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Artificial Intelligence in Education Market By Component, By Deployment Mode, By Technology, By Application, By End User: Global Opportunity Analysis and Industry Forecast, 2023-2032

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    Report

  • 343 Pages
  • July 2023
  • Region: Global
  • Allied Market Research
  • ID: 5894502
UP TO OFF until Jan 30th 2025
Artificial intelligence is a term used to describe the theory and creation of computer systems capable of carrying out laborious, repetitive jobs that call for human intellect. Al-enabled products and services are used in the education sector to deliver knowledge, grade and group students according on performance, and create intelligent tutorial systems to enhance the learning experiences of both students and teachers.

In addition, software used in education and training is enhanced with the use of technologies such as deep learning, machine learning, and natural language processing (NLP). All technological advancements are made in accordance with educational models such as the learner model, pedagogical model, and domain model in order to enhance educational systems and enable better knowledge delivery and assessment.

Moreover, the demand for artificial intelligence (AI) in education is being driven by factors such as rising investments in AI and EdTech by the public and private sectors, as well as rising edutainment penetration. Moreover, the demand for AI in education globally is also being fueled by technological innovation. Industries all across the world were severely affected by the COVID-19 pandemic. But during the epidemic, the market saw a marked increase in demand for creative AI-based teaching solutions.

Furthermore, personalized education and adaptive learning, virtual assistants and smart tutoring and improvements in administrative efficiency are primarily driving the growth of artificial intelligence in education market. However, privacy and ethical issues and access issues and equity concerns hamper the market growth to some extent. Moreover, enhanced motivation and engagement of students and data-driven decision making are expected to provide lucrative opportunities for market growth during the forecast period.

On the basis of component, solution segment dominated the AI in education market in 2022, and is expected to maintain its dominance in the upcoming years owing to rising usage and development of artificial intelligence technologies in the educational sector propels the market growth significantly. However, service segment is expected segment is expected to witness highest growth, owing to gain knowledge about learning patterns, instructional efficacy, and student outcomes, these platforms gather and analyze enormous volumes of educational data, including student performance, engagement, and behavior.

Artificial intelligence in education market is segmented into component, deployment, technology, application, end user, and region. On the basis of component, it is segregated into solutions and services. On the basis of deployment, it is segregated into on-premise and cloud. On the basis of technology, it is segregated into machine learning and deep learning and natural language. On the basis of application, it is segregated into learning platform & virtual facilitators, smart content delivery, fraud and risk management, intelligent tutoring system (ITS) and others. On the basis of end user, it is segregated into corporate learning, K-12 education, higher education and others. On the basis of region, it is analyzed across North America, Europe, Asia-Pacific, and LAMEA.

On the basis of region, North America region dominated the AI in education market in 2022, and is expected to maintain its dominance in the upcoming years, owing to to the increasing technical developments that are entirely revolutionizing the landscape of the IT industry and, in turn, encouraging the drive for the implementation of efficient servers and networking solutions. However, Asia Pacific region is expected segment is expected to witness highest growth, owing to increase the efficacy and quality of education offered by artificial intelligence in education industry has increased due to the sizeable population and growing emphasis on education in Asia-Pacific.

Key Benefits For Stakeholders

  • This report provides a quantitative analysis of the market segments, current trends, estimations, and dynamics of the artificial intelligence in education market analysis from 2022 to 2032 to identify the prevailing artificial intelligence in education market opportunities.
  • The market research is offered along with information related to key drivers, restraints, and opportunities.
  • Porter's five forces analysis highlights the potency of buyers and suppliers to enable stakeholders make profit-oriented business decisions and strengthen their supplier-buyer network.
  • In-depth analysis of the artificial intelligence in education market segmentation assists to determine the prevailing market opportunities.
  • Major countries in each region are mapped according to their revenue contribution to the global market.
  • Market player positioning facilitates benchmarking and provides a clear understanding of the present position of the market players.
  • The report includes the analysis of the regional as well as global artificial intelligence in education market trends, key players, market segments, application areas, and market growth strategies.

Additional benefits you will get with this purchase are:

  • Quarterly update (only available with the purchase of an enterprise license)
  • 5 additional company profiles of your choice, pre- or post-purchase, as a free update.
  • Free updated version (once released) with the purchase of a 1-5 or enterprise user license.
  • 16 analyst hours of support (post-purchase, if you find additional data requirements upon review of the report, you may receive support amounting to 16 analyst hours to solve questions, and post-sale queries)
  • 15% free customization (in case the scope or segment of the report does not match your requirements, 20% is equivalent to 3 working days of free work, applicable once)
  • Free data pack (Excel version) with the purchase of a 1-5 or enterprise user license.
  • Free report update, if the report is 6-12 months old or older.
  • 24-hour priority response
  • Free industry updates and white papers.

Key Market Segments

By Application

  • Learning Platform and Virtual Facilitators
  • Smart Content Delivery
  • Fraud and Risk Management
  • Intelligent Tutoring System (ITS)
  • Others

By End User

  • Higher Education
  • K-12 Education
  • Corporate Training and Learning
  • Others

By Component

  • Solution
  • Services

By Deployment Mode

  • On-premise
  • Cloud

By Technology

  • Machine Learning and Deep Learning
  • Natural Language Processing (NLP)

By Region

  • North America
  • U.S.
  • Canada
  • Europe
  • UK
  • Germany
  • France
  • Italy
  • Spain
  • Rest of Europe
  • Asia-Pacific
  • China
  • Japan
  • India
  • Australia
  • South Korea
  • Rest of Asia-Pacific
  • LAMEA
  • Latin America
  • Middle East
  • Africa

Key Market Players

  • Amazon Web Services, Inc.
  • BridgeU
  • Carnegie Learning, Inc.
  • Cognizant
  • DreamBox Learning, Inc.
  • Google LLC
  • International Business Machines Corporation
  • Microsoft Corporation
  • Nuance Communications, Inc.
  • Pearson PLC

 

Please note:

  • Online Access price format is valid for 60 days access. Printing is not enabled.
  • PDF Single and Enterprise price formats enable printing.

 

Table of Contents

CHAPTER 1: INTRODUCTION
1.1. Report description
1.2. Key market segments
1.3. Key benefits to the stakeholders
1.4. Research Methodology
1.4.1. Primary research
1.4.2. Secondary research
1.4.3. Analyst tools and models
CHAPTER 2: EXECUTIVE SUMMARY
2.1. CXO Perspective
CHAPTER 3: MARKET OVERVIEW
3.1. Market definition and scope
3.2. Key findings
3.2.1. Top impacting factors
3.2.2. Top investment pockets
3.3. Porter’s five forces analysis
3.3.1. Low bargaining power of suppliers
3.3.2. Low threat of new entrants
3.3.3. Low threat of substitutes
3.3.4. Low intensity of rivalry
3.3.5. Low bargaining power of buyers
3.4. Market dynamics
3.4.1. Drivers
3.4.1.1. Personalized Education and Adaptive Learning
3.4.1.2. Virtual assistants and smart tutoring
3.4.1.3. Improvements in Administrative Efficiency
3.4.2. Restraints
3.4.2.1. Privacy and Ethical Issues
3.4.2.2. Access Issues and Equity Concerns
3.4.3. Opportunities
3.4.3.1. Enhanced motivation and engagement of students
3.4.3.2. Data-Driven Decision Making
3.5. COVID-19 Impact Analysis on the market
CHAPTER 4: ARTIFICIAL INTELLIGENCE IN EDUCATION MARKET, BY COMPONENT
4.1. Overview
4.1.1. Market size and forecast
4.2. Solution
4.2.1. Key market trends, growth factors and opportunities
4.2.2. Market size and forecast, by region
4.2.3. Market share analysis by country
4.3. Services
4.3.1. Key market trends, growth factors and opportunities
4.3.2. Market size and forecast, by region
4.3.3. Market share analysis by country
CHAPTER 5: ARTIFICIAL INTELLIGENCE IN EDUCATION MARKET, BY DEPLOYMENT MODE
5.1. Overview
5.1.1. Market size and forecast
5.2. On-premise
5.2.1. Key market trends, growth factors and opportunities
5.2.2. Market size and forecast, by region
5.2.3. Market share analysis by country
5.3. Cloud
5.3.1. Key market trends, growth factors and opportunities
5.3.2. Market size and forecast, by region
5.3.3. Market share analysis by country
CHAPTER 6: ARTIFICIAL INTELLIGENCE IN EDUCATION MARKET, BY TECHNOLOGY
6.1. Overview
6.1.1. Market size and forecast
6.2. Machine Learning and Deep Learning
6.2.1. Key market trends, growth factors and opportunities
6.2.2. Market size and forecast, by region
6.2.3. Market share analysis by country
6.3. Natural Language Processing (NLP)
6.3.1. Key market trends, growth factors and opportunities
6.3.2. Market size and forecast, by region
6.3.3. Market share analysis by country
CHAPTER 7: ARTIFICIAL INTELLIGENCE IN EDUCATION MARKET, BY APPLICATION
7.1. Overview
7.1.1. Market size and forecast
7.2. Learning Platform and Virtual Facilitators
7.2.1. Key market trends, growth factors and opportunities
7.2.2. Market size and forecast, by region
7.2.3. Market share analysis by country
7.3. Smart Content Delivery
7.3.1. Key market trends, growth factors and opportunities
7.3.2. Market size and forecast, by region
7.3.3. Market share analysis by country
7.4. Fraud and Risk Management
7.4.1. Key market trends, growth factors and opportunities
7.4.2. Market size and forecast, by region
7.4.3. Market share analysis by country
7.5. Intelligent Tutoring System (ITS)
7.5.1. Key market trends, growth factors and opportunities
7.5.2. Market size and forecast, by region
7.5.3. Market share analysis by country
7.6. Others
7.6.1. Key market trends, growth factors and opportunities
7.6.2. Market size and forecast, by region
7.6.3. Market share analysis by country
CHAPTER 8: ARTIFICIAL INTELLIGENCE IN EDUCATION MARKET, BY END USER
8.1. Overview
8.1.1. Market size and forecast
8.2. Higher Education
8.2.1. Key market trends, growth factors and opportunities
8.2.2. Market size and forecast, by region
8.2.3. Market share analysis by country
8.3. K-12 Education
8.3.1. Key market trends, growth factors and opportunities
8.3.2. Market size and forecast, by region
8.3.3. Market share analysis by country
8.4. Corporate Training and Learning
8.4.1. Key market trends, growth factors and opportunities
8.4.2. Market size and forecast, by region
8.4.3. Market share analysis by country
8.5. Others
8.5.1. Key market trends, growth factors and opportunities
8.5.2. Market size and forecast, by region
8.5.3. Market share analysis by country
CHAPTER 9: ARTIFICIAL INTELLIGENCE IN EDUCATION MARKET, BY REGION
9.1. Overview
9.1.1. Market size and forecast By Region
9.2. North America
9.2.1. Key trends and opportunities
9.2.2. Market size and forecast, by Component
9.2.3. Market size and forecast, by Deployment Mode
9.2.4. Market size and forecast, by Technology
9.2.5. Market size and forecast, by Application
9.2.6. Market size and forecast, by End User
9.2.7. Market size and forecast, by country
9.2.7.1. U.S.
9.2.7.1.1. Key market trends, growth factors and opportunities
9.2.7.1.2. Market size and forecast, by Component
9.2.7.1.3. Market size and forecast, by Deployment Mode
9.2.7.1.4. Market size and forecast, by Technology
9.2.7.1.5. Market size and forecast, by Application
9.2.7.1.6. Market size and forecast, by End User
9.2.7.2. Canada
9.2.7.2.1. Key market trends, growth factors and opportunities
9.2.7.2.2. Market size and forecast, by Component
9.2.7.2.3. Market size and forecast, by Deployment Mode
9.2.7.2.4. Market size and forecast, by Technology
9.2.7.2.5. Market size and forecast, by Application
9.2.7.2.6. Market size and forecast, by End User
9.3. Europe
9.3.1. Key trends and opportunities
9.3.2. Market size and forecast, by Component
9.3.3. Market size and forecast, by Deployment Mode
9.3.4. Market size and forecast, by Technology
9.3.5. Market size and forecast, by Application
9.3.6. Market size and forecast, by End User
9.3.7. Market size and forecast, by country
9.3.7.1. UK
9.3.7.1.1. Key market trends, growth factors and opportunities
9.3.7.1.2. Market size and forecast, by Component
9.3.7.1.3. Market size and forecast, by Deployment Mode
9.3.7.1.4. Market size and forecast, by Technology
9.3.7.1.5. Market size and forecast, by Application
9.3.7.1.6. Market size and forecast, by End User
9.3.7.2. Germany
9.3.7.2.1. Key market trends, growth factors and opportunities
9.3.7.2.2. Market size and forecast, by Component
9.3.7.2.3. Market size and forecast, by Deployment Mode
9.3.7.2.4. Market size and forecast, by Technology
9.3.7.2.5. Market size and forecast, by Application
9.3.7.2.6. Market size and forecast, by End User
9.3.7.3. France
9.3.7.3.1. Key market trends, growth factors and opportunities
9.3.7.3.2. Market size and forecast, by Component
9.3.7.3.3. Market size and forecast, by Deployment Mode
9.3.7.3.4. Market size and forecast, by Technology
9.3.7.3.5. Market size and forecast, by Application
9.3.7.3.6. Market size and forecast, by End User
9.3.7.4. Italy
9.3.7.4.1. Key market trends, growth factors and opportunities
9.3.7.4.2. Market size and forecast, by Component
9.3.7.4.3. Market size and forecast, by Deployment Mode
9.3.7.4.4. Market size and forecast, by Technology
9.3.7.4.5. Market size and forecast, by Application
9.3.7.4.6. Market size and forecast, by End User
9.3.7.5. Spain
9.3.7.5.1. Key market trends, growth factors and opportunities
9.3.7.5.2. Market size and forecast, by Component
9.3.7.5.3. Market size and forecast, by Deployment Mode
9.3.7.5.4. Market size and forecast, by Technology
9.3.7.5.5. Market size and forecast, by Application
9.3.7.5.6. Market size and forecast, by End User
9.3.7.6. Rest of Europe
9.3.7.6.1. Key market trends, growth factors and opportunities
9.3.7.6.2. Market size and forecast, by Component
9.3.7.6.3. Market size and forecast, by Deployment Mode
9.3.7.6.4. Market size and forecast, by Technology
9.3.7.6.5. Market size and forecast, by Application
9.3.7.6.6. Market size and forecast, by End User
9.4. Asia-Pacific
9.4.1. Key trends and opportunities
9.4.2. Market size and forecast, by Component
9.4.3. Market size and forecast, by Deployment Mode
9.4.4. Market size and forecast, by Technology
9.4.5. Market size and forecast, by Application
9.4.6. Market size and forecast, by End User
9.4.7. Market size and forecast, by country
9.4.7.1. China
9.4.7.1.1. Key market trends, growth factors and opportunities
9.4.7.1.2. Market size and forecast, by Component
9.4.7.1.3. Market size and forecast, by Deployment Mode
9.4.7.1.4. Market size and forecast, by Technology
9.4.7.1.5. Market size and forecast, by Application
9.4.7.1.6. Market size and forecast, by End User
9.4.7.2. Japan
9.4.7.2.1. Key market trends, growth factors and opportunities
9.4.7.2.2. Market size and forecast, by Component
9.4.7.2.3. Market size and forecast, by Deployment Mode
9.4.7.2.4. Market size and forecast, by Technology
9.4.7.2.5. Market size and forecast, by Application
9.4.7.2.6. Market size and forecast, by End User
9.4.7.3. India
9.4.7.3.1. Key market trends, growth factors and opportunities
9.4.7.3.2. Market size and forecast, by Component
9.4.7.3.3. Market size and forecast, by Deployment Mode
9.4.7.3.4. Market size and forecast, by Technology
9.4.7.3.5. Market size and forecast, by Application
9.4.7.3.6. Market size and forecast, by End User
9.4.7.4. Australia
9.4.7.4.1. Key market trends, growth factors and opportunities
9.4.7.4.2. Market size and forecast, by Component
9.4.7.4.3. Market size and forecast, by Deployment Mode
9.4.7.4.4. Market size and forecast, by Technology
9.4.7.4.5. Market size and forecast, by Application
9.4.7.4.6. Market size and forecast, by End User
9.4.7.5. South Korea
9.4.7.5.1. Key market trends, growth factors and opportunities
9.4.7.5.2. Market size and forecast, by Component
9.4.7.5.3. Market size and forecast, by Deployment Mode
9.4.7.5.4. Market size and forecast, by Technology
9.4.7.5.5. Market size and forecast, by Application
9.4.7.5.6. Market size and forecast, by End User
9.4.7.6. Rest of Asia-Pacific
9.4.7.6.1. Key market trends, growth factors and opportunities
9.4.7.6.2. Market size and forecast, by Component
9.4.7.6.3. Market size and forecast, by Deployment Mode
9.4.7.6.4. Market size and forecast, by Technology
9.4.7.6.5. Market size and forecast, by Application
9.4.7.6.6. Market size and forecast, by End User
9.5. LAMEA
9.5.1. Key trends and opportunities
9.5.2. Market size and forecast, by Component
9.5.3. Market size and forecast, by Deployment Mode
9.5.4. Market size and forecast, by Technology
9.5.5. Market size and forecast, by Application
9.5.6. Market size and forecast, by End User
9.5.7. Market size and forecast, by country
9.5.7.1. Latin America
9.5.7.1.1. Key market trends, growth factors and opportunities
9.5.7.1.2. Market size and forecast, by Component
9.5.7.1.3. Market size and forecast, by Deployment Mode
9.5.7.1.4. Market size and forecast, by Technology
9.5.7.1.5. Market size and forecast, by Application
9.5.7.1.6. Market size and forecast, by End User
9.5.7.2. Middle East
9.5.7.2.1. Key market trends, growth factors and opportunities
9.5.7.2.2. Market size and forecast, by Component
9.5.7.2.3. Market size and forecast, by Deployment Mode
9.5.7.2.4. Market size and forecast, by Technology
9.5.7.2.5. Market size and forecast, by Application
9.5.7.2.6. Market size and forecast, by End User
9.5.7.3. Africa
9.5.7.3.1. Key market trends, growth factors and opportunities
9.5.7.3.2. Market size and forecast, by Component
9.5.7.3.3. Market size and forecast, by Deployment Mode
9.5.7.3.4. Market size and forecast, by Technology
9.5.7.3.5. Market size and forecast, by Application
9.5.7.3.6. Market size and forecast, by End User
CHAPTER 10: COMPETITIVE LANDSCAPE
10.1. Introduction
10.2. Top winning strategies
10.3. Product Mapping of Top 10 Players
10.4. Competitive Dashboard
10.5. Competitive Heatmap
10.6. Top player positioning, 2022
CHAPTER 11: COMPANY PROFILES
11.1. Microsoft Corporation
11.1.1. Company overview
11.1.2. Key Executives
11.1.3. Company snapshot
11.1.4. Operating business segments
11.1.5. Product portfolio
11.1.6. Business performance
11.1.7. Key strategic moves and developments
11.2. International Business Machines Corporation
11.2.1. Company overview
11.2.2. Key Executives
11.2.3. Company snapshot
11.2.4. Operating business segments
11.2.5. Product portfolio
11.2.6. Business performance
11.2.7. Key strategic moves and developments
11.3. Amazon Web Services, Inc.
11.3.1. Company overview
11.3.2. Key Executives
11.3.3. Company snapshot
11.3.4. Operating business segments
11.3.5. Product portfolio
11.3.6. Business performance
11.3.7. Key strategic moves and developments
11.4. Google LLC
11.4.1. Company overview
11.4.2. Key Executives
11.4.3. Company snapshot
11.4.4. Operating business segments
11.4.5. Product portfolio
11.4.6. Business performance
11.4.7. Key strategic moves and developments
11.5. Cognizant
11.5.1. Company overview
11.5.2. Key Executives
11.5.3. Company snapshot
11.5.4. Operating business segments
11.5.5. Product portfolio
11.5.6. Business performance
11.5.7. Key strategic moves and developments
11.6. DreamBox Learning, Inc.
11.6.1. Company overview
11.6.2. Key Executives
11.6.3. Company snapshot
11.6.4. Operating business segments
11.6.5. Product portfolio
11.7. BridgeU
11.7.1. Company overview
11.7.2. Key Executives
11.7.3. Company snapshot
11.7.4. Operating business segments
11.7.5. Product portfolio
11.7.6. Key strategic moves and developments
11.8. Carnegie Learning, Inc.
11.8.1. Company overview
11.8.2. Key Executives
11.8.3. Company snapshot
11.8.4. Operating business segments
11.8.5. Product portfolio
11.8.6. Key strategic moves and developments
11.9. Pearson PLC
11.9.1. Company overview
11.9.2. Key Executives
11.9.3. Company snapshot
11.9.4. Operating business segments
11.9.5. Product portfolio
11.9.6. Business performance
11.9.7. Key strategic moves and developments
11.10. Nuance Communications, Inc.
11.10.1. Company overview
11.10.2. Key Executives
11.10.3. Company snapshot
11.10.4. Operating business segments
11.10.5. Product portfolio
11.10.6. Business performance
11.10.7. Key strategic moves and developments
List of Tables
Table 01. Global Artificial Intelligence in Education Market, by Component, 2022-2032 ($Million)
Table 02. Artificial Intelligence in Education Market for Solution, by Region, 2022-2032 ($Million)
Table 03. Artificial Intelligence in Education Market for Services, by Region, 2022-2032 ($Million)
Table 04. Global Artificial Intelligence in Education Market, by Deployment Mode, 2022-2032 ($Million)
Table 05. Artificial Intelligence in Education Market for On-Premise, by Region, 2022-2032 ($Million)
Table 06. Artificial Intelligence in Education Market for Cloud, by Region, 2022-2032 ($Million)
Table 07. Global Artificial Intelligence in Education Market, by Technology, 2022-2032 ($Million)
Table 08. Artificial Intelligence in Education Market for Machine Learning and Deep Learning, by Region, 2022-2032 ($Million)
Table 09. Artificial Intelligence in Education Market for Natural Language Processing (Nlp), by Region, 2022-2032 ($Million)
Table 10. Global Artificial Intelligence in Education Market, by Application, 2022-2032 ($Million)
Table 11. Artificial Intelligence in Education Market for Learning Platform and Virtual Facilitators , by Region, 2022-2032 ($Million)
Table 12. Artificial Intelligence in Education Market for Smart Content Delivery, by Region, 2022-2032 ($Million)
Table 13. Artificial Intelligence in Education Market for Fraud and Risk Management, by Region, 2022-2032 ($Million)
Table 14. Artificial Intelligence in Education Market for Intelligent Tutoring System (Its), by Region, 2022-2032 ($Million)
Table 15. Artificial Intelligence in Education Market for Others, by Region, 2022-2032 ($Million)
Table 16. Global Artificial Intelligence in Education Market, by End-user, 2022-2032 ($Million)
Table 17. Artificial Intelligence in Education Market for Higher Education, by Region, 2022-2032 ($Million)
Table 18. Artificial Intelligence in Education Market for K-12 Education, by Region, 2022-2032 ($Million)
Table 19. Artificial Intelligence in Education Market for Corporate Training and Learning, by Region, 2022-2032 ($Million)
Table 20. Artificial Intelligence in Education Market for Others, by Region, 2022-2032 ($Million)
Table 21. Artificial Intelligence in Education Market, by Region, 2022-2032 ($Million)
Table 22. North America Artificial Intelligence in Education Market, by Component, 2022-2032 ($Million)
Table 23. North America Artificial Intelligence in Education Market, by Deployment Mode, 2022-2032 ($Million)
Table 24. North America Artificial Intelligence in Education Market, by Technology, 2022-2032 ($Million)
Table 25. North America Artificial Intelligence in Education Market, by Application, 2022-2032 ($Million)
Table 26. North America Artificial Intelligence in Education Market, by End-user, 2022-2032 ($Million)
Table 27. North America Artificial Intelligence in Education Market, by Country, 2022-2032 ($Million)
Table 28. U.S. Artificial Intelligence in Education Market, by Component, 2022-2032 ($Million)
Table 29. U.S. Artificial Intelligence in Education Market, by Deployment Mode, 2022-2032 ($Million)
Table 30. U.S. Artificial Intelligence in Education Market, by Technology, 2022-2032 ($Million)
Table 31. U.S. Artificial Intelligence in Education Market, by Application, 2022-2032 ($Million)
Table 32. U.S. Artificial Intelligence in Education Market, by End-user, 2022-2032 ($Million)
Table 33. Canada Artificial Intelligence in Education Market, by Component, 2022-2032 ($Million)
Table 34. Canada Artificial Intelligence in Education Market, by Deployment Mode, 2022-2032 ($Million)
Table 35. Canada Artificial Intelligence in Education Market, by Technology, 2022-2032 ($Million)
Table 36. Canada Artificial Intelligence in Education Market, by Application, 2022-2032 ($Million)
Table 37. Canada Artificial Intelligence in Education Market, by End-user, 2022-2032 ($Million)
Table 38. Europe Artificial Intelligence in Education Market, by Component, 2022-2032 ($Million)
Table 39. Europe Artificial Intelligence in Education Market, by Deployment Mode, 2022-2032 ($Million)
Table 40. Europe Artificial Intelligence in Education Market, by Technology, 2022-2032 ($Million)
Table 41. Europe Artificial Intelligence in Education Market, by Application, 2022-2032 ($Million)
Table 42. Europe Artificial Intelligence in Education Market, by End-user, 2022-2032 ($Million)
Table 43. Europe Artificial Intelligence in Education Market, by Country, 2022-2032 ($Million)
Table 44. UK Artificial Intelligence in Education Market, by Component, 2022-2032 ($Million)
Table 45. UK Artificial Intelligence in Education Market, by Deployment Mode, 2022-2032 ($Million)
Table 46. UK Artificial Intelligence in Education Market, by Technology, 2022-2032 ($Million)
Table 47. UK Artificial Intelligence in Education Market, by Application, 2022-2032 ($Million)
Table 48. UK Artificial Intelligence in Education Market, by End-user, 2022-2032 ($Million)
Table 49. Germany Artificial Intelligence in Education Market, by Component, 2022-2032 ($Million)
Table 50. Germany Artificial Intelligence in Education Market, by Deployment Mode, 2022-2032 ($Million)
Table 51. Germany Artificial Intelligence in Education Market, by Technology, 2022-2032 ($Million)
Table 52. Germany Artificial Intelligence in Education Market, by Application, 2022-2032 ($Million)
Table 53. Germany Artificial Intelligence in Education Market, by End-user, 2022-2032 ($Million)
Table 54. France Artificial Intelligence in Education Market, by Component, 2022-2032 ($Million)
Table 55. France Artificial Intelligence in Education Market, by Deployment Mode, 2022-2032 ($Million)
Table 56. France Artificial Intelligence in Education Market, by Technology, 2022-2032 ($Million)
Table 57. France Artificial Intelligence in Education Market, by Application, 2022-2032 ($Million)
Table 58. France Artificial Intelligence in Education Market, by End-user, 2022-2032 ($Million)
Table 59. Italy Artificial Intelligence in Education Market, by Component, 2022-2032 ($Million)
Table 60. Italy Artificial Intelligence in Education Market, by Deployment Mode, 2022-2032 ($Million)
Table 61. Italy Artificial Intelligence in Education Market, by Technology, 2022-2032 ($Million)
Table 62. Italy Artificial Intelligence in Education Market, by Application, 2022-2032 ($Million)
Table 63. Italy Artificial Intelligence in Education Market, by End-user, 2022-2032 ($Million)
Table 64. Spain Artificial Intelligence in Education Market, by Component, 2022-2032 ($Million)
Table 65. Spain Artificial Intelligence in Education Market, by Deployment Mode, 2022-2032 ($Million)
Table 66. Spain Artificial Intelligence in Education Market, by Technology, 2022-2032 ($Million)
Table 67. Spain Artificial Intelligence in Education Market, by Application, 2022-2032 ($Million)
Table 68. Spain Artificial Intelligence in Education Market, by End-user, 2022-2032 ($Million)
Table 69. Rest of Europe Artificial Intelligence in Education Market, by Component, 2022-2032 ($Million)
Table 70. Rest of Europe Artificial Intelligence in Education Market, by Deployment Mode, 2022-2032 ($Million)
Table 71. Rest of Europe Artificial Intelligence in Education Market, by Technology, 2022-2032 ($Million)
Table 72. Rest of Europe Artificial Intelligence in Education Market, by Application, 2022-2032 ($Million)
Table 73. Rest of Europe Artificial Intelligence in Education Market, by End-user, 2022-2032 ($Million)
Table 74. Asia-Pacific Artificial Intelligence in Education Market, by Component, 2022-2032 ($Million)
Table 75. Asia-Pacific Artificial Intelligence in Education Market, by Deployment Mode, 2022-2032 ($Million)
Table 76. Asia-Pacific Artificial Intelligence in Education Market, by Technology, 2022-2032 ($Million)
Table 77. Asia-Pacific Artificial Intelligence in Education Market, by Application, 2022-2032 ($Million)
Table 78. Asia-Pacific Artificial Intelligence in Education Market, by End-user, 2022-2032 ($Million)
Table 79. Asia-Pacific Artificial Intelligence in Education Market, by Country, 2022-2032 ($Million)
Table 80. China Artificial Intelligence in Education Market, by Component, 2022-2032 ($Million)
Table 81. China Artificial Intelligence in Education Market, by Deployment Mode, 2022-2032 ($Million)
Table 82. China Artificial Intelligence in Education Market, by Technology, 2022-2032 ($Million)
Table 83. China Artificial Intelligence in Education Market, by Application, 2022-2032 ($Million)
Table 84. China Artificial Intelligence in Education Market, by End-user, 2022-2032 ($Million)
Table 85. Japan Artificial Intelligence in Education Market, by Component, 2022-2032 ($Million)
Table 86. Japan Artificial Intelligence in Education Market, by Deployment Mode, 2022-2032 ($Million)
Table 87. Japan Artificial Intelligence in Education Market, by Technology, 2022-2032 ($Million)
Table 88. Japan Artificial Intelligence in Education Market, by Application, 2022-2032 ($Million)
Table 89. Japan Artificial Intelligence in Education Market, by End-user, 2022-2032 ($Million)
Table 90. India Artificial Intelligence in Education Market, by Component, 2022-2032 ($Million)
Table 91. India Artificial Intelligence in Education Market, by Deployment Mode, 2022-2032 ($Million)
Table 92. India Artificial Intelligence in Education Market, by Technology, 2022-2032 ($Million)
Table 93. India Artificial Intelligence in Education Market, by Application, 2022-2032 ($Million)
Table 94. India Artificial Intelligence in Education Market, by End-user, 2022-2032 ($Million)
Table 95. Australia Artificial Intelligence in Education Market, by Component, 2022-2032 ($Million)
Table 96. Australia Artificial Intelligence in Education Market, by Deployment Mode, 2022-2032 ($Million)
Table 97. Australia Artificial Intelligence in Education Market, by Technology, 2022-2032 ($Million)
Table 98. Australia Artificial Intelligence in Education Market, by Application, 2022-2032 ($Million)
Table 99. Australia Artificial Intelligence in Education Market, by End-user, 2022-2032 ($Million)
Table 100. South Korea Artificial Intelligence in Education Market, by Component, 2022-2032 ($Million)
Table 101. South Korea Artificial Intelligence in Education Market, by Deployment Mode, 2022-2032 ($Million)
Table 102. South Korea Artificial Intelligence in Education Market, by Technology, 2022-2032 ($Million)
Table 103. South Korea Artificial Intelligence in Education Market, by Application, 2022-2032 ($Million)
Table 104. South Korea Artificial Intelligence in Education Market, by End-user, 2022-2032 ($Million)
Table 105. Rest of Asia-Pacific Artificial Intelligence in Education Market, by Component, 2022-2032 ($Million)
Table 106. Rest of Asia-Pacific Artificial Intelligence in Education Market, by Deployment Mode, 2022-2032 ($Million)
Table 107. Rest of Asia-Pacific Artificial Intelligence in Education Market, by Technology, 2022-2032 ($Million)
Table 108. Rest of Asia-Pacific Artificial Intelligence in Education Market, by Application, 2022-2032 ($Million)
Table 109. Rest of Asia-Pacific Artificial Intelligence in Education Market, by End-user, 2022-2032 ($Million)
Table 110. LAMEA Artificial Intelligence in Education Market, by Component, 2022-2032 ($Million)
Table 111. LAMEA Artificial Intelligence in Education Market, by Deployment Mode, 2022-2032 ($Million)
Table 112. LAMEA Artificial Intelligence in Education Market, by Technology, 2022-2032 ($Million)
Table 113. LAMEA Artificial Intelligence in Education Market, by Application, 2022-2032 ($Million)
Table 114. LAMEA Artificial Intelligence in Education Market, by End-user, 2022-2032 ($Million)
Table 115. LAMEA Artificial Intelligence in Education Market, by Country, 2022-2032 ($Million)
Table 116. Latin America Artificial Intelligence in Education Market, by Component, 2022-2032 ($Million)
Table 117. Latin America Artificial Intelligence in Education Market, by Deployment Mode, 2022-2032 ($Million)
Table 118. Latin America Artificial Intelligence in Education Market, by Technology, 2022-2032 ($Million)
Table 119. Latin America Artificial Intelligence in Education Market, by Application, 2022-2032 ($Million)
Table 120. Latin America Artificial Intelligence in Education Market, by End-user, 2022-2032 ($Million)
Table 121. Middle East Artificial Intelligence in Education Market, by Component, 2022-2032 ($Million)
Table 122. Middle East Artificial Intelligence in Education Market, by Deployment Mode, 2022-2032 ($Million)
Table 123. Middle East Artificial Intelligence in Education Market, by Technology, 2022-2032 ($Million)
Table 124. Middle East Artificial Intelligence in Education Market, by Application, 2022-2032 ($Million)
Table 125. Middle East Artificial Intelligence in Education Market, by End-user, 2022-2032 ($Million)
Table 126. Africa Artificial Intelligence in Education Market, by Component, 2022-2032 ($Million)
Table 127. Africa Artificial Intelligence in Education Market, by Deployment Mode, 2022-2032 ($Million)
Table 128. Africa Artificial Intelligence in Education Market, by Technology, 2022-2032 ($Million)
Table 129. Africa Artificial Intelligence in Education Market, by Application, 2022-2032 ($Million)
Table 130. Africa Artificial Intelligence in Education Market, by End-user, 2022-2032 ($Million)
Table 131. Microsoft Corporation: Key Executives
Table 132. Microsoft Corporation: Company Snapshot
Table 133. Microsoft Corporation: Service Segments
Table 134. Microsoft Corporation: Product Portfolio
Table 135. Microsoft Corporation: Key Stratergies
Table 136. International Business Machines Corporation: Key Executives
Table 137. International Business Machines Corporation: Company Snapshot
Table 138. International Business Machines Corporation: Service Segments
Table 139. International Business Machines Corporation: Product Portfolio
Table 140. International Business Machines Corporation: Key Stratergies
Table 141. Amazon Web Services, Inc.: Key Executives
Table 142. Amazon Web Services, Inc.: Company Snapshot
Table 143. Amazon Web Services, Inc.: Service Segments
Table 144. Amazon Web Services, Inc.: Product Portfolio
Table 145. Amazon Web Services, Inc.: Key Stratergies
Table 146. Google LLC: Key Executives
Table 147. Google LLC: Company Snapshot
Table 148. Google LLC: Service Segments
Table 149. Google LLC: Product Portfolio
Table 150. Google LLC: Key Stratergies
Table 151. Cognizant: Key Executives
Table 152. Cognizant: Company Snapshot
Table 153. Cognizant: Service Segments
Table 154. Cognizant: Product Portfolio
Table 155. Cognizant: Key Stratergies
Table 156. Dreambox Learning, Inc.: Key Executives
Table 157. Dreambox Learning, Inc.: Company Snapshot
Table 158. Dreambox Learning, Inc.: Service Segments
Table 159. Dreambox Learning, Inc.: Product Portfolio
Table 160. Bridgeu: Key Executives
Table 161. Bridgeu: Company Snapshot
Table 162. Bridgeu: Service Segments
Table 163. Bridgeu: Product Portfolio
Table 164. Bridgeu: Key Stratergies
Table 165. Carnegie Learning, Inc.: Key Executives
Table 166. Carnegie Learning, Inc.: Company Snapshot
Table 167. Carnegie Learning, Inc.: Service Segments
Table 168. Carnegie Learning, Inc.: Product Portfolio
Table 169. Carnegie Learning, Inc.: Key Stratergies
Table 170. Pearson PLC: Key Executives
Table 171. Pearson PLC: Company Snapshot
Table 172. Pearson PLC: Service Segments
Table 173. Pearson PLC: Product Portfolio
Table 174. Pearson PLC: Key Stratergies
Table 175. Nuance Communications, Inc.: Key Executives
Table 176. Nuance Communications, Inc.: Company Snapshot
Table 177. Nuance Communications, Inc.: Product Segments
Table 178. Nuance Communications, Inc.: Product Portfolio
Table 179. Nuance Communications, Inc.: Key Stratergies
List of Figures
Figure 01. Artificial Intelligence in Education Market, 2022-2032
Figure 02. Segmentation of Artificial Intelligence in Education Market, 2022-2032
Figure 03. Artificial Intelligence in Education Market, 2022-2032
Figure 04. Top Investment Pockets in Artificial Intelligence in Education Market (2023-2032)
Figure 05. Low Bargaining Power of Suppliers
Figure 06. Low Threat of New Entrants
Figure 07. Low Threat of Substitutes
Figure 08. Low Intensity of Rivalry
Figure 09. Low Bargaining Power of Buyers
Figure 10. Global Artificial Intelligence in Education Market:Drivers, Restraints and Opportunities
Figure 11. Artificial Intelligence in Education Market, by Component, 2022 (%)
Figure 12. Comparative Share Analysis of Artificial Intelligence in Education Market for Solution, by Country 2022-2032 (%)
Figure 13. Comparative Share Analysis of Artificial Intelligence in Education Market for Services, by Country 2022-2032 (%)
Figure 14. Artificial Intelligence in Education Market, by Deployment Mode, 2022 (%)
Figure 15. Comparative Share Analysis of Artificial Intelligence in Education Market for On-Premise, by Country 2022-2032 (%)
Figure 16. Comparative Share Analysis of Artificial Intelligence in Education Market for Cloud, by Country 2022-2032 (%)
Figure 17. Artificial Intelligence in Education Market, by Technology, 2022 (%)
Figure 18. Comparative Share Analysis of Artificial Intelligence in Education Market for Machine Learning and Deep Learning, by Country 2022-2032 (%)
Figure 19. Comparative Share Analysis of Artificial Intelligence in Education Market for Natural Language Processing (Nlp), by Country 2022-2032 (%)
Figure 20. Artificial Intelligence in Education Market, by Application, 2022 (%)
Figure 21. Comparative Share Analysis of Artificial Intelligence in Education Market for Learning Platform and Virtual Facilitators , by Country 2022-2032 (%)
Figure 22. Comparative Share Analysis of Artificial Intelligence in Education Market for Smart Content Delivery, by Country 2022-2032 (%)
Figure 23. Comparative Share Analysis of Artificial Intelligence in Education Market for Fraud and Risk Management, by Country 2022-2032 (%)
Figure 24. Comparative Share Analysis of Artificial Intelligence in Education Market for Intelligent Tutoring System (Its), by Country 2022-2032 (%)
Figure 25. Comparative Share Analysis of Artificial Intelligence in Education Market for Others, by Country 2022-2032 (%)
Figure 26. Artificial Intelligence in Education Market, by End-user, 2022 (%)
Figure 27. Comparative Share Analysis of Artificial Intelligence in Education Market for Higher Education, by Country 2022-2032 (%)
Figure 28. Comparative Share Analysis of Artificial Intelligence in Education Market for K-12 Education, by Country 2022-2032 (%)
Figure 29. Comparative Share Analysis of Artificial Intelligence in Education Market for Corporate Training and Learning, by Country 2022-2032 (%)
Figure 30. Comparative Share Analysis of Artificial Intelligence in Education Market for Others, by Country 2022-2032 (%)
Figure 31. Artificial Intelligence in Education Market by Region, 2022
Figure 32. U.S. Artificial Intelligence in Education Market, 2022-2032 ($Million)
Figure 33. Canada Artificial Intelligence in Education Market, 2022-2032 ($Million)
Figure 34. UK Artificial Intelligence in Education Market, 2022-2032 ($Million)
Figure 35. Germany Artificial Intelligence in Education Market, 2022-2032 ($Million)
Figure 36. France Artificial Intelligence in Education Market, 2022-2032 ($Million)
Figure 37. Italy Artificial Intelligence in Education Market, 2022-2032 ($Million)
Figure 38. Spain Artificial Intelligence in Education Market, 2022-2032 ($Million)
Figure 39. Rest of Europe Artificial Intelligence in Education Market, 2022-2032 ($Million)
Figure 40. China Artificial Intelligence in Education Market, 2022-2032 ($Million)
Figure 41. Japan Artificial Intelligence in Education Market, 2022-2032 ($Million)
Figure 42. India Artificial Intelligence in Education Market, 2022-2032 ($Million)
Figure 43. Australia Artificial Intelligence in Education Market, 2022-2032 ($Million)
Figure 44. South Korea Artificial Intelligence in Education Market, 2022-2032 ($Million)
Figure 45. Rest of Asia-Pacific Artificial Intelligence in Education Market, 2022-2032 ($Million)
Figure 46. Latin America Artificial Intelligence in Education Market, 2022-2032 ($Million)
Figure 47. Middle East Artificial Intelligence in Education Market, 2022-2032 ($Million)
Figure 48. Africa Artificial Intelligence in Education Market, 2022-2032 ($Million)
Figure 49. Top Winning Strategies, by Year
Figure 50. Top Winning Strategies, by Development
Figure 51. Top Winning Strategies, by Company
Figure 52. Product Mapping of Top 10 Players
Figure 53. Competitive Dashboard
Figure 54. Competitive Heatmap: Artificial Intelligence in Education Market
Figure 55. Top Player Positioning, 2022
Figure 56. Microsoft Corporation: Net Revenue, 2020-2022 ($Million)
Figure 57. International Business Machines Corporation: Net Revenue, 2020-2022 ($Million)
Figure 58. International Business Machines Corporation: Research & Development Expenditure, 2019-2021 ($Million
Figure 59. International Business Machines Corporation: Revenue Share by Region, 2022 (%)
Figure 60. International Business Machines Corporation: Revenue Share by Segment, 2022 (%)
Figure 61. Amazon Web Services, Inc.: Net Revenue, 2020-2022 ($Million)
Figure 62. Amazon Web Services, Inc.: Revenue Share by Segment, 2022 (%)
Figure 63. Amazon Web Services, Inc.: Revenue Share by Region, 2022 (%)
Figure 64. Google LLC: Net Revenue, 2020-2022 ($Million)
Figure 65. Google LLC: Research & Development Expenditure, 2020-2022 ($Million)
Figure 66. Google LLC: Revenue Share by Region, 2022 (%)
Figure 67. Google LLC: Revenue Share by Segment, 2022 (%)
Figure 68. Cognizant: Net Revenue, 2020-2022 ($Million)
Figure 69. Cognizant: Revenue Share by Region, 2022 (%)
Figure 70. Pearson PLC: Net Revenue, 2020-2022 ($Million)
Figure 71. Pearson PLC: Revenue Share by Segment, 2022 (%)
Figure 72. Pearson PLC: Revenue Share by Region, 2022 (%)
Figure 73. Nuance Communications, Inc.: Net Revenue, 2020-2022 ($Million)
Figure 74. Nuance Communications, Inc.: Research & Development Expenditure, 2020-2022 ($Million)
Figure 75. Nuance Communications, Inc.: Revenue Share by Segment, 2022 (%)
Figure 76. Nuance Communications, Inc.: Revenue Share by Region, 2022 (%)

Executive Summary

According to this report, the artificial intelligence in education market was valued at $2.5 billion in 2022, and is estimated to reach $88.2 billion by 2032, growing at a CAGR of 43.3% from 2023 to 2032.

Artificial intelligence in education refers to the application of AI technologies and techniques to enhance and optimize various aspects of the educational process. It involves the use of advanced algorithms, machine learning, and data analytics to analyze vast amounts of educational data, identify patterns, and make informed decisions to improve teaching, learning, and administrative processes within the education sector.

Furthermore, software used in education and training is enhanced with the use of technologies such as deep learning, machine learning, and natural language processing (NLP). All technological advancements are made in accordance with educational models such as the learner model, pedagogical model, and domain model in order to enhance educational systems and enable better knowledge delivery and assessment. The demand for artificial intelligence (AI) in education is being driven by factors such as rising investments in AI and EdTech by the public and private sectors, as well as rising edutainment penetration. Moreover, the demand for AI in education globally is also being fueled by technological innovation. Industries all across the world were severely affected by the COVID-19 pandemic. But during the epidemic, the market saw a marked increase in demand for creative AI-based teaching solutions
Moreover, personalized education and adaptive learning, virtual assistants and smart tutoring and improvements in administrative efficiency are primarily driving the growth of artificial intelligence in education market. However, privacy and ethical issues and access issues and equity concerns hamper the market growth to some extent. Moreover, enhanced motivation and engagement of students and data-driven decision making are expected to provide lucrative opportunities for market growth during the forecast period.

The AI in education market is segmented into component, deployment, technology, application, end user, and region. On the basis of component, it is segregated into solutions and services. On the basis of deployment, it is segregated into on-premise and cloud. On the basis of technology, it is segregated into machine learning and deep learning and natural language. On the basis of application, it is segregated into learning platform & virtual facilitators, smart content delivery, fraud and risk management, intelligent tutoring system (ITS) and others. On the basis of end user, it is segregated into corporate learning, K-12 education, higher education and others. On the basis of region, it is analyzed across North America, Europe, Asia-Pacific, and LAMEA.

The market players operating in the AI in education market are Microsoft Corporation, International Business Machines Corporation, Amazon Web Services, Inc., Google llc, Cognizant, Dreambox Learning, Inc., Bridgeu, Carnegie Learning, Inc., Pearson Plc, Nuance Communications, Inc. These major players have adopted various key development strategies such as business expansion, new product launches, and partnerships, which help to drive the growth of the AI in education market globally. For instance, in June 2023, Microsoft launched a a new AI Skills Initiative to help people and communities worldwide learn how to harness the power of artificial intelligence. The initiative will include new, free coursework developed with LinkedIn, including the first Professional Certificate on Generative AI in the online learning market. In addition, in March 2023, Amazon partnered with IIT Bombay, its primary focus is on advancing artificial intelligence (AI) and machine learning (ML) in the areas of speech, language, and multimodal AI domains.

Key Market Insights

By component, the solutions segment was the highest revenue contributor to the market in 2022, and is estimated to reach $54.40 billion by 2032, with a CAGR of 42.0%. However, the services segment is estimated to be the fastest-growing segment with a CAGR of 45.6% during the forecast period.

By deployment mode, the on-premise segment dominated the global market share in 2022, and is estimated to reach $28.60 billion by 2032, with a CAGR of 38.8%, However, the cloud segment is expected to be the fastest growing segment with a CAGR of 46.1% during the forecast period.

By technology, the machine learning and deep learning segment was the highest revenue contributor to the market in 2022, and is estimated to reach $54.40 billion by 2032, with a CAGR of 41.6%. However, the natural language processing (NLP) segment is estimated to be the fastest-growing segment with a CAGR of 46.6% during the forecast period.

By application, the learning platform and virtual facilitators segment was the highest revenue contributor to the market in 2022, and is estimated to reach $28.78 billion by 2032, with a CAGR of 40.3%. However, the fraud and risk management segment is estimated to be the fastest-growing segment with a CAGR of 47.2% during the forecast period.

By end user, the Higher Education segment was the highest revenue contributor to the market in 2022, and is estimated to reach $31.67 billion by 2032, with a CAGR of 41.3%. However, the K-12 Education segment are estimated to be the fastest-growing segment with a CAGR of 46.5% during the forecast period.

Region wise, North America was the highest revenue contributor, accounting for $923.2 million in 2022 and is estimated to reach $26.46 billion by 2032, with a CAGR of 40.2%.

Companies Mentioned

  • Amazon Web Services, Inc.
  • BridgeU
  • Carnegie Learning, Inc.
  • Cognizant
  • DreamBox Learning, Inc.
  • Google LLC
  • International Business Machines Corporation
  • Microsoft Corporation
  • Nuance Communications, Inc.
  • Pearson PLC

Methodology

The analyst offers exhaustive research and analysis based on a wide variety of factual inputs, which largely include interviews with industry participants, reliable statistics, and regional intelligence. The in-house industry experts play an instrumental role in designing analytic tools and models, tailored to the requirements of a particular industry segment. The primary research efforts include reaching out participants through mail, tele-conversations, referrals, professional networks, and face-to-face interactions.

They are also in professional corporate relations with various companies that allow them greater flexibility for reaching out to industry participants and commentators for interviews and discussions.

They also refer to a broad array of industry sources for their secondary research, which typically include; however, not limited to:

  • Company SEC filings, annual reports, company websites, broker & financial reports, and investor presentations for competitive scenario and shape of the industry
  • Scientific and technical writings for product information and related preemptions
  • Regional government and statistical databases for macro analysis
  • Authentic news articles and other related releases for market evaluation
  • Internal and external proprietary databases, key market indicators, and relevant press releases for market estimates and forecast

Furthermore, the accuracy of the data will be analyzed and validated by conducting additional primaries with various industry experts and KOLs. They also provide robust post-sales support to clients.

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