Big data analytics is the often complex process of examining large and varied data sets -- or big data -- to uncover information including hidden patterns, unknown correlations, market trends and customer preferences that can help organizations make informed business decisions.Machine learning is a method of data analysis that automates analytical model building. It is a branch of artificial intelligence based on the idea that systems can learn from data, identify patterns and make decisions with minimal human intervention.
Based on the Machine Learning & Big Data Analytics Education market development status, competitive landscape and development model in different regions of the world, this report is dedicated to providing niche markets, potential risks and comprehensive competitive strategy analysis in different fields. From the competitive advantages of different types of products and services, the development opportunities and consumption characteristics and structure analysis of the downstream application fields are all analyzed in detail. To Boost Growth during the epidemic era, this report analyzes in detail for the potential risks and opportunities which can be focused on.
In Chapter 2.4 of the report, we share our perspectives for the impact of COVID-19 from the long and short term.
In chapter 3.4, we provide the influence of the crisis on the industry chain, especially for marketing channels.
In chapters 8-13, we update the timely industry economic revitalization plan of the country-wise government.
Key players in the global Machine Learning & Big Data Analytics Education market covered in Chapter 5:
Jellynote
DreamBox Learning
Metacog, Inc.,
Pearson
Third Space Learning
Cognizant
IBM Corporation
Querium Corporation.
Blackboard, Inc.,
Bridge-U
Century-Tech Ltd
Microsoft Corporation
Knewton, Inc.,
com, Inc.,
Quantum Adaptive Learning, LLC
Jenzabar, Inc.,
Fishtree
In Chapter 6, on the basis of types, the Machine Learning & Big Data Analytics Education market from 2015 to 2025 is primarily split into:
Machine Learning
Big Data Analytics
In Chapter 7, on the basis of applications, the Machine Learning & Big Data Analytics Education market from 2015 to 2025 covers:
Higher Education
K-12 Education
Corporate Training
Geographically, the detailed analysis of consumption, revenue, market share and growth rate, historic and forecast (2015-2025) of the following regions are covered in Chapter 8-13:
North America (Covered in Chapter 9)
United States
Canada
Mexico
Europe (Covered in Chapter 10)
Germany
UK
France
Italy
Spain
Russia
Others
Asia-Pacific (Covered in Chapter 11)
China
Japan
South Korea
Australia
India
South America (Covered in Chapter 12)
Brazil
Argentina
Columbia
Middle East and Africa (Covered in Chapter 13)
UAE
Egypt
South Africa
Years considered for this report:
Historical Years: 2015-2019
Base Year: 2019
Estimated Year: 2020
Forecast Period: 2020-2025
Table of Content
1 Market Overview
1.1 Product Definition and Market Characteristics
1.2 Global Machine Learning & Big Data Analytics Education Market Size
1.3 Market Segmentation
1.4 Global Macroeconomic Analysis
1.5 SWOT Analysis
2. Market Dynamics
2.1 Market Drivers
2.2 Market Constraints and Challenges
2.3 Emerging Market Trends
2.4 Impact of COVID-19
2.4.1 Short-term Impact
2.4.2 Long-term Impact
3 Associated Industry Assessment
3.1 Supply Chain Analysis
3.2 Industry Active Participants
3.2.1 Suppliers of Raw Materials
3.2.2 Key Distributors/Retailers
3.3 Alternative Analysis
3.4 The Impact of Covid-19 From the Perspective of Industry Chain
4 Market Competitive Landscape
4.1 Industry Leading Players
4.2 Industry News
4.2.1 Key Product Launch News
4.2.2 M&A and Expansion Plans
5 Analysis of Leading Companies
5.1 Jellynote
5.1.1 Jellynote Company Profile
5.1.2 Jellynote Business Overview
5.1.3 Jellynote Machine Learning & Big Data Analytics Education Sales, Revenue, Average Selling Price and Gross Margin (2015-2020)
5.1.4 Jellynote Machine Learning & Big Data Analytics Education Products Introduction
5.2 DreamBox Learning
5.2.1 DreamBox Learning Company Profile
5.2.2 DreamBox Learning Business Overview
5.2.3 DreamBox Learning Machine Learning & Big Data Analytics Education Sales, Revenue, Average Selling Price and Gross Margin (2015-2020)
5.2.4 DreamBox Learning Machine Learning & Big Data Analytics Education Products Introduction
5.3 Google
5.3.1 Google Company Profile
5.3.2 Google Business Overview
5.3.3 Google Machine Learning & Big Data Analytics Education Sales, Revenue, Average Selling Price and Gross Margin (2015-2020)
5.3.4 Google Machine Learning & Big Data Analytics Education Products Introduction
5.4 Metacog, Inc.,
5.4.1 Metacog, Inc., Company Profile
5.4.2 Metacog, Inc., Business Overview
5.4.3 Metacog, Inc., Machine Learning & Big Data Analytics Education Sales, Revenue, Average Selling Price and Gross Margin (2015-2020)
5.4.4 Metacog, Inc., Machine Learning & Big Data Analytics Education Products Introduction
5.5 Pearson
5.5.1 Pearson Company Profile
5.5.2 Pearson Business Overview
5.5.3 Pearson Machine Learning & Big Data Analytics Education Sales, Revenue, Average Selling Price and Gross Margin (2015-2020)
5.5.4 Pearson Machine Learning & Big Data Analytics Education Products Introduction
5.6 Third Space Learning
5.6.1 Third Space Learning Company Profile
5.6.2 Third Space Learning Business Overview
5.6.3 Third Space Learning Machine Learning & Big Data Analytics Education Sales, Revenue, Average Selling Price and Gross Margin (2015-2020)
5.6.4 Third Space Learning Machine Learning & Big Data Analytics Education Products Introduction
5.7 Cognizant
5.7.1 Cognizant Company Profile
5.7.2 Cognizant Business Overview
5.7.3 Cognizant Machine Learning & Big Data Analytics Education Sales, Revenue, Average Selling Price and Gross Margin (2015-2020)
5.7.4 Cognizant Machine Learning & Big Data Analytics Education Products Introduction
5.8 IBM Corporation
5.8.1 IBM Corporation Company Profile
5.8.2 IBM Corporation Business Overview
5.8.3 IBM Corporation Machine Learning & Big Data Analytics Education Sales, Revenue, Average Selling Price and Gross Margin (2015-2020)
5.8.4 IBM Corporation Machine Learning & Big Data Analytics Education Products Introduction
5.9 Querium Corporation.
5.9.1 Querium Corporation. Company Profile
5.9.2 Querium Corporation. Business Overview
5.9.3 Querium Corporation. Machine Learning & Big Data Analytics Education Sales, Revenue, Average Selling Price and Gross Margin (2015-2020)
5.9.4 Querium Corporation. Machine Learning & Big Data Analytics Education Products Introduction
5.10 Blackboard, Inc.,
5.10.1 Blackboard, Inc., Company Profile
5.10.2 Blackboard, Inc., Business Overview
5.10.3 Blackboard, Inc., Machine Learning & Big Data Analytics Education Sales, Revenue, Average Selling Price and Gross Margin (2015-2020)
5.10.4 Blackboard, Inc., Machine Learning & Big Data Analytics Education Products Introduction
5.11 Bridge-U
5.11.1 Bridge-U Company Profile
5.11.2 Bridge-U Business Overview
5.11.3 Bridge-U Machine Learning & Big Data Analytics Education Sales, Revenue, Average Selling Price and Gross Margin (2015-2020)
5.11.4 Bridge-U Machine Learning & Big Data Analytics Education Products Introduction
5.12 Century-Tech Ltd
5.12.1 Century-Tech Ltd Company Profile
5.12.2 Century-Tech Ltd Business Overview
5.12.3 Century-Tech Ltd Machine Learning & Big Data Analytics Education Sales, Revenue, Average Selling Price and Gross Margin (2015-2020)
5.12.4 Century-Tech Ltd Machine Learning & Big Data Analytics Education Products Introduction
5.13 Microsoft Corporation
5.13.1 Microsoft Corporation Company Profile
5.13.2 Microsoft Corporation Business Overview
5.13.3 Microsoft Corporation Machine Learning & Big Data Analytics Education Sales, Revenue, Average Selling Price and Gross Margin (2015-2020)
5.13.4 Microsoft Corporation Machine Learning & Big Data Analytics Education Products Introduction
5.14 Knewton, Inc.,
5.14.1 Knewton, Inc., Company Profile
5.14.2 Knewton, Inc., Business Overview
5.14.3 Knewton, Inc., Machine Learning & Big Data Analytics Education Sales, Revenue, Average Selling Price and Gross Margin (2015-2020)
5.14.4 Knewton, Inc., Machine Learning & Big Data Analytics Education Products Introduction
5.15 com, Inc.,
5.15.1 com, Inc., Company Profile
5.15.2 com, Inc., Business Overview
5.15.3 com, Inc., Machine Learning & Big Data Analytics Education Sales, Revenue, Average Selling Price and Gross Margin (2015-2020)
5.15.4 com, Inc., Machine Learning & Big Data Analytics Education Products Introduction
5.16 Quantum Adaptive Learning, LLC
5.16.1 Quantum Adaptive Learning, LLC Company Profile
5.16.2 Quantum Adaptive Learning, LLC Business Overview
5.16.3 Quantum Adaptive Learning, LLC Machine Learning & Big Data Analytics Education Sales, Revenue, Average Selling Price and Gross Margin (2015-2020)
5.16.4 Quantum Adaptive Learning, LLC Machine Learning & Big Data Analytics Education Products Introduction
5.17 Jenzabar, Inc.,
5.17.1 Jenzabar, Inc., Company Profile
5.17.2 Jenzabar, Inc., Business Overview
5.17.3 Jenzabar, Inc., Machine Learning & Big Data Analytics Education Sales, Revenue, Average Selling Price and Gross Margin (2015-2020)
5.17.4 Jenzabar, Inc., Machine Learning & Big Data Analytics Education Products Introduction
5.18 Fishtree
5.18.1 Fishtree Company Profile
5.18.2 Fishtree Business Overview
5.18.3 Fishtree Machine Learning & Big Data Analytics Education Sales, Revenue, Average Selling Price and Gross Margin (2015-2020)
5.18.4 Fishtree Machine Learning & Big Data Analytics Education Products Introduction
6 Market Analysis and Forecast, By Product Types
6.1 Global Machine Learning & Big Data Analytics Education Sales, Revenue and Market Share by Types (2015-2020)
6.1.1 Global Machine Learning & Big Data Analytics Education Sales and Market Share by Types (2015-2020)
6.1.2 Global Machine Learning & Big Data Analytics Education Revenue and Market Share by Types (2015-2020)
6.1.3 Global Machine Learning & Big Data Analytics Education Price by Types (2015-2020)
6.2 Global Machine Learning & Big Data Analytics Education Market Forecast by Types (2020-2025)
6.2.1 Global Machine Learning & Big Data Analytics Education Market Forecast Sales and Market Share by Types (2020-2025)
6.2.2 Global Machine Learning & Big Data Analytics Education Market Forecast Revenue and Market Share by Types (2020-2025)
6.3 Global Machine Learning & Big Data Analytics Education Sales, Price and Growth Rate by Types (2015-2020)
6.3.1 Global Machine Learning & Big Data Analytics Education Sales, Price and Growth Rate of Machine Learning
6.3.2 Global Machine Learning & Big Data Analytics Education Sales, Price and Growth Rate of Big Data Analytics
6.4 Global Machine Learning & Big Data Analytics Education Market Revenue and Sales Forecast, by Types (2020-2025)
6.4.1 Machine Learning Market Revenue and Sales Forecast (2020-2025)
6.4.2 Big Data Analytics Market Revenue and Sales Forecast (2020-2025)
7 Market Analysis and Forecast, By Applications
7.1 Global Machine Learning & Big Data Analytics Education Sales, Revenue and Market Share by Applications (2015-2020)
7.1.1 Global Machine Learning & Big Data Analytics Education Sales and Market Share by Applications (2015-2020)
7.1.2 Global Machine Learning & Big Data Analytics Education Revenue and Market Share by Applications (2015-2020)
7.2 Global Machine Learning & Big Data Analytics Education Market Forecast by Applications (2020-2025)
7.2.1 Global Machine Learning & Big Data Analytics Education Market Forecast Sales and Market Share by Applications (2020-2025)
7.2.2 Global Machine Learning & Big Data Analytics Education Market Forecast Revenue and Market Share by Applications (2020-2025)
7.3 Global Revenue, Sales and Growth Rate by Applications (2015-2020)
7.3.1 Global Machine Learning & Big Data Analytics Education Revenue, Sales and Growth Rate of Higher Education (2015-2020)
7.3.2 Global Machine Learning & Big Data Analytics Education Revenue, Sales and Growth Rate of K-12 Education (2015-2020)
7.3.3 Global Machine Learning & Big Data Analytics Education Revenue, Sales and Growth Rate of Corporate Training (2015-2020)
7.4 Global Machine Learning & Big Data Analytics Education Market Revenue and Sales Forecast, by Applications (2020-2025)
7.4.1 Higher Education Market Revenue and Sales Forecast (2020-2025)
7.4.2 K-12 Education Market Revenue and Sales Forecast (2020-2025)
7.4.3 Corporate Training Market Revenue and Sales Forecast (2020-2025)
8 Market Analysis and Forecast, By Regions
8.1 Global Machine Learning & Big Data Analytics Education Sales by Regions (2015-2020)
8.2 Global Machine Learning & Big Data Analytics Education Market Revenue by Regions (2015-2020)
8.3 Global Machine Learning & Big Data Analytics Education Market Forecast by Regions (2020-2025)
9 North America Machine Learning & Big Data Analytics Education Market Analysis
9.1 Market Overview and Prospect Analysis
9.2 North America Machine Learning & Big Data Analytics Education Market Sales and Growth Rate (2015-2020)
9.3 North America Machine Learning & Big Data Analytics Education Market Revenue and Growth Rate (2015-2020)
9.4 North America Machine Learning & Big Data Analytics Education Market Forecast
9.5 The Influence of COVID-19 on North America Market
9.6 North America Machine Learning & Big Data Analytics Education Market Analysis by Country
9.6.1 U.S. Machine Learning & Big Data Analytics Education Sales and Growth Rate
9.6.2 Canada Machine Learning & Big Data Analytics Education Sales and Growth Rate
9.6.3 Mexico Machine Learning & Big Data Analytics Education Sales and Growth Rate
10 Europe Machine Learning & Big Data Analytics Education Market Analysis
10.1 Market Overview and Prospect Analysis
10.2 Europe Machine Learning & Big Data Analytics Education Market Sales and Growth Rate (2015-2020)
10.3 Europe Machine Learning & Big Data Analytics Education Market Revenue and Growth Rate (2015-2020)
10.4 Europe Machine Learning & Big Data Analytics Education Market Forecast
10.5 The Influence of COVID-19 on Europe Market
10.6 Europe Machine Learning & Big Data Analytics Education Market Analysis by Country
10.6.1 Germany Machine Learning & Big Data Analytics Education Sales and Growth Rate
10.6.2 United Kingdom Machine Learning & Big Data Analytics Education Sales and Growth Rate
10.6.3 France Machine Learning & Big Data Analytics Education Sales and Growth Rate
10.6.4 Italy Machine Learning & Big Data Analytics Education Sales and Growth Rate
10.6.5 Spain Machine Learning & Big Data Analytics Education Sales and Growth Rate
10.6.6 Russia Machine Learning & Big Data Analytics Education Sales and Growth Rate
11 Asia-Pacific Machine Learning & Big Data Analytics Education Market Analysis
11.1 Market Overview and Prospect Analysis
11.2 Asia-Pacific Machine Learning & Big Data Analytics Education Market Sales and Growth Rate (2015-2020)
11.3 Asia-Pacific Machine Learning & Big Data Analytics Education Market Revenue and Growth Rate (2015-2020)
11.4 Asia-Pacific Machine Learning & Big Data Analytics Education Market Forecast
11.5 The Influence of COVID-19 on Asia Pacific Market
11.6 Asia-Pacific Machine Learning & Big Data Analytics Education Market Analysis by Country
11.6.1 China Machine Learning & Big Data Analytics Education Sales and Growth Rate
11.6.2 Japan Machine Learning & Big Data Analytics Education Sales and Growth Rate
11.6.3 South Korea Machine Learning & Big Data Analytics Education Sales and Growth Rate
11.6.4 Australia Machine Learning & Big Data Analytics Education Sales and Growth Rate
11.6.5 India Machine Learning & Big Data Analytics Education Sales and Growth Rate
12 South America Machine Learning & Big Data Analytics Education Market Analysis
12.1 Market Overview and Prospect Analysis
12.2 South America Machine Learning & Big Data Analytics Education Market Sales and Growth Rate (2015-2020)
12.3 South America Machine Learning & Big Data Analytics Education Market Revenue and Growth Rate (2015-2020)
12.4 South America Machine Learning & Big Data Analytics Education Market Forecast
12.5 The Influence of COVID-19 on South America Market
12.6 South America Machine Learning & Big Data Analytics Education Market Analysis by Country
12.6.1 Brazil Machine Learning & Big Data Analytics Education Sales and Growth Rate
12.6.2 Argentina Machine Learning & Big Data Analytics Education Sales and Growth Rate
12.6.3 Columbia Machine Learning & Big Data Analytics Education Sales and Growth Rate
13 Middle East and Africa Machine Learning & Big Data Analytics Education Market Analysis
13.1 Market Overview and Prospect Analysis
13.2 Middle East and Africa Machine Learning & Big Data Analytics Education Market Sales and Growth Rate (2015-2020)
13.3 Middle East and Africa Machine Learning & Big Data Analytics Education Market Revenue and Growth Rate (2015-2020)
13.4 Middle East and Africa Machine Learning & Big Data Analytics Education Market Forecast
13.5 The Influence of COVID-19 on Middle East and Africa Market
13.6 Middle East and Africa Machine Learning & Big Data Analytics Education Market Analysis by Country
13.6.1 UAE Machine Learning & Big Data Analytics Education Sales and Growth Rate
13.6.2 Egypt Machine Learning & Big Data Analytics Education Sales and Growth Rate
13.6.3 South Africa Machine Learning & Big Data Analytics Education Sales and Growth Rate
14 Conclusions and Recommendations
14.1 Key Market Findings and Prospects
14.2 Advice for Investors
15 Appendix
15.1 Methodology
15.2 Research Data Source
List of Tables and Figures
Figure Product Picture
Figure Global Machine Learning & Big Data Analytics Education Market Size and Growth Rate 2015-2025
Table Machine Learning & Big Data Analytics Education Key Market Segments
Figure Global Machine Learning & Big Data Analytics Education Market Revenue ($) Segment by Type from 2015-2020
Figure Global Machine Learning & Big Data Analytics Education Market Revenue ($) Segment by Applications from 2015-2020
Table SWOT Analysis
Figure Global COVID-19 Status
Figure Supply Chain
Table Major Players Headquarters, and Service Area of Machine Learning & Big Data Analytics Education
Table Major Players Revenue in 2019
Figure Major Players Revenue Share in 2019
Table Jellynote Company Profile
Table Jellynote Sales, Revenue (US$ Million), Average Selling Price and Gross Margin (2015-2020)
Figure Jellynote Production and Growth Rate
Figure Jellynote Market Revenue ($) Market Share 2015-2020
Table DreamBox Learning Company Profile
Table DreamBox Learning Sales, Revenue (US$ Million), Average Selling Price and Gross Margin (2015-2020)
Figure DreamBox Learning Production and Growth Rate
Figure DreamBox Learning Market Revenue ($) Market Share 2015-2020
Table Google Company Profile
Table Google Sales, Revenue (US$ Million), Average Selling Price and Gross Margin (2015-2020)
Figure Google Production and Growth Rate
Figure Google Market Revenue ($) Market Share 2015-2020
Table Metacog, Inc., Company Profile
Table Metacog, Inc., Sales, Revenue (US$ Million), Average Selling Price and Gross Margin (2015-2020)
Figure Metacog, Inc., Production and Growth Rate
Figure Metacog, Inc., Market Revenue ($) Market Share 2015-2020
Table Pearson Company Profile
Table Pearson Sales, Revenue (US$ Million), Average Selling Price and Gross Margin (2015-2020)
Figure Pearson Production and Growth Rate
Figure Pearson Market Revenue ($) Market Share 2015-2020
Table Third Space Learning Company Profile
Table Third Space Learning Sales, Revenue (US$ Million), Average Selling Price and Gross Margin (2015-2020)
Figure Third Space Learning Production and Growth Rate
Figure Third Space Learning Market Revenue ($) Market Share 2015-2020
Table Cognizant Company Profile
Table Cognizant Sales, Revenue (US$ Million), Average Selling Price and Gross Margin (2015-2020)
Figure Cognizant Production and Growth Rate
Figure Cognizant Market Revenue ($) Market Share 2015-2020
Table IBM Corporation Company Profile
Table IBM Corporation Sales, Revenue (US$ Million), Average Selling Price and Gross Margin (2015-2020)
Figure IBM Corporation Production and Growth Rate
Figure IBM Corporation Market Revenue ($) Market Share 2015-2020
Table Querium Corporation. Company Profile
Table Querium Corporation. Sales, Revenue (US$ Million), Average Selling Price and Gross Margin (2015-2020)
Figure Querium Corporation. Production and Growth Rate
Figure Querium Corporation. Market Revenue ($) Market Share 2015-2020
Table Blackboard, Inc., Company Profile
Table Blackboard, Inc., Sales, Revenue (US$ Million), Average Selling Price and Gross Margin (2015-2020)
Figure Blackboard, Inc., Production and Growth Rate
Figure Blackboard, Inc., Market Revenue ($) Market Share 2015-2020
Table Bridge-U Company Profile
Table Bridge-U Sales, Revenue (US$ Million), Average Selling Price and Gross Margin (2015-2020)
Figure Bridge-U Production and Growth Rate
Figure Bridge-U Market Revenue ($) Market Share 2015-2020
Table Century-Tech Ltd Company Profile
Table Century-Tech Ltd Sales, Revenue (US$ Million), Average Selling Price and Gross Margin (2015-2020)
Figure Century-Tech Ltd Production and Growth Rate
Figure Century-Tech Ltd Market Revenue ($) Market Share 2015-2020
Table Microsoft Corporation Company Profile
Table Microsoft Corporation Sales, Revenue (US$ Million), Average Selling Price and Gross Margin (2015-2020)
Figure Microsoft Corporation Production and Growth Rate
Figure Microsoft Corporation Market Revenue ($) Market Share 2015-2020
Table Knewton, Inc., Company Profile
Table Knewton, Inc., Sales, Revenue (US$ Million), Average Selling Price and Gross Margin (2015-2020)
Figure Knewton, Inc., Production and Growth Rate
Figure Knewton, Inc., Market Revenue ($) Market Share 2015-2020
Table com, Inc., Company Profile
Table com, Inc., Sales, Revenue (US$ Million), Average Selling Price and Gross Margin (2015-2020)
Figure com, Inc., Production and Growth Rate
Figure com, Inc., Market Revenue ($) Market Share 2015-2020
Table Quantum Adaptive Learning, LLC Company Profile
Table Quantum Adaptive Learning, LLC Sales, Revenue (US$ Million), Average Selling Price and Gross Margin (2015-2020)
Figure Quantum Adaptive Learning, LLC Production and Growth Rate
Figure Quantum Adaptive Learning, LLC Market Revenue ($) Market Share 2015-2020
Table Jenzabar, Inc., Company Profile
Table Jenzabar, Inc., Sales, Revenue (US$ Million), Average Selling Price and Gross Margin (2015-2020)
Figure Jenzabar, Inc., Production and Growth Rate
Figure Jenzabar, Inc., Market Revenue ($) Market Share 2015-2020
Table Fishtree Company Profile
Table Fishtree Sales, Revenue (US$ Million), Average Selling Price and Gross Margin (2015-2020)
Figure Fishtree Production and Growth Rate
Figure Fishtree Market Revenue ($) Market Share 2015-2020
Table Global Machine Learning & Big Data Analytics Education Sales by Types (2015-2020)
Table Global Machine Learning & Big Data Analytics Education Sales Share by Types (2015-2020)
Table Global Machine Learning & Big Data Analytics Education Revenue ($) by Types (2015-2020)
Table Global Machine Learning & Big Data Analytics Education Revenue Share by Types (2015-2020)
Table Global Machine Learning & Big Data Analytics Education Price ($) by Types (2015-2020)
Table Global Machine Learning & Big Data Analytics Education Market Forecast Sales by Types (2020-2025)
Table Global Machine Learning & Big Data Analytics Education Market Forecast Sales Share by Types (2020-2025)
Table Global Machine Learning & Big Data Analytics Education Market Forecast Revenue ($) by Types (2020-2025)
Table Global Machine Learning & Big Data Analytics Education Market Forecast Revenue Share by Types (2020-2025)
Figure Global Machine Learning Sales and Growth Rate (2015-2020)
Figure Global Machine Learning Price (2015-2020)
Figure Global Big Data Analytics Sales and Growth Rate (2015-2020)
Figure Global Big Data Analytics Price (2015-2020)
Figure Global Machine Learning & Big Data Analytics Education Market Revenue ($) and Growth Rate Forecast of Machine Learning (2020-2025)
Figure Global Machine Learning & Big Data Analytics Education Sales and Growth Rate Forecast of Machine Learning (2020-2025)
Figure Global Machine Learning & Big Data Analytics Education Market Revenue ($) and Growth Rate Forecast of Big Data Analytics (2020-2025)
Figure Global Machine Learning & Big Data Analytics Education Sales and Growth Rate Forecast of Big Data Analytics (2020-2025)
Table Global Machine Learning & Big Data Analytics Education Sales by Applications (2015-2020)
Table Global Machine Learning & Big Data Analytics Education Sales Share by Applications (2015-2020)
Table Global Machine Learning & Big Data Analytics Education Revenue ($) by Applications (2015-2020)
Table Global Machine Learning & Big Data Analytics Education Revenue Share by Applications (2015-2020)
Table Global Machine Learning & Big Data Analytics Education Market Forecast Sales by Applications (2020-2025)
Table Global Machine Learning & Big Data Analytics Education Market Forecast Sales Share by Applications (2020-2025)
Table Global Machine Learning & Big Data Analytics Education Market Forecast Revenue ($) by Applications (2020-2025)
Table Global Machine Learning & Big Data Analytics Education Market Forecast Revenue Share by Applications (2020-2025)
Figure Global Higher Education Sales and Growth Rate (2015-2020)
Figure Global Higher Education Price (2015-2020)
Figure Global K-12 Education Sales and Growth Rate (2015-2020)
Figure Global K-12 Education Price (2015-2020)
Figure Global Corporate Training Sales and Growth Rate (2015-2020)
Figure Global Corporate Training Price (2015-2020)
Figure Global Machine Learning & Big Data Analytics Education Market Revenue ($) and Growth Rate Forecast of Higher Education (2020-2025)
Figure Global Machine Learning & Big Data Analytics Education Sales and Growth Rate Forecast of Higher Education (2020-2025)
Figure Global Machine Learning & Big Data Analytics Education Market Revenue ($) and Growth Rate Forecast of K-12 Education (2020-2025)
Figure Global Machine Learning & Big Data Analytics Education Sales and Growth Rate Forecast of K-12 Education (2020-2025)
Figure Global Machine Learning & Big Data Analytics Education Market Revenue ($) and Growth Rate Forecast of Corporate Training (2020-2025)
Figure Global Machine Learning & Big Data Analytics Education Sales and Growth Rate Forecast of Corporate Training (2020-2025)
Figure Global Machine Learning & Big Data Analytics Education Sales and Growth Rate (2015-2020)
Table Global Machine Learning & Big Data Analytics Education Sales by Regions (2015-2020)
Table Global Machine Learning & Big Data Analytics Education Sales Market Share by Regions (2015-2020)
Figure Global Machine Learning & Big Data Analytics Education Sales Market Share by Regions in 2019
Figure Global Machine Learning & Big Data Analytics Education Revenue and Growth Rate (2015-2020)
Table Global Machine Learning & Big Data Analytics Education Revenue by Regions (2015-2020)
Table Global Machine Learning & Big Data Analytics Education Revenue Market Share by Regions (2015-2020)
Figure Global Machine Learning & Big Data Analytics Education Revenue Market Share by Regions in 2019
Table Global Machine Learning & Big Data Analytics Education Market Forecast Sales by Regions (2020-2025)
Table Global Machine Learning & Big Data Analytics Education Market Forecast Sales Share by Regions (2020-2025)
Table Global Machine Learning & Big Data Analytics Education Market Forecast Revenue ($) by Regions (2020-2025)
Table Global Machine Learning & Big Data Analytics Education Market Forecast Revenue Share by Regions (2020-2025)
Figure North America Machine Learning & Big Data Analytics Education Market Sales and Growth Rate (2015-2020)
Figure North America Machine Learning & Big Data Analytics Education Market Revenue and Growth Rate (2015-2020)
Figure North America Machine Learning & Big Data Analytics Education Market Forecast Sales (2020-2025)
Figure North America Machine Learning & Big Data Analytics Education Market Forecast Revenue ($) (2020-2025)
Figure North America COVID-19 Status
Figure U.S. Machine Learning & Big Data Analytics Education Market Sales and Growth Rate (2015-2020)
Figure Canada Machine Learning & Big Data Analytics Education Market Sales and Growth Rate (2015-2020)
Figure Mexico Machine Learning & Big Data Analytics Education Market Sales and Growth Rate (2015-2020)
Figure Europe Machine Learning & Big Data Analytics Education Market Sales and Growth Rate (2015-2020)
Figure Europe Machine Learning & Big Data Analytics Education Market Revenue and Growth Rate (2015-2020)
Figure Europe Machine Learning & Big Data Analytics Education Market Forecast Sales (2020-2025)
Figure Europe Machine Learning & Big Data Analytics Education Market Forecast Revenue ($) (2020-2025)
Figure Europe COVID-19 Status
Figure Germany Machine Learning & Big Data Analytics Education Market Sales and Growth Rate (2015-2020)
Figure United Kingdom Machine Learning & Big Data Analytics Education Market Sales and Growth Rate (2015-2020)
Figure France Machine Learning & Big Data Analytics Education Market Sales and Growth Rate (2015-2020)
Figure Italy Machine Learning & Big Data Analytics Education Market Sales and Growth Rate (2015-2020)
Figure Spain Machine Learning & Big Data Analytics Education Market Sales and Growth Rate (2015-2020)
Figure Russia Machine Learning & Big Data Analytics Education Market Sales and Growth Rate (2015-2020)
Figure Asia-Pacific Machine Learning & Big Data Analytics Education Market Sales and Growth Rate (2015-2020)
Figure Asia-Pacific Machine Learning & Big Data Analytics Education Market Revenue and Growth Rate (2015-2020)
Figure Asia-Pacific Machine Learning & Big Data Analytics Education Market Forecast Sales (2020-2025)
Figure Asia-Pacific Machine Learning & Big Data Analytics Education Market Forecast Revenue ($) (2020-2025)
Figure Asia Pacific COVID-19 Status
Figure China Machine Learning & Big Data Analytics Education Market Sales and Growth Rate (2015-2020)
Figure Japan Machine Learning & Big Data Analytics Education Market Sales and Growth Rate (2015-2020)
Figure South Korea Machine Learning & Big Data Analytics Education Market Sales and Growth Rate (2015-2020)
Figure Australia Machine Learning & Big Data Analytics Education Market Sales and Growth Rate (2015-2020)
Figure India Machine Learning & Big Data Analytics Education Market Sales and Growth Rate (2015-2020)
Figure South America Machine Learning & Big Data Analytics Education Market Sales and Growth Rate (2015-2020)
Figure South America Machine Learning & Big Data Analytics Education Market Revenue and Growth Rate (2015-2020)
Figure South America Machine Learning & Big Data Analytics Education Market Forecast Sales (2020-2025)
Figure South America Machine Learning & Big Data Analytics Education Market Forecast Revenue ($) (2020-2025)
Figure Brazil Machine Learning & Big Data Analytics Education Market Sales and Growth Rate (2015-2020)
Figure Argentina Machine Learning & Big Data Analytics Education Market Sales and Growth Rate (2015-2020)
Figure Columbia Machine Learning & Big Data Analytics Education Market Sales and Growth Rate (2015-2020)
Figure Middle East and Africa Machine Learning & Big Data Analytics Education Market Sales and Growth Rate (2015-2020)
Figure Middle East and Africa Machine Learning & Big Data Analytics Education Market Revenue and Growth Rate (2015-2020)
Figure Middle East and Africa Machine Learning & Big Data Analytics Education Market Forecast Sales (2020-2025)
Figure Middle East and Africa Machine Learning & Big Data Analytics Education Market Forecast Revenue ($) (2020-2025)
Figure UAE Machine Learning & Big Data Analytics Education Market Sales and Growth Rate (2015-2020)
Figure Egypt Machine Learning & Big Data Analytics Education Market Sales and Growth Rate (2015-2020)
Figure South Africa Machine Learning & Big Data Analytics Education Market Sales and Growth Rate (2015-2020)
Methodology/Research Approach
This research study involved the extensive usage of both primary and secondary data sources. The research process involved the study of various factors affecting the industry, including the government policy, market environment, competitive landscape, historical data, present trends in the market, technological innovation, upcoming technologies and the technical progress in related industry, and market risks, opportunities, market barriers and challenges. The following illustrative figure shows the market research methodology applied in this report.Research Programs/Design
Historical Data (2015-2019) |
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Influencing Factors |
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Market Forecast (2021-2026) |
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Market Size Estimation
Top-down and bottom-up approaches are used to validate the global Voluntary Carbon Offset market size market and estimate the market size for Company, regions segments, product segments and Application (end users).
The market estimations in this report are based on the marketed sale price of Voluntary Carbon Offset (excluding any discounts provided by the player, distributor, wholesaler or traders). The percentage splits, market share, and breakdowns of the product segments are derived on the basis of weights assigned to each of the segments on the basis of their utilization rate and average sale price. The regional splits of the overall Voluntary Carbon Offset market and its sub-segments are based on the percentage adoption or utilization of the given product in the respective region or country.
Major Company in the market is identified through secondary research and their market revenues determined through primary and secondary research. Secondary research included the research of the annual and financial reports of the top Company; whereas, primary research included extensive interviews of key opinion leaders and industry experts such as experienced front-line staff, directors, CEOs and marketing executives. The percentage splits, market share, Growth Rate and breakdowns of the product markets are determined through using secondary sources and verified through the primary sources.
All possible factors that influence the markets included in this research study have been accounted for, viewed in extensive detail, verified through primary research, and analyzed to get the final quantitative and qualitative data. The market size for top-level markets and sub-segments is normalized, and the effect of inflation, economic downturns, and regulatory & policy changes or other factors are not accounted for in the market forecast. This data is combined and added with detailed inputs and analysis from Market Intellix and presented in this report
The following figure shows an illustrative representation of the overall market size estimation process used for this study.
Market Breakdown and Data Triangulation
After complete market engineering with calculations for market statistics; market size estimations; market forecasting; market breakdown; and data triangulation, extensive primary research was conducted to gather information and verify and validate the critical numbers arrived at. In the complete market engineering process, both top-down and bottom-up approaches were extensively used, along with several data triangulation methods, to perform market estimation and market forecasting for the overall market segments and sub-segments listed in this report. Extensive qualitative and further quantitative analysis is also done from all the numbers arrived at in the complete market engineering process to list key information throughout the report.
Data Source
Secondary Sources
Secondary sources include such as press releases, annual reports, non-profit organizations, industry associations, governmental agencies and customs data, etc. This research study involves the usage of widespread secondary sources, directories, databases such as Bloomberg Business, Wind Info, Hoovers, Factiva (Dow Jones & Company), and TRADING ECONOMICS, and News Network, statista, Federal Reserve Economic Data, annual reports, BIS Statistics, ICIS; company house documents; CAS(American Chemical Society); investor presentations; and SEC filings of companies. Secondary research was used to identify and collect information useful for the extensive, technical, market-oriented, and Hospitals study of the Voluntary Carbon Offset market. It was also used to obtain important information about the top companies, market classification and segmentation according to industry trends to the bottom-most level, and key developments related to market and technology perspectives.
Market Size |
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Market Position of Top Company |
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Qualitative Analysis |
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Primary Sources
In the primary research process, various sources from both the supply and demand sides were interviewed to obtain qualitative and quantitative information for this report. The primary sources from the supply side include product Company (and their competitors), opinion leaders, industry experts, research institutions, distributors, dealer and traders, as well as the raw materials suppliers and producers, etc.
The primary sources from the demand side include industry experts such as business leaders, marketing and sales directors, technology and innovation directors, supply chain executive, end use (product buyers), and related key executives from various key companies and organizations operating in the global market.
Primary research was conducted to identify segmentation Type, product price range, product Application, key Company, raw materials supply and the downstream demand, industry status and outlook, and key market dynamics such as risks, influence factors, opportunities, market barriers, industry trends, and key player strategies.
Key Executives Interviewed
Key Data Information from Primary Sources
Primary Sources | Parameters | Key Data |
Market Segments(by Application, by Type) |
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Total Market |
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