This report studies the Machine Learning in Education market, covering market size for segment by type (Deep Learning and Machine Learning, Natural Language Processing (NLP), etc.), by application (Intelligent Tutoring Systems, Virtual Facilitators, etc.), by sales channel (Direct Channel, Distribution Channel), by player (IBM, Microsoft, Google, AWS, Cognizant, etc.) and by region (North America, Europe, Asia-Pacific, South America and Middle East & Africa).
This report provides detailed historical analysis of global market for Machine Learning in Education from 2017-2022, and provides extensive market forecasts from 2023-2031 by region/country and subsectors. It covers the sales/revenue/value, gross margin, historical growth and future perspectives in the Machine Learning in Education market.
The research methodology used to estimate and forecast this market begins by capturing the revenues of the key players and their shares in the market. Various secondary sources such as press releases, annual reports, non-profit organizations, industry associations, governmental agencies and customs data, have been used to identify and collect information useful for this extensive commercial study of the market. Calculations based on this led to the overall market size. After arriving at the overall market size, the total market has been split into several segments and subsegments, which have then been verified through primary research by conducting extensive interviews with industry experts such as CEOs, VPs, directors, and executives. The data triangulation and market breakdown procedures have been employed to complete the overall market engineering process and arrive at the exact statistics for all segments and subsegments.
Leading players of Machine Learning in Education including:
IBM
Microsoft
Google
AWS
Cognizant
Pearson
Bridge-U
DreamBox Learning
Fishtree
Jellynote
Quantum Adaptive Learning
Nuance Communications
OSMO
Querium
Third Space Learning
Aleks
Blackboard
Carnegie Learning
Century
Cognii
Elemental Path
Jenzabar
Knewton
Luilishuo
Metacog
Market split by Type, can be divided into:
Deep Learning and Machine Learning
Natural Language Processing (NLP)
Market split by Application, can be divided into:
Intelligent Tutoring Systems
Virtual Facilitators
Content Delivery Systems
Interactive Websites
Others
Market split by Sales Channel, can be divided into:
Direct Channel
Distribution Channel
Market segment by Region/Country including:
North America (United States, Canada and Mexico)
Europe (Germany, UK, France, Italy, Russia and Spain etc.)
Asia-Pacific (China, Japan, Korea, India, Australia and Southeast Asia etc.)
South America (Brazil, Argentina and Colombia etc.)
Middle East & Africa (South Africa, UAE and Saudi Arabia etc.)
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TABLE OF CONTENTS
Table of Contents
Chapter 1 Machine Learning in Education Market Overview
1.1 Machine Learning in Education Definition
1.2 Global Machine Learning in Education Market Size Status and Outlook (2017-2031)
1.3 Global Machine Learning in Education Market Size Comparison by Region (2017-2031)
1.4 Global Machine Learning in Education Market Size Comparison by Type (2017-2031)
1.5 Global Machine Learning in Education Market Size Comparison by Application (2017-2031)
1.6 Global Machine Learning in Education Market Size Comparison by Sales Channel (2017-2031)
1.7 Machine Learning in Education Market Dynamics
1.7.1 Market Drivers/Opportunities
1.7.2 Market Challenges/Risks
1.7.3 Market News (Mergers/Acquisitions/Expansion)
1.7.4 COVID-19 Impacts
1.7.5 Russia-Ukraine War Impacts
Chapter 2 Machine Learning in Education Market Segment Analysis by Player
2.1 Global Machine Learning in Education Sales and Market Share by Player (2020-2022)
2.2 Global Machine Learning in Education Revenue and Market Share by Player (2020-2022)
2.3 Global Machine Learning in Education Average Price by Player (2020-2022)
2.4 Players Competition Situation & Trends
2.5 Conclusion of Segment by Player
Chapter 3 Machine Learning in Education Market Segment Analysis by Type
3.1 Global Machine Learning in Education Market by Type
3.1.1 Deep Learning and Machine Learning
3.1.2 Natural Language Processing (NLP)
3.2 Global Machine Learning in Education Sales and Market Share by Type (2017-2022)
3.3 Global Machine Learning in Education Revenue and Market Share by Type (2017-2022)
3.4 Global Machine Learning in Education Average Price by Type (2017-2022)
3.5 Leading Players of Machine Learning in Education by Type in 2022
3.6 Conclusion of Segment by Type
Chapter 4 Machine Learning in Education Market Segment Analysis by Application
4.1 Global Machine Learning in Education Market by Application
4.1.1 Intelligent Tutoring Systems
4.1.2 Virtual Facilitators
4.1.3 Content Delivery Systems
4.1.4 Interactive Websites
4.1.5 Others
4.2 Global Machine Learning in Education Revenue and Market Share by Application (2017-2022)
4.3 Leading Consumers of Machine Learning in Education by Application in 2022
4.4 Conclusion of Segment by Application
Chapter 5 Machine Learning in Education Market Segment Analysis by Sales Channel
5.1 Global Machine Learning in Education Market by Sales Channel
5.1.1 Direct Channel
5.1.2 Distribution Channel
5.2 Global Machine Learning in Education Revenue and Market Share by Sales Channel (2017-2022)
5.3 Leading Distributors/Dealers of Machine Learning in Education by Sales Channel in 2022
5.4 Conclusion of Segment by Sales Channel
Chapter 6 Machine Learning in Education Market Segment Analysis by Region
6.1 Global Machine Learning in Education Market Size and CAGR by Region (2017-2031)
6.2 Global Machine Learning in Education Sales and Market Share by Region (2017-2022)
6.3 Global Machine Learning in Education Revenue and Market Share by Region (2017-2022)
6.4 North America
6.4.1 North America Market by Country
6.4.2 North America Machine Learning in Education Market Share by Type
6.4.3 North America Machine Learning in Education Market Share by Application
6.4.4 United States
6.4.5 Canada
6.4.6 Mexico
6.5 Europe
6.5.1 Europe Market by Country
6.5.2 Europe Machine Learning in Education Market Share by Type
6.5.3 Europe Machine Learning in Education Market Share by Application
6.5.4 Germany
6.5.5 UK
6.5.6 France
6.5.7 Italy
6.5.8 Russia
6.5.9 Spain
6.6 Asia-Pacific
6.6.1 Asia-Pacific Market by Country
6.6.2 Asia-Pacific Machine Learning in Education Market Share by Type
6.6.3 Asia-Pacific Machine Learning in Education Market Share by Application
6.6.4 China
6.6.5 Japan
6.6.6 Korea
6.6.7 India
6.6.8 Southeast Asia
6.6.9 Australia
6.7 South America
6.7.1 South America Market by Country
6.7.2 South America Machine Learning in Education Market Share by Type
6.7.3 South America Machine Learning in Education Market Share by Application
6.7.4 Brazil
6.7.5 Argentina
6.7.6 Colombia
6.8 Middle East & Africa
6.8.1 Middle East & Africa Market by Country
6.8.2 Middle East & Africa Machine Learning in Education Market Share by Type
6.8.3 Middle East & Africa Machine Learning in Education Market Share by Application
6.8.4 UAE
6.8.5 Saudi Arabia
6.8.6 South Africa
6.9 Conclusion of Segment by Region
Chapter 7 Profile of Leading Machine Learning in Education Players
7.1 IBM
7.1.1 Company Snapshot
7.1.2 Product/Service Offered
7.1.3 Business Performance (Sales, Price, Revenue, Gross Margin and Market Share)
7.2 Microsoft
7.3 Google
7.4 AWS
7.5 Cognizant
7.6 Pearson
7.7 Bridge-U
7.8 DreamBox Learning
7.9 Fishtree
7.10 Jellynote
7.11 Quantum Adaptive Learning
7.12 Nuance Communications
7.13 OSMO
7.14 Querium
7.15 Third Space Learning
7.16 Aleks
7.17 Blackboard
7.18 Carnegie Learning
7.19 Century
7.20 Cognii
7.21 Elemental Path
7.22 Jenzabar
7.23 Knewton
7.24 Luilishuo
7.25 Metacog
Chapter 8 Upstream and Downstream Analysis of Machine Learning in Education
8.1 Industrial Chain of Machine Learning in Education
8.2 Upstream of Machine Learning in Education
8.3 Downstream of Machine Learning in Education
Chapter 9 Development Trend of Machine Learning in Education (2023-2031)
9.1 Global Machine Learning in Education Market Size (Sales and Revenue) Forecast (2023-2031)
9.2 Global Machine Learning in Education Market Size and CAGR Forecast by Region (2023-2031)
9.3 Global Machine Learning in Education Market Size and CAGR Forecast by Type (2023-2031)
9.4 Global Machine Learning in Education Market Size and CAGR Forecast by Application (2023-2031)
9.5 Global Machine Learning in Education Market Size and CAGR Forecast by Sales Channel (2023-2031)
Chapter 10 Appendix
10.1 Research Methodology
10.2 Data Sources
10.3 Disclaimer
10.4 Analysts Certification
LIST OF TABLES & FIGURES
List of Tables and Figures
Figure Machine Learning in Education Example
Figure Global Machine Learning in Education Revenue (Million $) Status and Outlook (2017-2031)
Figure Global Machine Learning in Education Revenue (Million $) Comparison by Region (2017-2031)
Figure Global Machine Learning in Education Revenue (Million $) Comparison by Type (2017-2031)
Figure Global Machine Learning in Education Revenue (Million $) Comparison by Application (2017-2031)
Figure Global Machine Learning in Education Revenue (Million $) Comparison by Sales Channel (2017-2031)
Table Global Machine Learning in Education Sales by Player (2020-2022)
Table Global Machine Learning in Education Sales Market Share by Player (2020-2022)
Figure Global Machine Learning in Education Sales Market Share by Player in 2022
Table Global Machine Learning in Education Revenue (Million $) by Player (2020-2022)
Table Global Machine Learning in Education Revenue Market Share by Player (2020-2022)
Figure Global Machine Learning in Education Revenue Market Share by Player in 2022
Table Global Machine Learning in Education Average Price by Player (2020-2022)
Figure Global Machine Learning in Education Average Price by Player in 2022
Figure Global Machine Learning in Education Players Competition Situation ? Top 5 Players? Revenue Market Share in 2020
Figure Global Machine Learning in Education Players Competition Trends ? Top 5 Players? Revenue Market Share in 2022
Figure Example of Deep Learning and Machine Learning
Figure Global Deep Learning and Machine Learning Revenue (Million $) and Growth Rate (2017-2022)
Figure Example of Natural Language Processing (NLP)
Figure Global Natural Language Processing (NLP) Revenue (Million $) and Growth Rate (2017-2022)
Table Global Machine Learning in Education Sales by Type (2017-2022)
Table Global Machine Learning in Education Sales Market Share by Type (2017-2022)
Figure Global Machine Learning in Education Sales Market Share by Type in 2022
Table Global Machine Learning in Education Revenue (Million $) by Type (2017-2022)
Table Global Machine Learning in Education Revenue Market Share by Type (2017-2022)
Figure Global Machine Learning in Education Revenue Market Share by Type in 2022
Table Global Machine Learning in Education Average Price by Type (2017-2022)
Figure Global Machine Learning in Education Average Price by Type in 2022
Table Leading Players of Machine Learning in Education by Type in 2022
Figure Example of Intelligent Tutoring Systems
Figure Global Machine Learning in Education for Intelligent Tutoring Systems Revenue (Million $) and Growth Rate (2017-2022)
Figure Example of Virtual Facilitators
Figure Global Machine Learning in Education for Virtual Facilitators Revenue (Million $) and Growth Rate (2017-2022)
Figure Example of Content Delivery Systems
Figure Global Machine Learning in Education for Content Delivery Systems Revenue (Million $) and Growth Rate (2017-2022)
Figure Example of Interactive Websites
Figure Global Machine Learning in Education for Interactive Websites Revenue (Million $) and Growth Rate (2017-2022)
Figure Example of Others
Figure Global Machine Learning in Education for Others Revenue (Million $) and Growth Rate (2017-2022)
Table Global Machine Learning in Education Sales by Application (2017-2022)
Table Global Machine Learning in Education Sales Market Share by Application (2017-2022)
Figure Global Machine Learning in Education Sales Market Share by Application in 2022
Table Leading Consumers of Machine Learning in Education by Application in 2022
Figure Example of Direct Channel
Figure Global Machine Learning in Education for Direct Channel Revenue (Million $) and Growth Rate (2017-2022)
Figure Example of Distribution Channel
Figure Global Machine Learning in Education for Distribution Channel Revenue (Million $) and Growth Rate (2017-2022)
Table Global Machine Learning in Education Revenue by Sales Channel (2017-2022)
Table Global Machine Learning in Education Revenue Market Share by Sales Channel (2017-2022)
Figure Global Machine Learning in Education Revenue Market Share by Sales Channel in 2022
Table Leading Distributors/Dealers of Machine Learning in Education by Sales Channel in 2022
Table Global Machine Learning in Education Market Size and CAGR by Region (2017-2031)
Table Global Machine Learning in Education Sales by Region (2017-2022)
Table Global Machine Learning in Education Sales Market Share by Region (2017-2022)
Figure Global Machine Learning in Education Sales Market Share by Region in 2022
Table Global Machine Learning in Education Revenue (Million $) by Region (2017-2022)
Table Global Machine Learning in Education Revenue Market Share by Region (2017-2022)
Figure Global Machine Learning in Education Revenue Market Share by Region in 2022
Table North America Machine Learning in Education Sales by Country (2017-2022)
Figure North America Machine Learning in Education Sales Market Share by Country (2017-2022)
Table North America Machine Learning in Education Revenue by Country (2017-2022)
Figure North America Machine Learning in Education Revenue Market Share by Country (2017-2022)
Figure North America Machine Learning in Education Market Share by Type in 2022
Figure North America Machine Learning in Education Market Share by Application in 2022
Figure United States Machine Learning in Education Sales and Growth Rate (2017-2022)
Figure United States Machine Learning in Education Revenue (Million $) and Growth Rate (2017-2022)
Figure Canada Machine Learning in Education Sales and Growth Rate (2017-2022)
Figure Canada Machine Learning in Education Revenue (Million $) and Growth Rate (2017-2022)
Figure Mexico Machine Learning in Education Sales and Growth Rate (2017-2022)
Figure Mexico Machine Learning in Education Revenue (Million $) and Growth Rate (2017-2022)
Table Europe Machine Learning in Education Sales by Country (2017-2022)
Figure Europe Machine Learning in Education Sales Market Share by Country (2017-2022)
Table Europe Machine Learning in Education Revenue by Country (2017-2022)
Figure Europe Machine Learning in Education Revenue Market Share by Country (2017-2022)
Figure Europe Machine Learning in Education Market Share by Type in 2022
Figure Europe Machine Learning in Education Market Share by Application in 2022
Figure Germany Machine Learning in Education Sales and Growth Rate (2017-2022)
Figure Germany Machine Learning in Education Revenue (Million $) and Growth Rate (2017-2022)
Figure UK Machine Learning in Education Sales and Growth Rate (2017-2022)
Figure UK Machine Learning in Education Revenue (Million $) and Growth Rate (2017-2022)
Figure France Machine Learning in Education Sales and Growth Rate (2017-2022)
Figure France Machine Learning in Education Revenue (Million $) and Growth Rate (2017-2022)
Figure Italy Machine Learning in Education Sales and Growth Rate (2017-2022)
Figure Italy Machine Learning in Education Revenue (Million $) and Growth Rate (2017-2022)
Figure Russia Machine Learning in Education Sales and Growth Rate (2017-2022)
Figure Russia Machine Learning in Education Revenue (Million $) and Growth Rate (2017-2022)
Figure Spain Machine Learning in Education Sales and Growth Rate (2017-2022)
Figure Spain Machine Learning in Education Revenue (Million $) and Growth Rate (2017-2022)
Table Asia-Pacific Machine Learning in Education Sales by Country (2017-2022)
Figure Asia-Pacific Machine Learning in Education Sales Market Share by Country (2017-2022)
Table Asia-Pacific Machine Learning in Education Revenue by Country (2017-2022)
Figure Asia-Pacific Machine Learning in Education Revenue Market Share by Country (2017-2022)
Figure Asia-Pacific Machine Learning in Education Market Share by Type in 2022
Figure Asia-Pacific Machine Learning in Education Market Share by Application in 2022
Figure China Machine Learning in Education Sales and Growth Rate (2017-2022)
Figure China Machine Learning in Education Revenue (Million $) and Growth Rate (2017-2022)
Figure Japan Machine Learning in Education Sales and Growth Rate (2017-2022)
Figure Japan Machine Learning in Education Revenue (Million $) and Growth Rate (2017-2022)
Figure Korea Machine Learning in Education Sales and Growth Rate (2017-2022)
Figure Korea Machine Learning in Education Revenue (Million $) and Growth Rate (2017-2022)
Figure India Machine Learning in Education Sales and Growth Rate (2017-2022)
Figure India Machine Learning in Education Revenue (Million $) and Growth Rate (2017-2022)
Figure Southeast Asia Machine Learning in Education Sales and Growth Rate (2017-2022)
Figure Southeast Asia Machine Learning in Education Revenue (Million $) and Growth Rate (2017-2022)
Figure Australia Machine Learning in Education Sales and Growth Rate (2017-2022)
Figure Australia Machine Learning in Education Revenue (Million $) and Growth Rate (2017-2022)
Table South America Machine Learning in Education Sales by Country (2017-2022)
Figure South America Machine Learning in Education Sales Market Share by Country (2017-2022)
Table South America Machine Learning in Education Revenue by Country (2017-2022)
Figure South America Machine Learning in Education Revenue Market Share by Country (2017-2022)
Figure South America Machine Learning in Education Market Share by Type in 2022
Figure South America Machine Learning in Education Market Share by Application in 2022
Figure Brazil Machine Learning in Education Sales and Growth Rate (2017-2022)
Figure Brazil Machine Learning in Education Revenue (Million $) and Growth Rate (2017-2022)
Figure Argentina Machine Learning in Education Sales and Growth Rate (2017-2022)
Figure Argentina Machine Learning in Education Revenue (Million $) and Growth Rate (2017-2022)
Figure Colombia Machine Learning in Education Sales and Growth Rate (2017-2022)
Figure Colombia Machine Learning in Education Revenue (Million $) and Growth Rate (2017-2022)
Table Middle East & Africa Machine Learning in Education Sales by Country (2017-2022)
Figure Middle East & Africa Machine Learning in Education Sales Market Share by Country (2017-2022)
Table Middle East & Africa Machine Learning in Education Revenue by Country (2017-2022)
Figure Middle East & Africa Machine Learning in Education Revenue Market Share by Country (2017-2022)
Figure Middle East & Africa Machine Learning in Education Market Share by Type in 2022
Figure Middle East & Africa Machine Learning in Education Market Share by Application in 2022
Figure UAE Machine Learning in Education Sales and Growth Rate (2017-2022)
Figure UAE Machine Learning in Education Revenue (Million $) and Growth Rate (2017-2022)
Figure Saudi Arabia Machine Learning in Education Sales and Growth Rate (2017-2022)
Figure Saudi Arabia Machine Learning in Education Revenue (Million $) and Growth Rate (2017-2022)
Figure South Africa Machine Learning in Education Sales and Growth Rate (2017-2022)
Figure South Africa Machine Learning in Education Revenue (Million $) and Growth Rate (2017-2022)
Table Company Snapshot of IBM
Table Machine Learning in Education Introduction of IBM
Table Machine Learning in Education Sales, Price, Revenue, Gross Margin and Market Share of IBM (2020-2022)
Table Industrial Chain of Machine Learning in Education
Table Manufacturing Cost Structure of Machine Learning in Education
Table General Manufacturing Process of Machine Learning in Education
Table Leading Distributors/Dealers of Machine Learning in Education
Table Leading Consumers of Machine Learning in Education
Figure Global Machine Learning in Education Sales and Growth Rate Forecast (2023-2031)
Figure Global Machine Learning in Education Revenue and Growth Rate Forecast (2023-2031)
Table Global Machine Learning in Education Market Size and CAGR Forecast by Region (2023-2031)
Table Global Machine Learning in Education Market Size and CAGR Forecast by Type (2023-2031)
Table Global Machine Learning in Education Market Size and CAGR Forecast by Application (2023-2031)
Table Global Machine Learning in Education Market Size and CAGR Forecast by Sales Channel (2023-2031)
