The AI in Retail and e-Commerce market is expected to grow from USD X.X million in 2021 to USD X.X million by 2027, at a CAGR of X.X% during the forecast period. The global AI in Retail and e-Commerce market report is a comprehensive research that focuses on the overall consumption structure, development trends, sales models and sales of top countries in the global AI in Retail and e-Commerce market. The report focuses on well-known providers in the global AI in Retail and e-Commerce industry, market segments, competition, and the macro environment.
Under COVID-19 Outbreak, how the AI in Retail and e-Commerce Industry will develop is also analyzed in detail in Chapter 1.7 of the report.
In Chapter 2.4, we analyzed industry trends in the context of COVID-19.
In Chapter 3.5, we analyzed the impact of COVID-19 on the product industry chain based on the upstream and downstream markets.
In Chapters 6 to 10 of the report, we analyze the impact of COVID-19 on various regions and major countries.
In chapter 13.5, the impact of COVID-19 on the future development of the industry is pointed out.
A holistic study of the market is made by considering a variety of factors, from demographics conditions and business cycles in a particular country to market-specific microeconomic impacts. The study found the shift in market paradigms in terms of regional competitive advantage and the competitive landscape of major players.
Key players in the global AI in Retail and e-Commerce market covered in Chapter 4:
ViSenze Pte Ltd
Alphabet Inc.
Microsoft Corporation
IBM Corporation
Conversica Inc.
SAP SE
Versium Analytics Inc.
Sentient Technologies Holdings Limited
SAS Institute Inc.
Amazon.com, Inc.
In Chapter 11 and 13.3, on the basis of types, the AI in Retail and e-Commerce market from 2016 to 2027 is primarily split into:
Sales and Merchandise Planning
Reduced Fraud and Shrinkage
Logistics and Delivery
Trade Promotions Management
Others
In Chapter 12 and 13.4, on the basis of applications, the AI in Retail and e-Commerce market from 2016 to 2027 covers:
Brick & Mortar Stores
E-commerce Stores
Geographically, the detailed analysis of consumption, revenue, market share and growth rate, historic and forecast (2016-2027) of the following regions are covered in Chapter 5, 6, 7, 8, 9, 10, 13:
North America (Covered in Chapter 6 and 13)
United States
Canada
Mexico
Europe (Covered in Chapter 7 and 13)
Germany
UK
France
Italy
Spain
Russia
Others
Asia-Pacific (Covered in Chapter 8 and 13)
China
Japan
South Korea
Australia
India
Southeast Asia
Others
Middle East and Africa (Covered in Chapter 9 and 13)
Saudi Arabia
UAE
Egypt
Nigeria
South Africa
Others
South America (Covered in Chapter 10 and 13)
Brazil
Argentina
Columbia
Chile
Others
Years considered for this report:
Historical Years: 2016-2020
Base Year: 2020
Estimated Year: 2021
Forecast Period: 2021-2027
Table of Content
1 Report Overview
1.1 Study Scope
1.2 Key Market Segments
1.3 Regulatory Scenario by Region/Country
1.4 Market Investment Scenario Strategic
1.5 Market Analysis by Type
1.5.1 Global AI in Retail and e-Commerce Market Share by Type (2021-2027)
1.5.2 Sales and Merchandise Planning
1.5.3 Reduced Fraud and Shrinkage
1.5.4 Logistics and Delivery
1.5.5 Trade Promotions Management
1.5.6 Others
1.6 Market by Application
1.6.1 Global AI in Retail and e-Commerce Market Share by Application (2021-2027)
1.6.2 Brick & Mortar Stores
1.6.3 E-commerce Stores
1.7 AI in Retail and e-Commerce Industry Development Trends under COVID-19 Outbreak
1.7.1 Global COVID-19 Status Overview
1.7.2 Influence of COVID-19 Outbreak on AI in Retail and e-Commerce Industry Development
2. Global Market Growth Trends
2.1 Industry Trends
2.1.1 SWOT Analysis
2.1.2 Porter’s Five Forces Analysis
2.2 Potential Market and Growth Potential Analysis
2.3 Industry News and Policies by Regions
2.3.1 Industry News
2.3.2 Industry Policies
2.4 Industry Trends Under COVID-19
3 Value Chain of AI in Retail and e-Commerce Market
3.1 Value Chain Status
3.2 AI in Retail and e-Commerce Manufacturing Cost Structure Analysis
3.2.1 Production Process Analysis
3.2.2 Manufacturing Cost Structure of AI in Retail and e-Commerce
3.2.3 Labor Cost of AI in Retail and e-Commerce
3.2.3.1 Labor Cost of AI in Retail and e-Commerce Under COVID-19
3.3 Sales and Marketing Model Analysis
3.4 Downstream Major Customer Analysis (by Region)
3.5 Value Chain Status Under COVID-19
4 Players Profiles
4.1 ViSenze Pte Ltd
4.1.1 ViSenze Pte Ltd Basic Information
4.1.2 AI in Retail and e-Commerce Product Profiles, Application and Specification
4.1.3 ViSenze Pte Ltd AI in Retail and e-Commerce Market Performance (2016-2021)
4.1.4 ViSenze Pte Ltd Business Overview
4.2 Alphabet Inc.
4.2.1 Alphabet Inc. Basic Information
4.2.2 AI in Retail and e-Commerce Product Profiles, Application and Specification
4.2.3 Alphabet Inc. AI in Retail and e-Commerce Market Performance (2016-2021)
4.2.4 Alphabet Inc. Business Overview
4.3 Microsoft Corporation
4.3.1 Microsoft Corporation Basic Information
4.3.2 AI in Retail and e-Commerce Product Profiles, Application and Specification
4.3.3 Microsoft Corporation AI in Retail and e-Commerce Market Performance (2016-2021)
4.3.4 Microsoft Corporation Business Overview
4.4 IBM Corporation
4.4.1 IBM Corporation Basic Information
4.4.2 AI in Retail and e-Commerce Product Profiles, Application and Specification
4.4.3 IBM Corporation AI in Retail and e-Commerce Market Performance (2016-2021)
4.4.4 IBM Corporation Business Overview
4.5 Conversica Inc.
4.5.1 Conversica Inc. Basic Information
4.5.2 AI in Retail and e-Commerce Product Profiles, Application and Specification
4.5.3 Conversica Inc. AI in Retail and e-Commerce Market Performance (2016-2021)
4.5.4 Conversica Inc. Business Overview
4.6 SAP SE
4.6.1 SAP SE Basic Information
4.6.2 AI in Retail and e-Commerce Product Profiles, Application and Specification
4.6.3 SAP SE AI in Retail and e-Commerce Market Performance (2016-2021)
4.6.4 SAP SE Business Overview
4.7 Versium Analytics Inc.
4.7.1 Versium Analytics Inc. Basic Information
4.7.2 AI in Retail and e-Commerce Product Profiles, Application and Specification
4.7.3 Versium Analytics Inc. AI in Retail and e-Commerce Market Performance (2016-2021)
4.7.4 Versium Analytics Inc. Business Overview
4.8 Sentient Technologies Holdings Limited
4.8.1 Sentient Technologies Holdings Limited Basic Information
4.8.2 AI in Retail and e-Commerce Product Profiles, Application and Specification
4.8.3 Sentient Technologies Holdings Limited AI in Retail and e-Commerce Market Performance (2016-2021)
4.8.4 Sentient Technologies Holdings Limited Business Overview
4.9 SAS Institute Inc.
4.9.1 SAS Institute Inc. Basic Information
4.9.2 AI in Retail and e-Commerce Product Profiles, Application and Specification
4.9.3 SAS Institute Inc. AI in Retail and e-Commerce Market Performance (2016-2021)
4.9.4 SAS Institute Inc. Business Overview
4.10 Amazon.com, Inc.
4.10.1 Amazon.com, Inc. Basic Information
4.10.2 AI in Retail and e-Commerce Product Profiles, Application and Specification
4.10.3 Amazon.com, Inc. AI in Retail and e-Commerce Market Performance (2016-2021)
4.10.4 Amazon.com, Inc. Business Overview
5 Global AI in Retail and e-Commerce Market Analysis by Regions
5.1 Global AI in Retail and e-Commerce Sales, Revenue and Market Share by Regions
5.1.1 Global AI in Retail and e-Commerce Sales by Regions (2016-2021)
5.1.2 Global AI in Retail and e-Commerce Revenue by Regions (2016-2021)
5.2 North America AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
5.3 Europe AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
5.4 Asia-Pacific AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
5.5 Middle East and Africa AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
5.6 South America AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
6 North America AI in Retail and e-Commerce Market Analysis by Countries
6.1 North America AI in Retail and e-Commerce Sales, Revenue and Market Share by Countries
6.1.1 North America AI in Retail and e-Commerce Sales by Countries (2016-2021)
6.1.2 North America AI in Retail and e-Commerce Revenue by Countries (2016-2021)
6.1.3 North America AI in Retail and e-Commerce Market Under COVID-19
6.2 United States AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
6.2.1 United States AI in Retail and e-Commerce Market Under COVID-19
6.3 Canada AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
6.4 Mexico AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
7 Europe AI in Retail and e-Commerce Market Analysis by Countries
7.1 Europe AI in Retail and e-Commerce Sales, Revenue and Market Share by Countries
7.1.1 Europe AI in Retail and e-Commerce Sales by Countries (2016-2021)
7.1.2 Europe AI in Retail and e-Commerce Revenue by Countries (2016-2021)
7.1.3 Europe AI in Retail and e-Commerce Market Under COVID-19
7.2 Germany AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
7.2.1 Germany AI in Retail and e-Commerce Market Under COVID-19
7.3 UK AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
7.3.1 UK AI in Retail and e-Commerce Market Under COVID-19
7.4 France AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
7.4.1 France AI in Retail and e-Commerce Market Under COVID-19
7.5 Italy AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
7.5.1 Italy AI in Retail and e-Commerce Market Under COVID-19
7.6 Spain AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
7.6.1 Spain AI in Retail and e-Commerce Market Under COVID-19
7.7 Russia AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
7.7.1 Russia AI in Retail and e-Commerce Market Under COVID-19
8 Asia-Pacific AI in Retail and e-Commerce Market Analysis by Countries
8.1 Asia-Pacific AI in Retail and e-Commerce Sales, Revenue and Market Share by Countries
8.1.1 Asia-Pacific AI in Retail and e-Commerce Sales by Countries (2016-2021)
8.1.2 Asia-Pacific AI in Retail and e-Commerce Revenue by Countries (2016-2021)
8.1.3 Asia-Pacific AI in Retail and e-Commerce Market Under COVID-19
8.2 China AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
8.2.1 China AI in Retail and e-Commerce Market Under COVID-19
8.3 Japan AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
8.3.1 Japan AI in Retail and e-Commerce Market Under COVID-19
8.4 South Korea AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
8.4.1 South Korea AI in Retail and e-Commerce Market Under COVID-19
8.5 Australia AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
8.6 India AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
8.6.1 India AI in Retail and e-Commerce Market Under COVID-19
8.7 Southeast Asia AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
8.7.1 Southeast Asia AI in Retail and e-Commerce Market Under COVID-19
9 Middle East and Africa AI in Retail and e-Commerce Market Analysis by Countries
9.1 Middle East and Africa AI in Retail and e-Commerce Sales, Revenue and Market Share by Countries
9.1.1 Middle East and Africa AI in Retail and e-Commerce Sales by Countries (2016-2021)
9.1.2 Middle East and Africa AI in Retail and e-Commerce Revenue by Countries (2016-2021)
9.1.3 Middle East and Africa AI in Retail and e-Commerce Market Under COVID-19
9.2 Saudi Arabia AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
9.3 UAE AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
9.4 Egypt AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
9.5 Nigeria AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
9.6 South Africa AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
10 South America AI in Retail and e-Commerce Market Analysis by Countries
10.1 South America AI in Retail and e-Commerce Sales, Revenue and Market Share by Countries
10.1.1 South America AI in Retail and e-Commerce Sales by Countries (2016-2021)
10.1.2 South America AI in Retail and e-Commerce Revenue by Countries (2016-2021)
10.1.3 South America AI in Retail and e-Commerce Market Under COVID-19
10.2 Brazil AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
10.2.1 Brazil AI in Retail and e-Commerce Market Under COVID-19
10.3 Argentina AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
10.4 Columbia AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
10.5 Chile AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
11 Global AI in Retail and e-Commerce Market Segment by Types
11.1 Global AI in Retail and e-Commerce Sales, Revenue and Market Share by Types (2016-2021)
11.1.1 Global AI in Retail and e-Commerce Sales and Market Share by Types (2016-2021)
11.1.2 Global AI in Retail and e-Commerce Revenue and Market Share by Types (2016-2021)
11.2 Sales and Merchandise Planning Sales and Price (2016-2021)
11.3 Reduced Fraud and Shrinkage Sales and Price (2016-2021)
11.4 Logistics and Delivery Sales and Price (2016-2021)
11.5 Trade Promotions Management Sales and Price (2016-2021)
11.6 Others Sales and Price (2016-2021)
12 Global AI in Retail and e-Commerce Market Segment by Applications
12.1 Global AI in Retail and e-Commerce Sales, Revenue and Market Share by Applications (2016-2021)
12.1.1 Global AI in Retail and e-Commerce Sales and Market Share by Applications (2016-2021)
12.1.2 Global AI in Retail and e-Commerce Revenue and Market Share by Applications (2016-2021)
12.2 Brick & Mortar Stores Sales, Revenue and Growth Rate (2016-2021)
12.3 E-commerce Stores Sales, Revenue and Growth Rate (2016-2021)
13 AI in Retail and e-Commerce Market Forecast by Regions (2021-2027)
13.1 Global AI in Retail and e-Commerce Sales, Revenue and Growth Rate (2021-2027)
13.2 AI in Retail and e-Commerce Market Forecast by Regions (2021-2027)
13.2.1 North America AI in Retail and e-Commerce Market Forecast (2021-2027)
13.2.2 Europe AI in Retail and e-Commerce Market Forecast (2021-2027)
13.2.3 Asia-Pacific AI in Retail and e-Commerce Market Forecast (2021-2027)
13.2.4 Middle East and Africa AI in Retail and e-Commerce Market Forecast (2021-2027)
13.2.5 South America AI in Retail and e-Commerce Market Forecast (2021-2027)
13.3 AI in Retail and e-Commerce Market Forecast by Types (2021-2027)
13.4 AI in Retail and e-Commerce Market Forecast by Applications (2021-2027)
13.5 AI in Retail and e-Commerce Market Forecast Under COVID-19
14 Appendix
14.1 Methodology
14.2 Research Data Source
List of Tables and Figures
Table Global AI in Retail and e-Commerce Market Size Growth Rate by Type (2021-2027)
Figure Global AI in Retail and e-Commerce Market Share by Type in 2020 & 2026
Figure Sales and Merchandise Planning Features
Figure Reduced Fraud and Shrinkage Features
Figure Logistics and Delivery Features
Figure Trade Promotions Management Features
Figure Others Features
Table Global AI in Retail and e-Commerce Market Size Growth by Application (2021-2027)
Figure Global AI in Retail and e-Commerce Market Share by Application in 2020 & 2026
Figure Brick & Mortar Stores Description
Figure E-commerce Stores Description
Figure Global COVID-19 Status Overview
Table Influence of COVID-19 Outbreak on AI in Retail and e-Commerce Industry Development
Table SWOT Analysis
Figure Porter's Five Forces Analysis
Figure Global AI in Retail and e-Commerce Market Size and Growth Rate 2016-2027
Table Industry News
Table Industry Policies
Figure Value Chain Status of AI in Retail and e-Commerce
Figure Production Process of AI in Retail and e-Commerce
Figure Manufacturing Cost Structure of AI in Retail and e-Commerce
Figure Major Company Analysis (by Business Distribution Base, by Product Type)
Table Downstream Major Customer Analysis (by Region)
Table ViSenze Pte Ltd Profile
Table ViSenze Pte Ltd Production, Value, Price, Gross Margin 2016-2021
Table Alphabet Inc. Profile
Table Alphabet Inc. Production, Value, Price, Gross Margin 2016-2021
Table Microsoft Corporation Profile
Table Microsoft Corporation Production, Value, Price, Gross Margin 2016-2021
Table IBM Corporation Profile
Table IBM Corporation Production, Value, Price, Gross Margin 2016-2021
Table Conversica Inc. Profile
Table Conversica Inc. Production, Value, Price, Gross Margin 2016-2021
Table SAP SE Profile
Table SAP SE Production, Value, Price, Gross Margin 2016-2021
Table Versium Analytics Inc. Profile
Table Versium Analytics Inc. Production, Value, Price, Gross Margin 2016-2021
Table Sentient Technologies Holdings Limited Profile
Table Sentient Technologies Holdings Limited Production, Value, Price, Gross Margin 2016-2021
Table SAS Institute Inc. Profile
Table SAS Institute Inc. Production, Value, Price, Gross Margin 2016-2021
Table Amazon.com, Inc. Profile
Table Amazon.com, Inc. Production, Value, Price, Gross Margin 2016-2021
Figure Global AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
Figure Global AI in Retail and e-Commerce Revenue ($) and Growth (2016-2021)
Table Global AI in Retail and e-Commerce Sales by Regions (2016-2021)
Table Global AI in Retail and e-Commerce Sales Market Share by Regions (2016-2021)
Table Global AI in Retail and e-Commerce Revenue ($) by Regions (2016-2021)
Table Global AI in Retail and e-Commerce Revenue Market Share by Regions (2016-2021)
Table Global AI in Retail and e-Commerce Revenue Market Share by Regions in 2016
Table Global AI in Retail and e-Commerce Revenue Market Share by Regions in 2020
Figure North America AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
Figure Europe AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
Figure Asia-Pacific AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
Figure Middle East and Africa AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
Figure South America AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
Figure North America AI in Retail and e-Commerce Revenue ($) and Growth (2016-2021)
Table North America AI in Retail and e-Commerce Sales by Countries (2016-2021)
Table North America AI in Retail and e-Commerce Sales Market Share by Countries (2016-2021)
Figure North America AI in Retail and e-Commerce Sales Market Share by Countries in 2016
Figure United States AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
Figure Canada AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
Figure Mexico AI in Retail and e-Commerce Sales and Growth (2016-2021)
Figure Europe AI in Retail and e-Commerce Revenue ($) Growth (2016-2021)
Table Europe AI in Retail and e-Commerce Sales by Countries (2016-2021)
Table Europe AI in Retail and e-Commerce Sales Market Share by Countries (2016-2021)
Figure Germany AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
Figure UK AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
Figure France AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
Figure Italy AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
Figure Spain AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
Figure Russia AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
Figure Asia-Pacific AI in Retail and e-Commerce Revenue ($) and Growth (2016-2021)
Table Asia-Pacific AI in Retail and e-Commerce Sales by Countries (2016-2021)
Table Asia-Pacific AI in Retail and e-Commerce Sales Market Share by Countries (2016-2021)
Figure China AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
Figure Japan AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
Figure South Korea AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
Figure Australia AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
Figure India AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
Figure Southeast Asia AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
Figure Middle East and Africa AI in Retail and e-Commerce Revenue ($) and Growth (2016-2021)
Table Middle East and Africa AI in Retail and e-Commerce Sales by Countries (2016-2021)
Table Middle East and Africa AI in Retail and e-Commerce Sales Market Share by Countries (2016-2021)
Figure Saudi Arabia AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
Figure UAE AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
Figure Egypt AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
Figure Nigeria AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
Figure South Africa AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
Figure South America AI in Retail and e-Commerce Revenue ($) and Growth (2016-2021)
Figure Brazil AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
Figure Argentina AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
Figure Columbia AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
Figure Chile AI in Retail and e-Commerce Sales and Growth Rate (2016-2021)
Table Global AI in Retail and e-Commerce Sales by Types (2016-2021)
Table Global AI in Retail and e-Commerce Revenue ($) by Types (2016-2021)
Figure Global Sales and Merchandise Planning Sales and Growth Rate (2016-2021)
Figure Global Sales and Merchandise Planning Price (2016-2021)
Figure Global Reduced Fraud and Shrinkage Sales and Growth Rate (2016-2021)
Figure Global Reduced Fraud and Shrinkage Price (2016-2021)
Figure Global Logistics and Delivery Sales and Growth Rate (2016-2021)
Figure Global Logistics and Delivery Price (2016-2021)
Figure Global Trade Promotions Management Sales and Growth Rate (2016-2021)
Figure Global Trade Promotions Management Price (2016-2021)
Figure Global Others Sales and Growth Rate (2016-2021)
Figure Global Others Price (2016-2021)
Table Global AI in Retail and e-Commerce Sales by Applications (2016-2021)
Table Global AI in Retail and e-Commerce Sales Share by Applications (2016-2021)
Figure Global Brick & Mortar Stores Sales and Growth Rate (2016-2021)
Figure Global Brick & Mortar Stores Revenue and Growth Rate (2016-2021)
Figure Global E-commerce Stores Sales and Growth Rate (2016-2021)
Figure Global E-commerce Stores Revenue and Growth Rate (2016-2021)
Figure Global AI in Retail and e-Commerce Sales and Growth Rate (2021-2027)
Figure Global AI in Retail and e-Commerce Revenue ($) and Growth Rate (2021-2027)
Table Global AI in Retail and e-Commerce Sales Forecast by Regions (2021-2027)
Table Global AI in Retail and e-Commerce Revenue Forecast by Regions (2021-2027)
Figure North America AI in Retail and e-Commerce Sales Forecast (2021-2027)
Figure North America AI in Retail and e-Commerce Revenue Forecast (2021-2027)
Figure Europe AI in Retail and e-Commerce Sales Forecast (2021-2027)
Figure Europe AI in Retail and e-Commerce Revenue Forecast (2021-2027)
Figure Asia-Pacific AI in Retail and e-Commerce Sales Forecast (2021-2027)
Figure Asia-Pacific AI in Retail and e-Commerce Revenue Forecast (2021-2027)
Figure Middle East and Africa AI in Retail and e-Commerce Sales Forecast (2021-2027)
Figure Middle East and Africa AI in Retail and e-Commerce Revenue Forecast (2021-2027)
Figure South America AI in Retail and e-Commerce Sales Forecast (2021-2027)
Figure South America AI in Retail and e-Commerce Revenue Forecast (2021-2027)
Table Global AI in Retail and e-Commerce Sales Forecast by Types (2021-2027)
Table Global AI in Retail and e-Commerce Sales Market Share Forecast by Types (2021-2027)
Table Global AI in Retail and e-Commerce Revenue Market Share Forecast by Types (2021-2027)
Table Global AI in Retail and e-Commerce Sales Market Share Forecast by Applications (2021-2027)
Table Global AI in Retail and e-Commerce Revenue Forecast by Applications (2021-2027)
Table Global AI in Retail and e-Commerce Revenue Market Share Forecast by Applications (2021-2027)
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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