Industry landscapes
Industry report

Funding and advertised pay are reported in USD; filed accounts retain their stated source currency and basis.

Exchange-rate basis

Indicative conversions use ECB reference rates dated 2026-09-14, applied consistently across all periods. They are not historical exchange rates. Indian rupees may use crore (1 crore = 10 million); other currencies use K, M and B. CSV downloads, source documents and quoted news headlines retain their original currencies.

THE KOLKATA EDITION 2026

Kolkata’s
education industry,
in focus.

The companies, capital and talent shaping education in Kolkata. Find the leaders. Understand the segments. See where the activity is.

Snapshot: Funding in USD
Illustrated cover for Education Industry Landscape of Kolkata
IN
COMPANIES · CAPITAL · TALENT

An industry ecosystem,
measured in context.

Education illustration
MEET THE COMPANIES

Explore Kolkata’s education leaders

24 featured companies from the funding, hiring, revenue and team-size leaderboards.

Expand panel +
Education company highlights in Kolkata, snapshot 4 September 2026
Company
Orion Edutechorionedutech.com$4.6M9$7.86MFYFY2025 filing
IIRWMiirwm.com$760.69K
Anudipanudip.org$650K812$0FYFY2023 filing
Little Laureateslittlelaureates.com$643.52K60$187.46KFYFY2025 filing
CollegeShalacollegeshala.com$247.07K26
Cognix Indiacognixindia.org$172.5K1$10.6KFYFY2025 filing
Gurusikshagurusiksha.com$63.21K23$31.99KFYFY2022 filing
ARDENTardentcollaborations.com4 roles$128.74KFYFY2025 filing
Ascensive Educareascensiveeducare.com4 rolesFinancial figure available in RadarView in Radar
Brainware Universitybrainwareuniversity.ac.in4 roles
Kingston Educational Institutekeical.edu.in3 roles
NAMEnameedu.co.in3 roles
Globsyn Business Schoolglobsyn.edu.in2 roles375
ICA Edu Skillsicagroup.in2 roles1,982$9.13MFYFY2025 filing
The British Institutesthebritishinstitutes.com2 roles
Bandhanbandhan.org201
Chhaya Prakashanichhaya.co.in172$12.18MFYFY2025 filing
DPS Kolkatadpskolkata.com
Edujobs academy Pvt ltdjobsacademy.co.in125Financial figure available in RadarView in Radar
ICAicajobguarantee.com433
IIM Calcuttaiimcal.ac.in14
Indian Statistical Instituteisical.ac.in1,262
Mooplemoople.in186Financial figure available in RadarView in Radar
Rkmvurkmvu.ac.in
24 featured companies

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 ↗

Company discovery

Recorded evidence only

Explore the live startup set in Radar

No company example met every recorded classification, independence and public-profile gate in this snapshot. The live directory may have newer qualifying companies.

Explore classified startups in Radar ↗
THE KEY SIGNALS

Education industry KPIs in Kolkata

A few useful ratios bring the size of this ecosystem into perspective.

4 September 2026
Hiring participation6.8%

20 of 295 tracked companies have open roles.

Funding participation2.7%

8 of 295 tracked companies have a recorded round.

Top 3 funding share84.2%

Share of disclosed capital received by the three largest recorded recipients.

Median disclosed round$247.07K

Midpoint of 3 rounds with a disclosed amount.

Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 84.2% of disclosed capital, while 97.3% of tracked companies have no recorded funding round.

Explore the segments →
CAPITAL & COMPANY FORMATION

How Kolkata education has grown

Recorded company formation and disclosed funding across the complete annual series shown.

Expand panel +
2016 — 2025

Disclosed funding by year

Sum of recorded funding rounds · USD

Kolkata education
$0$216.8K$433.59K$650.39K$867.19K2016: $020162017: $020172018: $020182019: $020192020: $247.07K20202021: $020212022: $63.21K20222023: $760.69K20232024: $020242025: $02025
View the numbers
Annual education funding and company formation in Kolkata
YearFunding (USD)FoundedRaising
2016$090
2017$0120
2018$070
2019$0160
2020$247.07K151
2021$0100
2022$63.21K81
2023$760.69K111
2024$090
2025$000
WHERE CAPITAL SITS

Funding concentration

Share of all disclosed company funding.

  • Orion Edutech64.5%
  • IIRWM10.7%
  • Anudip9.1%
  • Other companies15.8%

Funding by stage

4 recorded rounds since 2016

NUMBER OF ROUNDS
Seed & Angel3 75.0%
Series A–B0 0.0%
Series C+ / PE0 0.0%
Grants, debt & other1 25.0%

Recent recorded rounds

Latest recorded rounds · USD
0 rounds

Swipe or scroll horizontally to browse.

Largest and notable recorded rounds

Each card is one recorded round
7 cards

Swipe or scroll horizontally to browse.

THE BUSINESS BEHIND THE ACTIVITY

Revenue, profitability & financial strength

Annual accounts for reporting companies linked to this landscape, on like-for-like currency and reporting bases.

Expand panel +
₹ crore · standalone

Display conversions use the dated reference rates above. Where a verified rate is unavailable, figures retain their source currency. Each reporting cohort keeps its currency and accounting basis separate.

FY2025 · annual statements grouped by reported fiscal year; exact entity periods remain on preview rows · 25 reporting entities from 36 eligible matches.

Revenue in covered accounts₹3,967.4 crore

Sum of reporting-entity revenue; not Kolkata market sales.

Net profit / loss₹285.6 crore

Combined result for the same cohort.

Aggregate net margin+7.2%

Combined net income ÷ combined revenue.

Median company revenue₹1.8 crore

The middle covered reporting entity.

Profitable entities+76.0%

19 of 25 covered entities.

Top-five concentration+97.8%

Share of covered revenue from the five largest entities.

Annual account trend

Reported cohort totals by year; coverage is stated for every period.

Bar height shows revenue. Changes in coverage can affect totals.

Profitability has two perspectives

FY2025 · 25 reporting entities

Open the company accounts

Up to eight fixed company previews show financial amounts. Search and sort the wider company list, then continue in Radar.

25 reporting entities
Continue your financial research in Radar

Explore full company accounts and filings.

View financials in Radar ↗
KOLKATA · INDUSTRY COHORTS

How does education compare?

Each pair uses the same year, currency and reporting basis. Cohort overlap is disclosed.

IndustryCovered / eligibleRevenue totalMedian revenueNet profit / lossAggregate marginProfitable shareOverlap

Available-account cohorts are not estimates of whole industries. Overlapping entities can occur in more than one cohort; do not add cohort totals.

Coverage, calculations & financial sources

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.

DIGITAL FOOTPRINT

Web traffic, app reach and release cadence

How the Kolkata companies on this page show up online: the sites people visit, the apps they install, and how often those apps ship.

Most-installed apps

22 of these companies (7.5%) publish at least one Android app — 31 apps in all, carrying 2.1M installs between them.

Installs are lifetime totals to date at the June 2026 store reading — a measure of reach, not of people using an app today.

App reach by segment

The busiest app inside each of this page’s own segments, with the quarterly release trend behind it (2023Q3–2026Q2).

SegmentAppsInstallsLeading appRelease trend
Educational Supplies51.6MChhaya 1.6M
Test Preparation Chains2296.5KRICE Smart 266.4K
Higher Education Institutions754.7KStudent Self-Service 28.7K
K-12 Schools442.1KOmDayal group of schools 19.7K
K-12 Edtech710.2KMyPrivateTutor India 7K
Academic Tutoring310.1KTarget89 Bengali Tuition 3.1K
Test Preparation Centres47KPATHTEX STUDY APPLICATION 3.7K
Education Ngos37KTimely 6K

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.

INSIDE THE INDUSTRY

The Kolkata education market map

Explore the segments behind the headline numbers.

Expand panel +

Where companies are building

Rank segments by scale, hiring or disclosed funding.

Edtech31
Consumer digital31
Online tutoring15
Passion economy14
Enterprise tech8
Marketplaces7
Vocational training5

Companies can sit in several segments. Counts and funding overlap.

SEGMENT TO EXPLORE

Edtech

The largest measured segment in this report snapshot.

31companies
0.0%have hiring activity

0 companies hiring · $310.28K disclosed funding

Explore in Radar

How companies make money

Common revenue models; a company can use more than one.

Fee-for-service213
Subscription44
Advertising34
E-commerce - service30
Commission on transaction24
E-commerce - product13
Physical commerce4
Sponsorship4
THE COMPANIES IN MOTION

Who is listing, hiring leaders, launching and winning work

Recorded corporate activity linked to companies in this landscape.

Expand panel +
Recent corporate headlines 1 dated reports
IPO activityascensiveeducare.com ↗

Intial public of 8,68,000 equity shares of face value of Rs. 10 each (Equity Shares) of Ascensive Educare Ltd (The Issuer or The Company) for cash at a price of Rs. 26 per equity share (including a share premium of Rs. 16 per share) (The Issue Price) aggregating Rs. 2.26 crores (The Issue).

Full recorded event mix

Top 2 categories among 2 recorded events in the 24-month window.

IPO activity
1
Earnings
1

Mergers and acquisitions

Company-linked deal reports; status is preserved as recorded.

Acquirer → targetStatusDateValue / context
S Chand & Company LtdChhaya Prakashani ↗Completed2018-06-20Not stated in snapshot
Orion Edutechbrain valleyAnnounced2015-01-21Not stated in snapshot

A discussion or rumour is not a completed transaction. An unstated value is not zero.

PEOPLE & OPPORTUNITY

The talent market

31 postings in the preceding 12 months. The full 35-posting snapshot covers 20 employers.

Expand panel +

Most advertised job titles

Student Relationship Associate/Education Guide Fresher (Wfh)3
Rl Consumers:Sales Manager Education Loan2
Senior Relationship Manager Healthcare & Education Sector Bank2
Educational Counsellor2
Zonal Head B2B Sales Higher Education Industry1
Educational Program Advisor1
0 internship postings

0 tracked postings mention remote work.

The seniority mix

25 postings specify a level.

intern
11
unspecified
10
manager
5
entry
4
senior
4
lead
1

Skills employers mention

Top skills across 35 tracked postings in the available jobs snapshot.

Sales
8
Team Management
5
Lead Generation
4
Ms Office
4
Interpersonal Skills
4
Teamwork
4
Classroom Management
3
Communication Skills
3
Business Development
3
Communication
3
THE PEOPLE BUILDING THE FIELD

Founders and leaders

87 founders and chief executives across 68 companies.

Expand panel +
12 profiles

Swipe or scroll horizontally to browse.

Education networks

6 profiles with education records.

Stanford University
1
University of Cambridge
1
Singapore Management University (SMU)
1
IIT Delhi
1
IIT Bombay
1
BITS Pilani
1

Prior employers

0 profiles with prior-work records.

Profiles cover recorded founders and leaders; contact details remain in Radar.

NEWS INTELLIGENCE

How this industry appears in the news

27,910 articles in the measured 12-month window.

Expand panel +
27,910articles in the measured year
7,805articles in 2026Q1
65.8%positive tone in the latest complete year

News volume trends

Education coverage tagged Kolkata · articles per complete quarter

02,3934,7867,1799,5712021Q2: 3,2412021Q22021Q3: 3,1552021Q4: 3,3502022Q1: 4,7012022Q2: 4,5082022Q22022Q3: 5,2092022Q4: 5,9062023Q1: 6,0722023Q2: 5,8132023Q22023Q3: 5,4022023Q4: 6,5802024Q1: 5,1342024Q2: 5,7032024Q22024Q3: 8,1392024Q4: 6,5592025Q1: 8,3232025Q2: 5,2502025Q22025Q3: 6,3322025Q4: 7,9932026Q1: 7,8052026Q1
View quarterly article counts
QuarterArticles
2021Q23,241
2021Q33,155
2021Q43,350
2022Q14,701
2022Q24,508
2022Q35,209
2022Q45,906
2023Q16,072
2023Q25,813
2023Q35,402
2023Q46,580
2024Q15,134
2024Q25,703
2024Q38,139
2024Q46,559
2025Q18,323
2025Q25,250
2025Q36,332
2025Q47,993
2026Q17,805

Article volume measures coverage, not market sales.

Tone of coverage over time

2021
6,452 positive · 255 neutral · 3,584 negative
2022
13,967 positive · 559 neutral · 5,767 negative
2023
16,935 positive · 466 neutral · 6,419 negative
2024
16,171 positive · 396 neutral · 8,935 negative
2025
18,319 positive · 733 neutral · 8,793 negative

Company share of voice

2 recorded company events across 1 companies; percentages use that event total.

Ascensive Educare ↗ascensiveeducare.com
100.0% 2 events

Leading coverage topics

Education coverage tagged Kolkata · ranked by full-period article count.

International Sports Competitions111,005 articles in the full recorded period
26,954 recent · 26,688 prior
International Political Relations73,302 articles in the full recorded period
22,893 recent · 15,333 prior
New Product Launches And Innovations58,706 articles in the full recorded period
17,647 recent · 13,598 prior
Cricket Test Matches55,665 articles in the full recorded period
13,456 recent · 11,877 prior
Strategic Partnerships And Collaborations50,688 articles in the full recorded period
15,583 recent · 11,459 prior
Political Party Dynamics50,065 articles in the full recorded period
10,913 recent · 10,494 prior
Trade Policies And Agreements46,860 articles in the full recorded period
22,777 recent · 11,676 prior
Technology Adoption And Digital Transformation40,163 articles in the full recorded period
12,183 recent · 9,093 prior
International Relations And Diplomacy39,970 articles in the full recorded period
11,994 recent · 7,407 prior
Olympic Games Coverage36,096 articles in the full recorded period
6,559 recent · 10,188 prior

Recent and prior counts use the source comparison windows.

Topics gaining and losing attention

India comparison coverage

KeywordRecentPriorChange
tariff negotiations11,6235,682105%
bilateral trade4,6102,43689%
trade dispute mechanisms4,5132,203105%
trade barrier reduction4,4942,44084%
trade facilitation commitments4,3272,20197%
free trade deals4,0792,42868%
multilateral diplomacy3,9192,72644%
diplomatic strategies3,8172,35562%
bilateral trade imbalance3,2812,04461%
diplomatic engagements3,1391,99457%
odi cricket6,0359,662-38%
limited overs cricket5,7739,316-38%
odi tactics5,6298,754-36%
odi series5,2568,332-37%
odi tournaments5,0308,070-38%

Event and signal lenses

India comparison coverage

All complete annual cohorts shown
Rising

Regulatory Risk

1,420,426 classified articles

test cricket, test innings, odi world cup

54.8% critical · 35.4% positive
Rising

Funding Momentum

244,135 classified articles

pre-ipo valuation, ipo prospectus, ipo pricing

48.6% critical · 46.5% positive
Rising

Growth

517,182 classified articles

gdp growth rate, economic output growth, economic growth statistics

46.7% critical · 50.9% positive

Education coverage tagged Kolkata. Topic labels describe recorded classifications and can include broad context.

RESEARCH SIGNALS

What Education research is working on

2,453 papers in the recorded india scope.

Expand panel +
2,453papers
53,436worldwide comparison pool
2,453India-affiliated papers

Research orientation

Promising
1,123
Breakthrough
442
Problem-identifying
380
Descriptive
237
Cautionary
196
Comparative
64
Critical
11

Contribution mix

Empirical
942
Methods-led
760
Reviews
472
Position pieces
259
Theoretical
20

Tone counts: 2,390 positive · 5 neutral · 58 negative.

Common problems researchers identify
391 papers · 15.9% of this field
  • Educational technology80 papers
  • Higher education54 papers
  • Curriculum37 papers
  • Information and Communications Technology36 papers
  • Digital learning31 papers
  • Information technology30 papers
  • Technology integration29 papers
  • Blended learning26 papers

Landmark: Online Learning: A Panacea in the Time of COVID-19 Crisis

Cautions
196 papers · 8.0% of this field
  • Transformative learning48 papers
  • Educational technology46 papers
  • Higher education38 papers
  • Personalized learning21 papers
  • Applications of artificial intelligence21 papers
  • Digital learning18 papers
  • Curriculum16 papers
  • Learning analytics15 papers

Landmark: A Global Classroom? Evaluating the Effectiveness of Global Virtual Collaboration as a Teaching Tool in Management Education

Opportunities
1,565 papers · 63.8% of this field
  • Educational technology217 papers
  • Personalized learning175 papers
  • Learning analytics159 papers
  • Analytics141 papers
  • Transformative learning141 papers
  • Adaptive learning116 papers
  • Curriculum108 papers
  • Scalability103 papers

Landmark: Students’ Perception towards E-Learning during COVID-19 Pandemic in India: An Empirical Study

Leading institutions

University of Delhi
4,943
University of Petroleum and Energy Studies
531
Narsee Monjee Institute of Management Studies
529
Jamia Millia Islamia
508
Lovely Professional University
490
Maharshi Dayanand University
360

Leading researchers

Shivangi Dhawan
4,931
Mohammed Arshad Khan
367
Vivek Vivek
367
Mohammed Kamalun Nabi
367
Maysoon Khojah
367
Muhammad Tahir
367
Monika Hooda
359
Chhavi Rana
359

Highly cited breakthrough-labelled papers

  • Metaverse: A Potential Virtual-Physical Ecosystem for Innovative Blended Education and Training71 citations
  • LEARNING MANAGEMENT SYSTEM20 citations
  • Deep Learning-Enabled Human Resource Analytics in Predicting Employee Performance18 citations
  • LSTM-SHAP based academic performance prediction for disabled learners in virtual learning environments: a statistical analysis approach15 citations
  • Holistic Education Redefined: Integrating STEM with Arts, Environment, Spirituality, and Sports through the Seven-Factor/Saptha-Mukhi Student Developm13 citations

Common problems researchers identify

302 papers · 6 recurring themes
6 cards

Swipe or scroll horizontally to browse.

ICT Integration BarriersCommon problems researchers identify · 01

ICT Integration Barriers

65 papers

21.5% of this theme group

Researchers highlight institutional and teacher challenges that impede effective information and communications technology use in schools.

Information and Communications Technology (25) · Information technology (16) · Technology integration (19) · Educational technology (29)

Enhancing ICT Integration: Addressing Teachers’ Perspectives and Institutional Challenges in Schools

Re-examining Technology Integration in Education: Cognitive Foundations, Pedagogical Implications, and Contextual Constraints

View research history
YearShare index
2022652.8
2023668.6
2024684.9
2025679.2
Digital Learning InequitiesCommon problems researchers identify · 02

Digital Learning Inequities

62 papers

20.5% of this theme group

Papers point to gaps in access, quality, and lifelong learning outcomes during digital transformation.

Digital learning (21) · Digital transformation (11) · Transformative learning (10) · Lifelong learning (7)

Transforming Education in the Digital Era: Innovation, Equity, and Global Perspectives

Online Learning and its Transformative Impact on Digital Learning in Higher Education Institutions

View research history
YearShare index
2022128.7
2023156.9
2024192.4
2025348.4
AI Curriculum MismatchCommon problems researchers identify · 03

AI Curriculum Mismatch

53 papers

17.5% of this theme group

Studies flag misalignment between artificial intelligence tools and existing curricula, limiting adaptive learning benefits.

Curriculum (14) · Generative grammar (6) · Applications of artificial intelligence (5) · Adaptive learning (6)

Artificial Intelligence In Education: A Systematic Review Of Applications, Machine Learning Frameworks, And Predictive Analytics For Quality

Artificial Intelligence and Evaluation in the Teaching-Learning Process: Emerging Paradigms and Directions

View research history
YearShare index
2022960.2
20231028.0
2024900.4
20251021.8
Blended & VR Implementation IssuesCommon problems researchers identify · 04

Blended & VR Implementation Issues

51 papers

16.9% of this theme group

Authors discuss practical and pedagogical obstacles to blended, flipped, and virtual‑reality classroom models.

Blended learning (18) · Flipped classroom (10) · Educational technology (14) · Virtual reality (4)

Transformation of Quality Education Through E-Learning for Sustainable Development

Enhancing Student Learning Through Flipped Classroom

View research history
YearShare index
2022190.9
2023181.2
2024179.8
2025228.9
Pandemic‑Driven Online Learning ChallengesCommon problems researchers identify · 05

Pandemic‑Driven Online Learning Challenges

38 papers

12.6% of this theme group

Research reveals student and teacher difficulties adapting to fully online or hybrid instruction during COVID‑19.

Coronavirus disease 2019 (8) · Pandemic (8) · Online learning (8) · Electronic learning (4)

Perception towards online/blended learning at the time of Covid-19 pandemic: an academic analytics in the Indian context

Online Teaching-Learning in Medical Education: A Multicentric CrossSectional Study on Perception and Challenges of Teachers and Students dur

View research history
YearShare index
2022504.4
2023341.9
2024182.4
2025103.5
Learning Analytics Data GapsCommon problems researchers identify · 06

Learning Analytics Data Gaps

33 papers

10.9% of this theme group

Works identify missing or low‑quality data that hampers predictive and big‑data analytics in education.

Analytics (21) · Learning analytics (18) · Big data (5) · Data analysis (4)

Exploring the Efficacy of Adaptive Learning Platforms Enhanced by Artificial Intelligence

Predictive Analytics in Education: Modeling the Complex Relationship Between Learning Modalities and Student Well-being

View research history
YearShare index
202288.7
202384.1
202465.0
202584.9

Cautions

138 papers · 4 recurring themes
4 cards

Swipe or scroll horizontally to browse.

AI Personalization RisksCautions · 01

AI Personalization Risks

42 papers

30.4% of this theme group

Authors caution that adaptive AI may reinforce bias or reduce pedagogical control.

Applications of artificial intelligence (14) · Transformative learning (14) · Personalized learning (9) · Adaptive learning (6)

Role of Artificial Intelligence in Education

USE OF AI TOOLS IN TEACHING AND LEARNING: OPPORTUNITIES AND CHALLENGES

View research history
YearShare index
202245.2
202369.2
2024100.6
2025181.4
Technology Integration DisparitiesCautions · 02

Technology Integration Disparities

37 papers

26.8% of this theme group

Studies warn of uneven adoption and skill gaps among educators using educational technology.

Technology integration (10) · Information and Communications Technology (7) · Educational technology (15) · Information technology (5)

Closing the divide: Exploring higher education teachers’ perspectives on educational technology

Impact of various Educational Technology on Students

View research history
YearShare index
2022366.5
2023353.4
2024332.4
2025399.1
Analytics Overreach ConcernsCautions · 03

Analytics Overreach Concerns

30 papers

21.7% of this theme group

Researchers advise against over‑reliance on learning analytics without considering cognitive and contextual factors.

Learning analytics (7) · Cognition (4) · Higher education (9) · Transformative learning (8)

Adaptive Learning Systems: Harnessing AI to Personalize Educational Outcomes

AI-Driven Personalized Learning: Enhancing Student Engagement and Academic Performance

View research history
YearShare index
20222881.3
20232874.0
20242844.6
20253085.8
Social Media Mental‑Health ImpactCautions · 04

Social Media Mental‑Health Impact

29 papers

21.0% of this theme group

Papers highlight potential psychological effects of extensive digital collaboration and social media use in classrooms.

Social media (4) · Mental health (3) · Perception (4) · Psychological intervention (3)

A Global Classroom? Evaluating the Effectiveness of Global Virtual Collaboration as a Teaching Tool in Management Education

Acceptance and Use of Digital Technology by Teachers for Improving Learning Outcomes: A Study on Secondary Schools in Bihar, India

View research history
YearShare index
20222403.0
20232356.4
20242209.6
20252384.9

Opportunities

1,296 papers · 7 recurring themes
7 cards

Swipe or scroll horizontally to browse.

AI‑Enhanced Transformative LearningOpportunities · 01

AI‑Enhanced Transformative Learning

223 papers

17.2% of this theme group

Works explore how artificial intelligence can redesign learning experiences and boost engagement.

Transformative learning (42) · Applications of artificial intelligence (19) · Educational technology (43) · Generative grammar (19)

AI in Education and Enhances Learning

Empowering Tomorrow’s Educators: Utilization of AI to Enhance Teaching Effectiveness through Learner Engagement in Formal Learning

View research history
YearShare index
2022198.4
2023208.1
2024231.0
2025327.8
Reinforcement Learning for Adaptive SystemsOpportunities · 02

Reinforcement Learning for Adaptive Systems

201 papers

15.5% of this theme group

Research showcases reinforcement learning as a foundation for robust, scalable educational AI applications.

Reinforcement learning (61) · Robustness (20) · Intrusion detection system (17) · Scalability (35)

Development of Intelligent, Adaptive, and Dynamic Systems Via the Investigation of Novel Machine Learning Algorithms

Reinforcement Learning for Adaptive AI Systems

View research history
YearShare index
202235.3
202337.8
202425.8
202541.7
Cognitive‑Driven Student EngagementOpportunities · 03

Cognitive‑Driven Student Engagement

194 papers

15.0% of this theme group

Studies demonstrate machine‑learning models that predict and improve metacognition and active learning outcomes.

Cognition (21) · Student engagement (18) · Metacognition (10) · Upload (9)

Enhancing Student Achievement through Active Learning and Predictive Modelling using Machine Learning Algorithms

Student Academic Performance Prediction using Ensemble Learning Models

View research history
YearShare index
20221962.7
20231941.0
20241896.0
20252149.8
Technology‑Driven Pedagogical TransformationOpportunities · 04

Technology‑Driven Pedagogical Transformation

192 papers

14.8% of this theme group

Authors discuss large‑scale integration of ICT to modernize teaching practices and institutional performance.

Information and Communications Technology (24) · Technology integration (30) · Educational technology (60) · Digital transformation (18)

Revolutionizing pedagogy: navigating the integration of technology in higher education for teacher learning and performance enhancement

Tech-Driven Transformation in Teacher Education: Issues, Innovations, and Implications

View research history
YearShare index
2022366.5
2023353.4
2024332.4
2025399.1
Immersive Blended LearningOpportunities · 05

Immersive Blended Learning

189 papers

14.6% of this theme group

Papers present augmented and virtual reality as catalysts for experiential and flexible blended education.

Blended learning (60) · Virtual reality (31) · Experiential learning (41) · Flipped classroom (21)

Augmented Reality:Transforming Learning Landscapes in Education

THE ENRICHED VIRTUAL MODEL: REVOLUTIONISING BLENDED LEARNING FOR PERSONALISED, FLEXIBLE EDUCATION

View research history
YearShare index
2022239.0
2023236.7
2024217.5
2025287.7
Generative AI for PersonalizationOpportunities · 06

Generative AI for Personalization

179 papers

13.8% of this theme group

Research highlights large language models enabling highly tailored content and adaptive learning pathways.

Personalized learning (104) · Adaptive learning (66) · Personalization (38) · Generative grammar (17)

AI-Augmented Adaptive Learning Systems in Education for Enhancing Student Engagement Through Personalized Content Recommendation

Adaptive Learning Systems Powered by Generative AI and Large Language Models: A Comprehensive Review of Personalized Education

View research history
YearShare index
202222.3
202327.4
202434.4
202558.3
Predictive Educational AnalyticsOpportunities · 07

Predictive Educational Analytics

118 papers

9.1% of this theme group

Works illustrate data‑driven models that forecast academic outcomes and inform instructional decisions.

Analytics (97) · Learning analytics (87) · Predictive analytics (31) · Data analysis (15)

Comparative Analysis of Machine Learning Models in Predicting Academic Outcomes: Insights and Implications for Educational Data Analytics

Data Analytics in Education: Enhancing Student Learning Outcomes

View research history
YearShare index
202236.9
202339.4
202433.0
202545.0

How this field compares with the research baseline

Orientation shares compared with 25,000 papers in the reference sample.

Research orientationThis fieldReference sample
Promising45.8%37.3%
Breakthrough18.0%26.4%
Problem-identifying15.5%9.8%
Descriptive9.7%17.6%
Cautionary8.0%4.2%
Comparative2.6%3.8%
Critical0.4%0.9%

Concerns receiving less research attention

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 paperPapersShareRaised as a problemWorldwide share
Privacy & surveillancePrivacy Protection in Learning Management Systems' Mobile Technology-Based Learning Analytics90.46%3 (33.3%)0.24%
Safety & misuseDeepfake Technology Development and How It Affects Higher Education30.15%3 (100.0%)0.11%
Concentration of compute powerStudent-Centric Ed-Commerce Platforms: A Case Study on NoteFolio for Democratizing Academic Content Access10.05%0 (0.0%)0.02%
Energy & datacenter footprint00.0%0 (%)0.01%
Water use00.0%0 (%)0.0%
Carbon & emissions of compute00.0%0 (%)0.0%
Hardware, e-waste & supply chain00.0%0 (%)0.0%
Labour & data work00.0%0 (%)0.01%
Bias & fairness00.0%0 (%)0.06%

Research orientation and citation rankings describe the covered collection. Its recorded publication dates do not support an overall publication-volume trend.

Institution and researcher rankings use citations to their covered work. Research scope: India. This may be broader than the company geography.

UNDERSTAND THE LANDSCAPE

Education in Kolkata: key questions

Clear definitions for making better comparisons.

What does this landscape measure?

It measures the tracked company ecosystem, recorded funding, hiring and other available evidence. It is not a market-size estimate.

Can segment counts be added together?

No. A company can belong to several segments, so segment counts and funding can overlap.

What does a missing figure mean?

A dash or unavailable panel means the current reviewed source snapshot does not support that figure.

Company ecosystem snapshot: 4 September 2026. Funding is recorded in USD; filed accounts retain their stated currency and reporting basis. Each section identifies its own coverage. The news and research behind these sections is explorable in Prism.

Canonical landscape ↗
Coming soon