 1,311 of every 10,000 papers on this subject 2023: 1,291 of every 10,000 papers on this subject 2024: 974 of every 10,000 papers on this subject 2025: 524 of every 10,000 papers on this subject ▼ -60% share 2022→2025 share of research on this subject Mathematics education · Educational technology · Technology integration · Pedagogy
“The Teacher Technology Integration Experience: Practice and Reflection in the Classroom”
Problems · theme 05
Applications Of Artificial Intelligence / Corporate Governance
78 papers · 11.0% of this block
2022: 68 of every 10,000 papers on this subject 2023: 74 of every 10,000 papers on this subject 2024: 71 of every 10,000 papers on this subject 2025: 137 of every 10,000 papers on this subject 2022: 68 of every 10,000 papers on this subject 2023: 74 of every 10,000 papers on this subject 2024: 71 of every 10,000 papers on this subject 2025: 137 of every 10,000 papers on this subject ▲ +100% share 2022→2025 share of research on this subject Applications of artificial intelligence · Corporate governance · Equity · Adaptation
“Examining Teaching Competencies and Challenges While Integrating Artificial Intelligence in Higher Education”
Problems · theme 06
Learning Analytics / Analytics
60 papers · 8.5% of this block
2022: 90 of every 10,000 papers on this subject 2023: 84 of every 10,000 papers on this subject 2024: 63 of every 10,000 papers on this subject 2025: 82 of every 10,000 papers on this subject 2022: 90 of every 10,000 papers on this subject 2023: 84 of every 10,000 papers on this subject 2024: 63 of every 10,000 papers on this subject 2025: 82 of every 10,000 papers on this subject ▼ -9% share 2022→2025 share of research on this subject Learning analytics · Analytics · Big data · Educational data mining
“Learning analytics and educational data mining”
Problems · theme 07
Generative Grammar / Generative Model
33 papers · 4.6% of this block
2022: 62 of every 10,000 papers on this subject 2023: 72 of every 10,000 papers on this subject 2024: 74 of every 10,000 papers on this subject 2025: 136 of every 10,000 papers on this subject 2022: 62 of every 10,000 papers on this subject 2023: 72 of every 10,000 papers on this subject 2024: 74 of every 10,000 papers on this subject 2025: 136 of every 10,000 papers on this subject ▲ +118% share 2022→2025 share of research on this subject Generative grammar · Generative model · Mediation · Personalization
“Generative AI in Higher Education: Demographic Differences in Student Perceived Readiness, Benefits, and Challenges”
Cautions 336 papers · 7 recurring themes
→ Cautions · theme 01
Learning Analytics / Higher Education
65 papers · 19.3% of this block
2022: 413 of every 10,000 papers on this subject 2023: 434 of every 10,000 papers on this subject 2024: 394 of every 10,000 papers on this subject 2025: 540 of every 10,000 papers on this subject 2022: 413 of every 10,000 papers on this subject 2023: 434 of every 10,000 papers on this subject 2024: 394 of every 10,000 papers on this subject 2025: 540 of every 10,000 papers on this subject ▲ +31% share 2022→2025 share of research on this subject Learning analytics · Higher education · Literacy · Cognition
“Exploring the Potential Impact of Artificial Intelligence (AI) on International Students in Higher Education: Generative AI, Chatbots, Analy”
Cautions · theme 02
Mathematics Education / Educational Technology
64 papers · 19.0% of this block
2022: 1,329 of every 10,000 papers on this subject 2023: 1,305 of every 10,000 papers on this subject 2024: 986 of every 10,000 papers on this subject 2025: 545 of every 10,000 papers on this subject 2022: 1,329 of every 10,000 papers on this subject 2023: 1,305 of every 10,000 papers on this subject 2024: 986 of every 10,000 papers on this subject 2025: 545 of every 10,000 papers on this subject ▼ -59% share 2022→2025 share of research on this subject Mathematics education · Educational technology · Blended learning · Flipped classroom
“The effectiveness of e-learning: An explorative and integrative review of the definitions, methodologies and factors that promote e-Learning”
Cautions · theme 03
Test / Analytics
62 papers · 18.5% of this block
2022: 78 of every 10,000 papers on this subject 2023: 80 of every 10,000 papers on this subject 2024: 72 of every 10,000 papers on this subject 2025: 84 of every 10,000 papers on this subject 2022: 78 of every 10,000 papers on this subject 2023: 80 of every 10,000 papers on this subject 2024: 72 of every 10,000 papers on this subject 2025: 84 of every 10,000 papers on this subject ▲ +8% share 2022→2025 share of research on this subject Test · Analytics · Science education · Affect
“A Global Classroom? Evaluating the Effectiveness of Global Virtual Collaboration as a Teaching Tool in Management Education”
Cautions · theme 04
Technology Integration / Digital Transformation
53 papers · 15.8% of this block
2022: 239 of every 10,000 papers on this subject 2023: 244 of every 10,000 papers on this subject 2024: 253 of every 10,000 papers on this subject 2025: 354 of every 10,000 papers on this subject 2022: 239 of every 10,000 papers on this subject 2023: 244 of every 10,000 papers on this subject 2024: 253 of every 10,000 papers on this subject 2025: 354 of every 10,000 papers on this subject ▲ +48% share 2022→2025 share of research on this subject Technology integration · Digital transformation · Educational technology · Technology education
“Educational Technology: A Review of the Integration, Resources, and Effectiveness of Technology in K-12 Classrooms”
Cautions · theme 05
Asynchronous Communication / Online Learning
36 papers · 10.7% of this block
2022: 2,177 of every 10,000 papers on this subject 2023: 2,109 of every 10,000 papers on this subject 2024: 1,983 of every 10,000 papers on this subject 2025: 2,119 of every 10,000 papers on this subject 2022: 2,177 of every 10,000 papers on this subject 2023: 2,109 of every 10,000 papers on this subject 2024: 1,983 of every 10,000 papers on this subject 2025: 2,119 of every 10,000 papers on this subject ▼ -3% share 2022→2025 share of research on this subject Asynchronous communication · Online learning · Perception · Pandemic
“Students’ perception of online learning during the COVID-19 pandemic”
Cautions · theme 06
Intelligent Tutoring System / Game Based Learning
30 papers · 8.9% of this block
2022: 5 of every 10,000 papers on this subject 2023: 7 of every 10,000 papers on this subject 2024: 9 of every 10,000 papers on this subject 2025: 11 of every 10,000 papers on this subject 2022: 5 of every 10,000 papers on this subject 2023: 7 of every 10,000 papers on this subject 2024: 9 of every 10,000 papers on this subject 2025: 11 of every 10,000 papers on this subject ▲ +102% share 2022→2025 share of research on this subject Intelligent tutoring system · Game based learning · Computer-Assisted Instruction · Narrative
“Motivation and performance in a game-based intelligent tutoring system.”
Cautions · theme 07
Generative Grammar / Generative Model
26 papers · 7.7% of this block
2022: 14 of every 10,000 papers on this subject 2023: 28 of every 10,000 papers on this subject 2024: 46 of every 10,000 papers on this subject 2025: 101 of every 10,000 papers on this subject 2022: 14 of every 10,000 papers on this subject 2023: 28 of every 10,000 papers on this subject 2024: 46 of every 10,000 papers on this subject 2025: 101 of every 10,000 papers on this subject ▲ +594% share 2022→2025 share of research on this subject Generative grammar · Generative model · Personalized learning · Grading
“Pedagogical Applications of Generative AI in Higher Education: A Systematic Review of the Field”
Opportunities 2,228 papers · 7 recurring themes
→ Opportunities · theme 01
Experiential Learning / Active Learning
622 papers · 27.9% of this block
2022: 184 of every 10,000 papers on this subject 2023: 174 of every 10,000 papers on this subject 2024: 157 of every 10,000 papers on this subject 2025: 224 of every 10,000 papers on this subject 2022: 184 of every 10,000 papers on this subject 2023: 174 of every 10,000 papers on this subject 2024: 157 of every 10,000 papers on this subject 2025: 224 of every 10,000 papers on this subject ▲ +22% share 2022→2025 share of research on this subject Experiential learning · Active learning · Blended learning · Higher education
“Using an adaptive learning tool to improve student performance and satisfaction in online and face-to-face education for a more personalized”
Opportunities · theme 02
Generative Grammar / Generative Model
324 papers · 14.5% of this block
2022: 38 of every 10,000 papers on this subject 2023: 62 of every 10,000 papers on this subject 2024: 96 of every 10,000 papers on this subject 2025: 194 of every 10,000 papers on this subject 2022: 38 of every 10,000 papers on this subject 2023: 62 of every 10,000 papers on this subject 2024: 96 of every 10,000 papers on this subject 2025: 194 of every 10,000 papers on this subject ▲ +416% share 2022→2025 share of research on this subject Generative grammar · Generative model · Transformative learning · Personalized learning
“AI IN EDUCATION: PIONEERING NEW APPROACHES TO LEARNING AND TEACHING”
Opportunities · theme 03
Mathematics Education / Educational Technology
304 papers · 13.6% of this block
2022: 1,323 of every 10,000 papers on this subject 2023: 1,302 of every 10,000 papers on this subject 2024: 984 of every 10,000 papers on this subject 2025: 535 of every 10,000 papers on this subject 2022: 1,323 of every 10,000 papers on this subject 2023: 1,302 of every 10,000 papers on this subject 2024: 984 of every 10,000 papers on this subject 2025: 535 of every 10,000 papers on this subject ▼ -60% share 2022→2025 share of research on this subject Mathematics education · Educational technology · Science education · Pedagogy
“A Study of Educational Simulations Part 1 - Engagement and Learning”
Opportunities · theme 04
Technology Integration / Educational Technology
292 papers · 13.1% of this block
2022: 382 of every 10,000 papers on this subject 2023: 370 of every 10,000 papers on this subject 2024: 343 of every 10,000 papers on this subject 2025: 409 of every 10,000 papers on this subject 2022: 382 of every 10,000 papers on this subject 2023: 370 of every 10,000 papers on this subject 2024: 343 of every 10,000 papers on this subject 2025: 409 of every 10,000 papers on this subject ▲ +7% share 2022→2025 share of research on this subject Technology integration · Educational technology · Information and Communications Technology · Technology acceptance model
“Understanding the Influence of Perceived Usability and Technology Self-Efficacy on Teachers’ Technology Acceptance”
Opportunities · theme 05
Reinforcement Learning / Adaptive Learning
254 papers · 11.4% of this block
2022: 18 of every 10,000 papers on this subject 2023: 21 of every 10,000 papers on this subject 2024: 17 of every 10,000 papers on this subject 2025: 36 of every 10,000 papers on this subject 2022: 18 of every 10,000 papers on this subject 2023: 21 of every 10,000 papers on this subject 2024: 17 of every 10,000 papers on this subject 2025: 36 of every 10,000 papers on this subject ▲ +98% share 2022→2025 share of research on this subject Reinforcement learning · Adaptive learning · Robustness · Stability
“Development of Intelligent, Adaptive, and Dynamic Systems Via the Investigation of Novel Machine Learning Algorithms”
Opportunities · theme 06
Learning Analytics / Analytics
238 papers · 10.7% of this block
2022: 90 of every 10,000 papers on this subject 2023: 90 of every 10,000 papers on this subject 2024: 78 of every 10,000 papers on this subject 2025: 78 of every 10,000 papers on this subject 2022: 90 of every 10,000 papers on this subject 2023: 90 of every 10,000 papers on this subject 2024: 78 of every 10,000 papers on this subject 2025: 78 of every 10,000 papers on this subject ▼ -13% share 2022→2025 share of research on this subject Learning analytics · Analytics · Data analysis · Predictive analytics
“Predicting Student Performance Using Personalized Analytics”
Opportunities · theme 07
Virtual Reality / Instructional Simulation
194 papers · 8.7% of this block
2022: 90 of every 10,000 papers on this subject 2023: 95 of every 10,000 papers on this subject 2024: 88 of every 10,000 papers on this subject 2025: 97 of every 10,000 papers on this subject 2022: 90 of every 10,000 papers on this subject 2023: 95 of every 10,000 papers on this subject 2024: 88 of every 10,000 papers on this subject 2025: 97 of every 10,000 papers on this subject ▲ +8% share 2022→2025 share of research on this subject Virtual reality · Instructional simulation · Augmented reality · Virtual learning environment
“AUGMENTED AND VIRTUAL REALITY IN U.S. EDUCATION: A REVIEW: ANALYZING THE IMPACT, EFFECTIVENESS, AND FUTURE PROSPECTS OF AR/VR TOOLS IN ENHAN”
Which of these themes are growing fastest Tracks how the share of research themes has shifted globally from 2022 to 2025.
Problems
how much more (or less) of the world’s research on this subject each theme took up, 2022→2025
gaining share losing share
Generative Grammar / Generative Model ▲+118%
Applications Of Artificial Intelligence / Corporate Governance ▲+100%
Instructional Design / Educational Technology ▲+29%
Technology Integration / Educational Technology ▲+7%
Learning Analytics / Analytics ▼-9%
Distance Education / Online Learning ▼-51%
Mathematics Education / Educational Technology ▼-60%
Cautions
how much more (or less) of the world’s research on this subject each theme took up, 2022→2025
gaining share losing share
Generative Grammar / Generative Model ▲+594%
Intelligent Tutoring System / Game Based Learning ▲+102%
Technology Integration / Digital Transformation ▲+48%
Learning Analytics / Higher Education ▲+31%
Test / Analytics ▲+8%
Asynchronous Communication / Online Learning ▼-3%
Mathematics Education / Educational Technology ▼-59%
Opportunities
how much more (or less) of the world’s research on this subject each theme took up, 2022→2025
gaining share losing share
Generative Grammar / Generative Model ▲+416%
Reinforcement Learning / Adaptive Learning ▲+98%
Experiential Learning / Active Learning ▲+22%
Virtual Reality / Instructional Simulation ▲+8%
Technology Integration / Educational Technology ▲+7%
Learning Analytics / Analytics ▼-13%
Mathematics Education / Educational Technology ▼-60%
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