Data Labeling Solution And Services Market Size, Share & Trends Analysis Report By Sourcing Type (In-house, Outsourced), By Type (Text, Image/ Video, Audio), By Labeling Type, By Vertical, By Region, And Segment Forecasts, 2021 - 2028
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Data Labeling Solution And Services Market Growth & Trends
The global data labeling solution and services market size is expected to reach USD 38.11 billion by 2028, according to a new report by Grand View Research, Inc. The market is anticipated to register a CAGR of 23.5% from 2021 to 2028. The rising popularity of data labeling solutions and services in the automotive industry, combined with autonomous vehicles that contain numerous sensors and networking systems that assist the computer driving the car, is propelling the growth of the market.
The market is driven by increased public awareness about digitalization, healthcare treatments, and technological advancements. The demand for data labeling is growing due to technology improvements in large enterprises from the industries such as automotive and healthcare. For example, Waymo LLC, Lyft, Inc., Zoox, and Toyota Research Institute have all used data labeling services provided by Scale AI, Inc., a digital start-up based in the United States.
Producers are increasingly using data labeling on products and services to provide customers with ingredient lists. This is projected to fuel the growth of the global market for data labeling solutions and services. For instance, the image processing technology has benefited Twitter and Facebook-two popular social networking platforms-in terms of audience engagement, since it has encouraged users to upload images and tag their connections, resulting in a more connected experience.
Machine Learning (ML) applications are widely used for categorizing data items such as news articles or tweets. This, in turn, calls for an accurate annotated training dataset, which helps in forming algorithms that automatically classify future data items. However, the process of manually constructing such a dataset is a complex task and requires coders to expend a substantial amount of time.
With the increasing execution of Electronic Health Record (EHR) systems-the collection of clinical data, particularly unstructured text documents-has become a valuable resource for clinical research. Statistical Natural Language Processing (NLP) standards have been designed to unlock data embedded in clinical text. With developments in sentiment analysis, text labeling is also widely utilized in social media monitoring to build recommendation systems.
In December 2019, Enlitic, Inc. announced a partnership with MLPCare, a Turkey-based private healthcare provider, to integrate clinical artificial intelligence into the healthcare systems of Turkey and adjacent countries in Central Asia and Eastern Europe. Under the agreement, Enlitic, Inc. is developing, training, and validating its deep learning models for patients in Turkey. Hence, the increased application of data labeling solutions and services is expected to propel the growth of the market.
Data Labeling Solution And Services Market Report Highlights
Data Labeling Solution And Services Market Growth & Trends
The global data labeling solution and services market size is expected to reach USD 38.11 billion by 2028, according to a new report by Grand View Research, Inc. The market is anticipated to register a CAGR of 23.5% from 2021 to 2028. The rising popularity of data labeling solutions and services in the automotive industry, combined with autonomous vehicles that contain numerous sensors and networking systems that assist the computer driving the car, is propelling the growth of the market.
The market is driven by increased public awareness about digitalization, healthcare treatments, and technological advancements. The demand for data labeling is growing due to technology improvements in large enterprises from the industries such as automotive and healthcare. For example, Waymo LLC, Lyft, Inc., Zoox, and Toyota Research Institute have all used data labeling services provided by Scale AI, Inc., a digital start-up based in the United States.
Producers are increasingly using data labeling on products and services to provide customers with ingredient lists. This is projected to fuel the growth of the global market for data labeling solutions and services. For instance, the image processing technology has benefited Twitter and Facebook-two popular social networking platforms-in terms of audience engagement, since it has encouraged users to upload images and tag their connections, resulting in a more connected experience.
Machine Learning (ML) applications are widely used for categorizing data items such as news articles or tweets. This, in turn, calls for an accurate annotated training dataset, which helps in forming algorithms that automatically classify future data items. However, the process of manually constructing such a dataset is a complex task and requires coders to expend a substantial amount of time.
With the increasing execution of Electronic Health Record (EHR) systems-the collection of clinical data, particularly unstructured text documents-has become a valuable resource for clinical research. Statistical Natural Language Processing (NLP) standards have been designed to unlock data embedded in clinical text. With developments in sentiment analysis, text labeling is also widely utilized in social media monitoring to build recommendation systems.
In December 2019, Enlitic, Inc. announced a partnership with MLPCare, a Turkey-based private healthcare provider, to integrate clinical artificial intelligence into the healthcare systems of Turkey and adjacent countries in Central Asia and Eastern Europe. Under the agreement, Enlitic, Inc. is developing, training, and validating its deep learning models for patients in Turkey. Hence, the increased application of data labeling solutions and services is expected to propel the growth of the market.
Data Labeling Solution And Services Market Report Highlights
- In terms of sourcing type, the outsourcing segment held the largest revenue share in 2020, due to the cost-effectiveness of the services
- In terms of type, the image/ video segment is expected to register the fastest CAGR over the forecast period, attributed to the increasing implementation of computer vision in several industries, including healthcare, automotive, and media &entertainment
- In terms of vertical, the automotive segment is expected to expand at the fastest CAGR over the forecast period. This growth can be attributed to the rising development of self-driving cars and trucks
CHAPTER 1 METHODOLOGY AND SCOPE
1.1 Research Methodology
1.1.1 Information Analysis
1.1.2 Market formulation & data visualization
1.2 Research Scope and Assumptions
1.3 List of Data Sources
1.3.1 Secondary sources
1.3.2 Primary Sources
CHAPTER 2 EXECUTIVE SUMMARY
2.1 Market Snapshot
2.2 Segmental Insights
2.3 Market Outlook
2.4 Global Data Labeling Solution and Services Market
2.4.1 Global Data Labeling Solution and Services Market, 2018 - 2028
2.4.2 Global Data Labeling Solution and Services Market, By Sourcing Type, 2018 - 2028
2.4.3 Global Data Labeling Solution and Services Market, By Type, 2018 - 2028
2.4.4 Global Data Labeling Solution and Services Market, By Labeling Type, 2018 - 2028
2.4.5 Global Data Labeling Solution and Services Market, By Vertical, 2018 - 2028
2.4.6 Global Data Labeling Solution and Services Market, By Region, 2018 - 2028
CHAPTER 3 DATA LABELING SOLUTION AND SERVICES - MARKET VARIABLES, TRENDS & SCOPE
3.1 Market Segmentation & Scope
3.2 Data Labeling Solution and Services Market Penetration and Growth Prospects
3.3 Market Dynamics
3.4 Market Drivers
3.4.1 Emergence of Data labeling tools and workflow trends
3.4.2 Increasing prominence of AI and machine learning
3.4.3 Accelerating Medical Labeling for Diagnostic AI
3.5 Market Restraints
3.5.1 Lack of skilled labor
3.5.2 High costs associated with manual labeling of complex images
3.6 Industry Analysis - Porter’s
3.6.1 Supplier Power:Low
3.6.2 Buyer Power: High
3.6.3 Substitution Threat: Low
3.6.4 Threat from New Entrant: Moderate
3.6.5 Competitive Rivalry: High
3.7 Data Labeling Solutions and Services - PEST Analysis
3.7.1 Political
3.7.2 Economic
3.7.3 Social
3.7.4 Technological
3.8 Penetration & Key Opportunities Mapping
3.9 Major Deals & Strategic Alliances Analysis
3.9.1 Mergers & Acquisitions and Technology Collaborations
3.10 COVID - 19 Impact Analysis
CHAPTER 4 DATA LABELING SOLUTIONS AND SERVICES: SOURCING TYPE OUTLOOK
4.1 Data Labeling Solution and Services Market Share by Sourcing Type, 2020 & 2028
4.2 In-house
4.2.1 In-house labeling solutions and services market, BY Region, 2018 - 2028
4.3 Outsourced
4.3.1 Outsourced Data Labeling Solution and Services Market, By Region, 2018 - 2028
CHAPTER 5 DATA LABELING SOLUTIONS AND SERVICES: TYPE OUTLOOK
5.1 Data Labeling Solution and Services Market Share by Type, 2020 & 2028
5.2 Text
5.2.1 text Data labeling solutions and services market, BY Region, 2018 - 2028
5.3 Image/Video
5.3.1 Image/Video Data labeling solutions and services market, By Region, 2018 - 2028
5.4 Audio
5.4.1 Audio Data labeling solutions and services market, By Region, 2018 - 2028
CHAPTER 6 DATA LABELING SOLUTIONS AND SERVICES: LABELING TYPE OUTLOOK
6.1 Data Labeling Solution and Services Market Share by Labeling Type, 2020 & 2028
6.2 Manual
6.2.1 manual Data Labeling solutions and services market, BY Region, 2018 - 2028
6.3 Semi-supervised
6.3.1 Semi-supervised Data Labeling Solution and Services Market, By Region, 2018 - 2028
6.4 Automatic
6.4.1 Automatic Data Labeling Solution and Services Market, By Region, 2018 - 2028
CHAPTER 7 DATA LABELING SOLUTIONS AND SERVICES: VERTICAL OUTLOOK
7.1 Data Labeling Solution and Services Market Share by Vertical, 2020 & 2028
7.2 IT
7.2.1 IT Data Labeling Solution and Services Market, BY Region, 2018 - 2028
7.3 Automotive
7.3.1 Automotive Data Labeling Solution and Services Market, By Region, 2018 - 2028
7.4 Government
7.4.1 Government Data Labeling Solution and Services Market, By Region, 2018 - 2028
7.5 Healthcare
7.5.1 Healthcare Data Labeling Solution and Services Market, By Region, 2018 - 2028
7.6 Financial Services
7.6.1 Financial Services Data Labeling Solution and Services Market, By Region, 2018 - 2028
7.7 Retail
7.7.1 Retail Data Labeling Solution and Services Market, By Region, 2018 - 2028
7.8 Others
7.8.1 Others Data Labeling Solution and Services Market, By Region, 2018 - 2028
CHAPTER 8 DATA LABELING SOLUTIONS AND SERVICES: REGIONAL OUTLOOK
8.1 North America
8.1.1 North America Data Labeling Solution and Services Market, By Sourcing Type, 2018 - 2028
8.1.2 North America Data Labeling Solution and Services Market, By Type, 2018 - 2028
8.1.3 North America Data Labeling Solution and Services Market, By Labeling Type, 2018 - 2028
8.1.4 North America Data Labeling Solution and Services Market, By Vertical, 2018 - 2028
8.1.5 U.S.
8.1.5.1 U.S. Data Labeling Solution and Services Market, BY sourcing Type, 2018 - 2028
8.1.5.2 U.S. Data Labeling Solution and Services Market, BY Type, 2018 - 2028
8.1.5.3 U.S. Data Labeling Solution and Services Market, BY labeling Type, 2018 - 2028
8.1.5.4 U.S. Data Labeling Solution and Services Market, BY Vertical, 2018 - 2028
8.1.6 Canada
8.1.6.1 Canada Data Labeling Solution and Services Market, BY sourcing Type, 2018 - 2028
8.1.6.2 Canada Data Labeling Solution and Services Market, BY Type, 2018 - 2028
8.1.6.3 Canada Data Labeling Solution and Services Market, BY labeling Type, 2018 - 2028
8.1.6.4 Canada Data Labeling Solution and Services Market, BY Vertical, 2018 - 2028
8.1.7 Mexico
8.1.7.1 Mexico Data Labeling Solution and Services Market, BY sourcing Type, 2018 - 2028
8.1.7.2 Mexico Data Labeling Solution and Services Market, BY Type, 2018 - 2028
8.1.7.3 Mexico Data Labeling Solution and Services Market, BY labeling Type, 2018 - 2028
8.1.7.4 Mexico Data Labeling Solution and Services Market, BY Vertical, 2018 - 2028
8.2 Europe
8.2.1 Europe Data Labeling Solution and Services Market, By Sourcing Type, 2018 - 2028
8.2.2 Europe Data Labeling Solution and Services Market, By Type, 2018 - 2028
8.2.3 Europe Data Labeling Solution and Services Market, By Labeling Type, 2018 - 2028
8.2.4 Europe Data Labeling Solution and Services Market, By Vertical, 2018 - 2028
8.2.5 U.K.
8.2.5.1 U.K. Data Labeling Solution and Services Market, BY sourcing Type, 2018 - 2028
8.2.5.2 U.K. Data Labeling Solution and Services Market, BY Type, 2018 - 2028
8.2.5.3 U.K. Data Labeling Solution and Services Market, BY labeling Type, 2018 - 2028
8.2.5.4 U.K. Data Labeling Solution and Services Market, BY Vertical, 2018 - 2028
8.2.6 Germany
8.2.6.1 Germany Data Labeling Solution and Services Market, BY sourcing Type, 2018 - 2028
8.2.6.2 Germany Data Labeling Solution and Services Market, BY Type, 2018 - 2028
8.2.6.3 Germany Data Labeling Solution and Services Market, BY labeling Type, 2018 - 2028
8.2.6.4 Germany Data Labeling Solution and Services Market, BY Vertical, 2018 - 2028
8.2.7 France
8.2.7.1 France Data Labeling Solution and Services Market, BY sourcing Type, 2018 - 2028
8.2.7.2 France Data Labeling Solution and Services Market, BY Type, 2018 - 2028
8.2.7.3 France Data Labeling Solution and Services Market, BY labeling Type, 2018 - 2028
8.2.7.4 France Data Labeling Solution and Services Market, BY Vertical, 2018 - 2028
8.3 Asia Pacific
8.3.1 Asia Pacific Data Labeling Solution and Services Market, By Sourcing Type, 2018 - 2028
8.3.2 Asia Pacific Data Labeling Solution and Services Market, By Type, 2018 - 2028
8.3.3 Asia Pacific Data Labeling Solution and Services Market, By Labeling Type, 2018 - 2028
8.3.4 Asia Pacific Data Labeling Solution and Services Market, By Vertical, 2018 - 2028
8.3.5 China
8.3.5.1 China Data Labeling Solution and Services Market, BY sourcing Type, 2018 - 2028
8.3.5.2 China Data Labeling Solution and Services Market, BY Type, 2018 - 2028
8.3.5.3 China Data Labeling Solution and Services Market, BY labeling Type, 2018 - 2028
8.3.5.4 China Data Labeling Solution and Services Market, BY Vertical, 2018 - 2028
8.3.6 Japan
8.3.6.1 Japan Data Labeling Solution and Services Market, BY sourcing Type, 2018 - 2028
8.3.6.2 Japan Data Labeling Solution and Services Market, BY Type, 2018 - 2028
8.3.6.3 Japan Data Labeling Solution and Services Market, BY labeling Type, 2018 - 2028
8.3.6.4 Japan Data Labeling Solution and Services Market, BY Vertical, 2018 - 2028
8.3.7 India
8.3.7.1 India Data Labeling Solution and Services Market, BY sourcing Type, 2018 - 2028
8.3.7.2 India Data Labeling Solution and Services Market, BY Type, 2018 - 2028
8.3.7.3 India Data Labeling Solution and Services Market, BY labeling Type, 2018 - 2028
8.3.7.4 India Data Labeling Solution and Services Market, BY Vertical, 2018 - 2028
8.3.8 South Korea
8.3.8.1 South Korea Data Labeling Solution and Services Market, BY sourcing Type, 2018 - 2028
8.3.8.2 South Korea Data Labeling Solution and Services Market, BY Type, 2018 - 2028
8.3.8.3 South Korea Data Labeling Solution and Services Market, BY labeling Type, 2018 - 2028
8.3.8.4 South Korea Data Labeling Solution and Services Market, BY Vertical, 2018 - 2028
8.4 South America
8.4.1 South America Data Labeling Solution and Services Market, BY sourcing Type, 2018 - 2028
8.4.2 South America Data Labeling Solution and Services Market, BY Type, 2018 - 2028
8.4.3 South America Data Labeling Solution and Services Market, BY labeling Type, 2018 - 2028
8.4.4 South America Data Labeling Solution and Services Market, BY Vertical, 2018 - 2028
8.4.5 Brazil
8.4.5.1 Brazil Data Labeling Solution and Services Market, BY sourcing Type, 2018 - 2028
8.4.5.2 Brazil Data Labeling Solution and Services Market, BY Type, 2018 - 2028
8.4.5.3 Brazil Data Labeling Solution and Services Market, BY labeling Type, 2018 - 2028
8.4.5.4 Brazil Data Labeling Solution and Services Market, BY Vertical, 2018 - 2028
8.5 MEA
8.5.1 MEA Data Labeling Solution and Services Market, By Sourcing Type, 2018 - 2028
8.5.2 MEA Data Labeling Solution and Services Market, By Type, 2018 - 2028
8.5.3 MEA Data Labeling Solution and Services Market, By Labeling Type, 2018 - 2028
8.5.4 MEA Data Labeling Solution and Services Market, By Vertical, 2018 - 2028
CHAPTER 9 COMPETITIVE LANDSCAPE
9.1 Alegion
9.1.1 Company Overview
9.1.2 Product Benchmarking
9.1.3 Recent Developments
9.2 Amazon Mechanical Turk, Inc.
9.2.1 Company Overview
9.2.2 Product Benchmarking
9.2.3 Recent Development
9.3 Appen Limited
9.3.1 Company overview
9.3.2 Financial performance
9.3.3 Product Benchmarking
9.3.4 Recent developments
9.4 Clickworker GmbH
9.4.1 Company overview
9.4.2 Product Benchmarking
9.5 CloudApp
9.5.1 Company overview
9.5.2 Product Benchmarking
9.6 CloudFactory Limited
9.6.1 Company overview
9.6.2 Product Benchmarking
9.6.3 Recent development
9.7 Cogito Tech LLC
9.7.1 Company overview
9.7.2 Product Benchmarking
9.7.3 Recent Development
9.8 Crowdworks, Inc.
9.8.1 Company overview
9.8.2 Financial performance
9.8.3 Product Benchmarkingt
9.9 Deep Systems, LLC
9.9.1 Company overview
9.9.2 Product Benchmarking
9.10 edgecase.ai
9.10.1 Company overview
9.10.2 Product Benchmarking
9.11 Explosion AI GMbH
9.11.1 Company overview
9.11.2 Product Benchmarking
9.12 Heex Technologies
9.12.1 Company overview
9.12.2 Product Benchmarking
9.12.3 Recent Development
9.13 Labelbox, Inc
9.13.1 Company overview
9.13.2 Product Benchmarking
9.13.3 Recent Development
9.14 Lotus Quality Assurance
9.14.1 Company overview
9.14.2 Product Benchmarking
9.15 Mighty AI, Inc.
9.15.1 Company overview
9.15.2 Product Benchmarking
9.16 Playment Inc.
9.16.1 Company overview
9.16.2 Product Benchmarking
9.17 Scale AI, Inc.
9.17.1 Company overview
9.17.2 Product Benchmarking
9.17.3 Recent developmentS
9.18 Shaip
9.18.1 Company overview
9.18.2 Product Benchmarking
9.18.3 Recent Developments
9.19 Steldia Services Ltd. (Mindy Support)
9.19.1 Company overview
9.19.2 Product Benchmarking
9.20 Tagtog Sp. z o.o.
9.20.1 Company overview
9.20.2 Product Benchmarking
9.21 Trilldata Technologies Pvt Ltd
9.21.1 Company overview
9.21.2 Product Benchmarking
9.22 Yandex LLC (Toloka)
9.22.1 Company overview
9.22.2 Financial performance
9.22.3 Product Benchmarking
1.1 Research Methodology
1.1.1 Information Analysis
1.1.2 Market formulation & data visualization
1.2 Research Scope and Assumptions
1.3 List of Data Sources
1.3.1 Secondary sources
1.3.2 Primary Sources
CHAPTER 2 EXECUTIVE SUMMARY
2.1 Market Snapshot
2.2 Segmental Insights
2.3 Market Outlook
2.4 Global Data Labeling Solution and Services Market
2.4.1 Global Data Labeling Solution and Services Market, 2018 - 2028
2.4.2 Global Data Labeling Solution and Services Market, By Sourcing Type, 2018 - 2028
2.4.3 Global Data Labeling Solution and Services Market, By Type, 2018 - 2028
2.4.4 Global Data Labeling Solution and Services Market, By Labeling Type, 2018 - 2028
2.4.5 Global Data Labeling Solution and Services Market, By Vertical, 2018 - 2028
2.4.6 Global Data Labeling Solution and Services Market, By Region, 2018 - 2028
CHAPTER 3 DATA LABELING SOLUTION AND SERVICES - MARKET VARIABLES, TRENDS & SCOPE
3.1 Market Segmentation & Scope
3.2 Data Labeling Solution and Services Market Penetration and Growth Prospects
3.3 Market Dynamics
3.4 Market Drivers
3.4.1 Emergence of Data labeling tools and workflow trends
3.4.2 Increasing prominence of AI and machine learning
3.4.3 Accelerating Medical Labeling for Diagnostic AI
3.5 Market Restraints
3.5.1 Lack of skilled labor
3.5.2 High costs associated with manual labeling of complex images
3.6 Industry Analysis - Porter’s
3.6.1 Supplier Power:Low
3.6.2 Buyer Power: High
3.6.3 Substitution Threat: Low
3.6.4 Threat from New Entrant: Moderate
3.6.5 Competitive Rivalry: High
3.7 Data Labeling Solutions and Services - PEST Analysis
3.7.1 Political
3.7.2 Economic
3.7.3 Social
3.7.4 Technological
3.8 Penetration & Key Opportunities Mapping
3.9 Major Deals & Strategic Alliances Analysis
3.9.1 Mergers & Acquisitions and Technology Collaborations
3.10 COVID - 19 Impact Analysis
CHAPTER 4 DATA LABELING SOLUTIONS AND SERVICES: SOURCING TYPE OUTLOOK
4.1 Data Labeling Solution and Services Market Share by Sourcing Type, 2020 & 2028
4.2 In-house
4.2.1 In-house labeling solutions and services market, BY Region, 2018 - 2028
4.3 Outsourced
4.3.1 Outsourced Data Labeling Solution and Services Market, By Region, 2018 - 2028
CHAPTER 5 DATA LABELING SOLUTIONS AND SERVICES: TYPE OUTLOOK
5.1 Data Labeling Solution and Services Market Share by Type, 2020 & 2028
5.2 Text
5.2.1 text Data labeling solutions and services market, BY Region, 2018 - 2028
5.3 Image/Video
5.3.1 Image/Video Data labeling solutions and services market, By Region, 2018 - 2028
5.4 Audio
5.4.1 Audio Data labeling solutions and services market, By Region, 2018 - 2028
CHAPTER 6 DATA LABELING SOLUTIONS AND SERVICES: LABELING TYPE OUTLOOK
6.1 Data Labeling Solution and Services Market Share by Labeling Type, 2020 & 2028
6.2 Manual
6.2.1 manual Data Labeling solutions and services market, BY Region, 2018 - 2028
6.3 Semi-supervised
6.3.1 Semi-supervised Data Labeling Solution and Services Market, By Region, 2018 - 2028
6.4 Automatic
6.4.1 Automatic Data Labeling Solution and Services Market, By Region, 2018 - 2028
CHAPTER 7 DATA LABELING SOLUTIONS AND SERVICES: VERTICAL OUTLOOK
7.1 Data Labeling Solution and Services Market Share by Vertical, 2020 & 2028
7.2 IT
7.2.1 IT Data Labeling Solution and Services Market, BY Region, 2018 - 2028
7.3 Automotive
7.3.1 Automotive Data Labeling Solution and Services Market, By Region, 2018 - 2028
7.4 Government
7.4.1 Government Data Labeling Solution and Services Market, By Region, 2018 - 2028
7.5 Healthcare
7.5.1 Healthcare Data Labeling Solution and Services Market, By Region, 2018 - 2028
7.6 Financial Services
7.6.1 Financial Services Data Labeling Solution and Services Market, By Region, 2018 - 2028
7.7 Retail
7.7.1 Retail Data Labeling Solution and Services Market, By Region, 2018 - 2028
7.8 Others
7.8.1 Others Data Labeling Solution and Services Market, By Region, 2018 - 2028
CHAPTER 8 DATA LABELING SOLUTIONS AND SERVICES: REGIONAL OUTLOOK
8.1 North America
8.1.1 North America Data Labeling Solution and Services Market, By Sourcing Type, 2018 - 2028
8.1.2 North America Data Labeling Solution and Services Market, By Type, 2018 - 2028
8.1.3 North America Data Labeling Solution and Services Market, By Labeling Type, 2018 - 2028
8.1.4 North America Data Labeling Solution and Services Market, By Vertical, 2018 - 2028
8.1.5 U.S.
8.1.5.1 U.S. Data Labeling Solution and Services Market, BY sourcing Type, 2018 - 2028
8.1.5.2 U.S. Data Labeling Solution and Services Market, BY Type, 2018 - 2028
8.1.5.3 U.S. Data Labeling Solution and Services Market, BY labeling Type, 2018 - 2028
8.1.5.4 U.S. Data Labeling Solution and Services Market, BY Vertical, 2018 - 2028
8.1.6 Canada
8.1.6.1 Canada Data Labeling Solution and Services Market, BY sourcing Type, 2018 - 2028
8.1.6.2 Canada Data Labeling Solution and Services Market, BY Type, 2018 - 2028
8.1.6.3 Canada Data Labeling Solution and Services Market, BY labeling Type, 2018 - 2028
8.1.6.4 Canada Data Labeling Solution and Services Market, BY Vertical, 2018 - 2028
8.1.7 Mexico
8.1.7.1 Mexico Data Labeling Solution and Services Market, BY sourcing Type, 2018 - 2028
8.1.7.2 Mexico Data Labeling Solution and Services Market, BY Type, 2018 - 2028
8.1.7.3 Mexico Data Labeling Solution and Services Market, BY labeling Type, 2018 - 2028
8.1.7.4 Mexico Data Labeling Solution and Services Market, BY Vertical, 2018 - 2028
8.2 Europe
8.2.1 Europe Data Labeling Solution and Services Market, By Sourcing Type, 2018 - 2028
8.2.2 Europe Data Labeling Solution and Services Market, By Type, 2018 - 2028
8.2.3 Europe Data Labeling Solution and Services Market, By Labeling Type, 2018 - 2028
8.2.4 Europe Data Labeling Solution and Services Market, By Vertical, 2018 - 2028
8.2.5 U.K.
8.2.5.1 U.K. Data Labeling Solution and Services Market, BY sourcing Type, 2018 - 2028
8.2.5.2 U.K. Data Labeling Solution and Services Market, BY Type, 2018 - 2028
8.2.5.3 U.K. Data Labeling Solution and Services Market, BY labeling Type, 2018 - 2028
8.2.5.4 U.K. Data Labeling Solution and Services Market, BY Vertical, 2018 - 2028
8.2.6 Germany
8.2.6.1 Germany Data Labeling Solution and Services Market, BY sourcing Type, 2018 - 2028
8.2.6.2 Germany Data Labeling Solution and Services Market, BY Type, 2018 - 2028
8.2.6.3 Germany Data Labeling Solution and Services Market, BY labeling Type, 2018 - 2028
8.2.6.4 Germany Data Labeling Solution and Services Market, BY Vertical, 2018 - 2028
8.2.7 France
8.2.7.1 France Data Labeling Solution and Services Market, BY sourcing Type, 2018 - 2028
8.2.7.2 France Data Labeling Solution and Services Market, BY Type, 2018 - 2028
8.2.7.3 France Data Labeling Solution and Services Market, BY labeling Type, 2018 - 2028
8.2.7.4 France Data Labeling Solution and Services Market, BY Vertical, 2018 - 2028
8.3 Asia Pacific
8.3.1 Asia Pacific Data Labeling Solution and Services Market, By Sourcing Type, 2018 - 2028
8.3.2 Asia Pacific Data Labeling Solution and Services Market, By Type, 2018 - 2028
8.3.3 Asia Pacific Data Labeling Solution and Services Market, By Labeling Type, 2018 - 2028
8.3.4 Asia Pacific Data Labeling Solution and Services Market, By Vertical, 2018 - 2028
8.3.5 China
8.3.5.1 China Data Labeling Solution and Services Market, BY sourcing Type, 2018 - 2028
8.3.5.2 China Data Labeling Solution and Services Market, BY Type, 2018 - 2028
8.3.5.3 China Data Labeling Solution and Services Market, BY labeling Type, 2018 - 2028
8.3.5.4 China Data Labeling Solution and Services Market, BY Vertical, 2018 - 2028
8.3.6 Japan
8.3.6.1 Japan Data Labeling Solution and Services Market, BY sourcing Type, 2018 - 2028
8.3.6.2 Japan Data Labeling Solution and Services Market, BY Type, 2018 - 2028
8.3.6.3 Japan Data Labeling Solution and Services Market, BY labeling Type, 2018 - 2028
8.3.6.4 Japan Data Labeling Solution and Services Market, BY Vertical, 2018 - 2028
8.3.7 India
8.3.7.1 India Data Labeling Solution and Services Market, BY sourcing Type, 2018 - 2028
8.3.7.2 India Data Labeling Solution and Services Market, BY Type, 2018 - 2028
8.3.7.3 India Data Labeling Solution and Services Market, BY labeling Type, 2018 - 2028
8.3.7.4 India Data Labeling Solution and Services Market, BY Vertical, 2018 - 2028
8.3.8 South Korea
8.3.8.1 South Korea Data Labeling Solution and Services Market, BY sourcing Type, 2018 - 2028
8.3.8.2 South Korea Data Labeling Solution and Services Market, BY Type, 2018 - 2028
8.3.8.3 South Korea Data Labeling Solution and Services Market, BY labeling Type, 2018 - 2028
8.3.8.4 South Korea Data Labeling Solution and Services Market, BY Vertical, 2018 - 2028
8.4 South America
8.4.1 South America Data Labeling Solution and Services Market, BY sourcing Type, 2018 - 2028
8.4.2 South America Data Labeling Solution and Services Market, BY Type, 2018 - 2028
8.4.3 South America Data Labeling Solution and Services Market, BY labeling Type, 2018 - 2028
8.4.4 South America Data Labeling Solution and Services Market, BY Vertical, 2018 - 2028
8.4.5 Brazil
8.4.5.1 Brazil Data Labeling Solution and Services Market, BY sourcing Type, 2018 - 2028
8.4.5.2 Brazil Data Labeling Solution and Services Market, BY Type, 2018 - 2028
8.4.5.3 Brazil Data Labeling Solution and Services Market, BY labeling Type, 2018 - 2028
8.4.5.4 Brazil Data Labeling Solution and Services Market, BY Vertical, 2018 - 2028
8.5 MEA
8.5.1 MEA Data Labeling Solution and Services Market, By Sourcing Type, 2018 - 2028
8.5.2 MEA Data Labeling Solution and Services Market, By Type, 2018 - 2028
8.5.3 MEA Data Labeling Solution and Services Market, By Labeling Type, 2018 - 2028
8.5.4 MEA Data Labeling Solution and Services Market, By Vertical, 2018 - 2028
CHAPTER 9 COMPETITIVE LANDSCAPE
9.1 Alegion
9.1.1 Company Overview
9.1.2 Product Benchmarking
9.1.3 Recent Developments
9.2 Amazon Mechanical Turk, Inc.
9.2.1 Company Overview
9.2.2 Product Benchmarking
9.2.3 Recent Development
9.3 Appen Limited
9.3.1 Company overview
9.3.2 Financial performance
9.3.3 Product Benchmarking
9.3.4 Recent developments
9.4 Clickworker GmbH
9.4.1 Company overview
9.4.2 Product Benchmarking
9.5 CloudApp
9.5.1 Company overview
9.5.2 Product Benchmarking
9.6 CloudFactory Limited
9.6.1 Company overview
9.6.2 Product Benchmarking
9.6.3 Recent development
9.7 Cogito Tech LLC
9.7.1 Company overview
9.7.2 Product Benchmarking
9.7.3 Recent Development
9.8 Crowdworks, Inc.
9.8.1 Company overview
9.8.2 Financial performance
9.8.3 Product Benchmarkingt
9.9 Deep Systems, LLC
9.9.1 Company overview
9.9.2 Product Benchmarking
9.10 edgecase.ai
9.10.1 Company overview
9.10.2 Product Benchmarking
9.11 Explosion AI GMbH
9.11.1 Company overview
9.11.2 Product Benchmarking
9.12 Heex Technologies
9.12.1 Company overview
9.12.2 Product Benchmarking
9.12.3 Recent Development
9.13 Labelbox, Inc
9.13.1 Company overview
9.13.2 Product Benchmarking
9.13.3 Recent Development
9.14 Lotus Quality Assurance
9.14.1 Company overview
9.14.2 Product Benchmarking
9.15 Mighty AI, Inc.
9.15.1 Company overview
9.15.2 Product Benchmarking
9.16 Playment Inc.
9.16.1 Company overview
9.16.2 Product Benchmarking
9.17 Scale AI, Inc.
9.17.1 Company overview
9.17.2 Product Benchmarking
9.17.3 Recent developmentS
9.18 Shaip
9.18.1 Company overview
9.18.2 Product Benchmarking
9.18.3 Recent Developments
9.19 Steldia Services Ltd. (Mindy Support)
9.19.1 Company overview
9.19.2 Product Benchmarking
9.20 Tagtog Sp. z o.o.
9.20.1 Company overview
9.20.2 Product Benchmarking
9.21 Trilldata Technologies Pvt Ltd
9.21.1 Company overview
9.21.2 Product Benchmarking
9.22 Yandex LLC (Toloka)
9.22.1 Company overview
9.22.2 Financial performance
9.22.3 Product Benchmarking
LIST OF TABLES
Table 1 Data Labeling Solution and Services market - Industry snapshot & key buying criteria, 2018 - 2028
Table 2 Global Data Labeling Solution and Services market, 2018 - 2028 (USD Million)
Table 3 Global Data Labeling Solution and Services market, by sourcing type, 2018 - 2028 (USD Million)
Table 4 Global Data Labeling Solution and Services market, by type, 2018 - 2028 (USD Million)
Table 5 Global Data Labeling Solution and Services market, by Labeling type, 2018 - 2028 (USD Million)
Table 6 Global Data Labeling Solution and Services market, by vertical, 2018 - 2028 (USD Million)
Table 7 Global Data Labeling Solution and Services market, by region, 2018 - 2028 (USD Million)
Table 8 Key market driver impact
Table 9 Key market restraints impact
Table 10 M&A, collaborations & partnership scenario
Table 11 In-house Data Labeling Solution and Services Market, by region, 2018 - 2028 (USD Million)
Table 12 Outsourced Data Labeling Solution and Services Market, by region, 2018 - 2028 (USD Million)
Table 13 Text Data labeling solutions and services market, by region, 2018 - 2028 (USD Million)
Table 14 Image/Video Data labeling solutions and services market, by region, 2018 - 2028 (USD Million)
Table 15 Audio Data labeling solutions and services market, by region, 2018 - 2028 (USD Million)
Table 16 Manual Data Labeling Solution and Services Market, by region, 2018 - 2028 (USD Million)
Table 17 Semi-supervised Data Labeling Solution and Services Market, by region, 2018 - 2028 (USD Million)
Table 18 Automatic Data Labeling Solution and Services Market, by region, 2018 - 2028 (USD Million)
Table 19 IT Data Labeling Solution and Services Market, by region, 2018 - 2028 (USD Million)
Table 20 Automotive Data Labeling Solution and Services Market, by region, 2018 - 2028 (USD Million)
Table 21 Government Data Labeling Solution and Services Market, by region, 2018 - 2028 (USD Million)
Table 22 Healthcare Data Labeling Solution and Services Market, by region, 2018 - 2028 (USD Million)
Table 23 Financial Services Data Labeling Solution and Services Market, by region, 2018 - 2028 (USD Million)
Table 24 Retail Data Labeling Solution and Services Market, by region, 2018 - 2028 (USD Million)
Table 25 Other Data Labeling Solution and Services Market, by region, 2018 - 2028 (USD Million)
Table 26 North America Data Labeling Solution and Services Market, by sourcing type, 2018 - 2028 (USD Million)
Table 27 North America Data Labeling Solution and Services Market, by type, 2018 - 2028 (USD Million)
Table 28 North America Data Labeling Solution and Services Market, by labeling type, 2018 - 2028 (USD Million)
Table 29 North America Data Labeling Solution and Services Market, by vertical, 2018 - 2028 (USD Million)
Table 30 U.S. Data Labeling Solution and Services Market, by sourcing type, 2018 - 2028 (USD Million)
Table 31 U.S. Data Labeling Solution and Services Market, by type, 2018 - 2028 (USD Million)
Table 32 U.S. Data Labeling Solution and Services Market, by labeling type, 2018 - 2028 (USD Million)
Table 33 U.S. Data Labeling Solution and Services Market, by vertical, 2018 - 2028 (USD Million)
Table 34 Canada Data Labeling Solution and Services Market, by sourcing type, 2018 - 2028 (USD Million)
Table 35 Canada Data Labeling Solution and Services Market, by type, 2018 - 2028 (USD Million)
Table 36 Canada Data Labeling Solution and Services Market, by labeling type, 2018 - 2028 (USD Million)
Table 37 Canada Data Labeling Solution and Services Market, by vertical, 2018 - 2028 (USD Million)
Table 38 Mexico Data Labeling Solution and Services Market, by sourcing type, 2018 - 2028 (USD Million)
Table 39 Mexico Data Labeling Solution and Services Market, by type, 2018 - 2028 (USD Million)
Table 40 Mexico Data Labeling Solution and Services Market, by labeling type, 2018 - 2028 (USD Million)
Table 41 Mexico Data Labeling Solution and Services Market, by vertical, 2018 - 2028 (USD Million)
Table 42 Europe Data Labeling Solution and Services Market, by sourcing type, 2018 - 2028 (USD Million)
Table 43 Europe Data Labeling Solution and Services Market, by type, 2018 - 2028 (USD Million)
Table 44 Europe Data Labeling Solution and Services Market, by labeling type, 2018 - 2028 (USD Million)
Table 45 Europe Data Labeling Solution and Services Market, by vertical, 2018 - 2028 (USD Million)
Table 46 U.K. Data Labeling Solution and Services Market, by sourcing type, 2018 - 2028 (USD Million)
Table 47 U.K. Data Labeling Solution and Services Market, by type, 2018 - 2028 (USD Million)
Table 48 U.K. Data Labeling Solution and Services Market, by labeling type, 2018 - 2028 (USD Million)
Table 49 U.K. Data Labeling Solution and Services Market, by vertical, 2018 - 2028 (USD Million)
Table 50 Germany Data Labeling Solution and Services Market, by sourcing type, 2018 - 2028 (USD Million)
Table 51 Germany Data Labeling Solution and Services Market, by type, 2018 - 2028 (USD Million)
Table 52 Germany Data Labeling Solution and Services Market, by labeling type, 2018 - 2028 (USD Million)
Table 53 Germany Data Labeling Solution and Services Market, by vertical, 2018 - 2028 (USD Million)
Table 54 France Data Labeling Solution and Services Market, by sourcing type, 2018 - 2028 (USD Million)
Table 55 France Data Labeling Solution and Services Market, by type, 2018 - 2028 (USD Million)
Table 56 France Data Labeling Solution and Services Market, by labeling type, 2018 - 2028 (USD Million)
Table 57 France Data Labeling Solution and Services Market, by vertical, 2018 - 2028 (USD Million)
Table 58 Asia Pacific Data Labeling Solution and Services Market, by sourcing type, 2018 - 2028 (USD Million)
Table 59 Asia Pacific Data Labeling Solution and Services Market, by type, 2018 - 2028 (USD Million)
Table 60 Asia Pacific Data Labeling Solution and Services Market, by labeling type, 2018 - 2028 (USD Million)
Table 61 Asia Pacific Data Labeling Solution and Services Market, by vertical, 2018 - 2028 (USD Million)
Table 62 China Data Labeling Solution and Services Market, by sourcing type, 2018 - 2028 (USD Million)
Table 63 China Data Labeling Solution and Services Market, by type, 2018 - 2028 (USD Million)
Table 64 China Data Labeling Solution and Services Market, by labeling type, 2018 - 2028 (USD Million)
Table 65 China Data Labeling Solution and Services Market, by vertical, 2018 - 2028 (USD Million)
Table 66 Japan Data Labeling Solution and Services Market, by sourcing type, 2018 - 2028 (USD Million)
Table 67 Japan Data Labeling Solution and Services Market, by type, 2018 - 2028 (USD Million)
Table 68 Japan Data Labeling Solution and Services Market, by labeling type, 2018 - 2028 (USD Million)
Table 69 Japan Data Labeling Solution and Services Market, by vertical, 2018 - 2028 (USD Million)
Table 70 India Data Labeling Solution and Services Market, by sourcing type, 2018 - 2028 (USD Million)
Table 71 India Data Labeling Solution and Services Market, by type, 2018 - 2028 (USD Million)
Table 72 India Data Labeling Solution and Services Market, by labeling type, 2018 - 2028 (USD Million)
Table 73 India Data Labeling Solution and Services Market, by vertical, 2018 - 2028 (USD Million)
Table 74 South Korea Data Labeling Solution and Services Market, by sourcing type, 2018 - 2028 (USD Million)
Table 75 South Korea Data Labeling Solution and Services Market, by type, 2018 - 2028 (USD Million)
Table 76 South Korea Data Labeling Solution and Services Market, by labeling type, 2018 - 2028 (USD Million)
Table 77 South Korea Data Labeling Solution and Services Market, by vertical, 2018 - 2028 (USD Million)
Table 78 South America Data Labeling Solution and Services Market, by sourcing type, 2018 - 2028 (USD Million)
Table 79 South America Data Labeling Solution and Services Market, by type, 2018 - 2028 (USD Million)
Table 80 South America Data Labeling Solution and Services Market, by labeling type, 2018 - 2028 (USD Million)
Table 81 South America Data Labeling Solution and Services Market, by vertical, 2018 - 2028 (USD Million)
Table 82 Brazil Data Labeling Solution and Services Market, by sourcing type, 2018 - 2028 (USD Million)
Table 83 Brazil Data Labeling Solution and Services Market, by type, 2018 - 2028 (USD Million)
Table 84 Brazil Data Labeling Solution and Services Market, by labeling type, 2018 - 2028 (USD Million)
Table 85 Brazil Data Labeling Solution and Services Market, by vertical, 2018 - 2028 (USD Million)
Table 86 MEA Data Labeling Solution and Services Market, by sourcing type, 2018 - 2028 (USD Million)
Table 87 MEA Data Labeling Solution and Services Market, by type, 2018 - 2028 (USD Million)
Table 88 MEA Data Labeling Solution and Services Market, by labeling type, 2018 - 2028 (USD Million)
Table 89 MEA Data Labeling Solution and Services Market, by vertical, 2018 - 2028 (USD Million)
Table 1 Data Labeling Solution and Services market - Industry snapshot & key buying criteria, 2018 - 2028
Table 2 Global Data Labeling Solution and Services market, 2018 - 2028 (USD Million)
Table 3 Global Data Labeling Solution and Services market, by sourcing type, 2018 - 2028 (USD Million)
Table 4 Global Data Labeling Solution and Services market, by type, 2018 - 2028 (USD Million)
Table 5 Global Data Labeling Solution and Services market, by Labeling type, 2018 - 2028 (USD Million)
Table 6 Global Data Labeling Solution and Services market, by vertical, 2018 - 2028 (USD Million)
Table 7 Global Data Labeling Solution and Services market, by region, 2018 - 2028 (USD Million)
Table 8 Key market driver impact
Table 9 Key market restraints impact
Table 10 M&A, collaborations & partnership scenario
Table 11 In-house Data Labeling Solution and Services Market, by region, 2018 - 2028 (USD Million)
Table 12 Outsourced Data Labeling Solution and Services Market, by region, 2018 - 2028 (USD Million)
Table 13 Text Data labeling solutions and services market, by region, 2018 - 2028 (USD Million)
Table 14 Image/Video Data labeling solutions and services market, by region, 2018 - 2028 (USD Million)
Table 15 Audio Data labeling solutions and services market, by region, 2018 - 2028 (USD Million)
Table 16 Manual Data Labeling Solution and Services Market, by region, 2018 - 2028 (USD Million)
Table 17 Semi-supervised Data Labeling Solution and Services Market, by region, 2018 - 2028 (USD Million)
Table 18 Automatic Data Labeling Solution and Services Market, by region, 2018 - 2028 (USD Million)
Table 19 IT Data Labeling Solution and Services Market, by region, 2018 - 2028 (USD Million)
Table 20 Automotive Data Labeling Solution and Services Market, by region, 2018 - 2028 (USD Million)
Table 21 Government Data Labeling Solution and Services Market, by region, 2018 - 2028 (USD Million)
Table 22 Healthcare Data Labeling Solution and Services Market, by region, 2018 - 2028 (USD Million)
Table 23 Financial Services Data Labeling Solution and Services Market, by region, 2018 - 2028 (USD Million)
Table 24 Retail Data Labeling Solution and Services Market, by region, 2018 - 2028 (USD Million)
Table 25 Other Data Labeling Solution and Services Market, by region, 2018 - 2028 (USD Million)
Table 26 North America Data Labeling Solution and Services Market, by sourcing type, 2018 - 2028 (USD Million)
Table 27 North America Data Labeling Solution and Services Market, by type, 2018 - 2028 (USD Million)
Table 28 North America Data Labeling Solution and Services Market, by labeling type, 2018 - 2028 (USD Million)
Table 29 North America Data Labeling Solution and Services Market, by vertical, 2018 - 2028 (USD Million)
Table 30 U.S. Data Labeling Solution and Services Market, by sourcing type, 2018 - 2028 (USD Million)
Table 31 U.S. Data Labeling Solution and Services Market, by type, 2018 - 2028 (USD Million)
Table 32 U.S. Data Labeling Solution and Services Market, by labeling type, 2018 - 2028 (USD Million)
Table 33 U.S. Data Labeling Solution and Services Market, by vertical, 2018 - 2028 (USD Million)
Table 34 Canada Data Labeling Solution and Services Market, by sourcing type, 2018 - 2028 (USD Million)
Table 35 Canada Data Labeling Solution and Services Market, by type, 2018 - 2028 (USD Million)
Table 36 Canada Data Labeling Solution and Services Market, by labeling type, 2018 - 2028 (USD Million)
Table 37 Canada Data Labeling Solution and Services Market, by vertical, 2018 - 2028 (USD Million)
Table 38 Mexico Data Labeling Solution and Services Market, by sourcing type, 2018 - 2028 (USD Million)
Table 39 Mexico Data Labeling Solution and Services Market, by type, 2018 - 2028 (USD Million)
Table 40 Mexico Data Labeling Solution and Services Market, by labeling type, 2018 - 2028 (USD Million)
Table 41 Mexico Data Labeling Solution and Services Market, by vertical, 2018 - 2028 (USD Million)
Table 42 Europe Data Labeling Solution and Services Market, by sourcing type, 2018 - 2028 (USD Million)
Table 43 Europe Data Labeling Solution and Services Market, by type, 2018 - 2028 (USD Million)
Table 44 Europe Data Labeling Solution and Services Market, by labeling type, 2018 - 2028 (USD Million)
Table 45 Europe Data Labeling Solution and Services Market, by vertical, 2018 - 2028 (USD Million)
Table 46 U.K. Data Labeling Solution and Services Market, by sourcing type, 2018 - 2028 (USD Million)
Table 47 U.K. Data Labeling Solution and Services Market, by type, 2018 - 2028 (USD Million)
Table 48 U.K. Data Labeling Solution and Services Market, by labeling type, 2018 - 2028 (USD Million)
Table 49 U.K. Data Labeling Solution and Services Market, by vertical, 2018 - 2028 (USD Million)
Table 50 Germany Data Labeling Solution and Services Market, by sourcing type, 2018 - 2028 (USD Million)
Table 51 Germany Data Labeling Solution and Services Market, by type, 2018 - 2028 (USD Million)
Table 52 Germany Data Labeling Solution and Services Market, by labeling type, 2018 - 2028 (USD Million)
Table 53 Germany Data Labeling Solution and Services Market, by vertical, 2018 - 2028 (USD Million)
Table 54 France Data Labeling Solution and Services Market, by sourcing type, 2018 - 2028 (USD Million)
Table 55 France Data Labeling Solution and Services Market, by type, 2018 - 2028 (USD Million)
Table 56 France Data Labeling Solution and Services Market, by labeling type, 2018 - 2028 (USD Million)
Table 57 France Data Labeling Solution and Services Market, by vertical, 2018 - 2028 (USD Million)
Table 58 Asia Pacific Data Labeling Solution and Services Market, by sourcing type, 2018 - 2028 (USD Million)
Table 59 Asia Pacific Data Labeling Solution and Services Market, by type, 2018 - 2028 (USD Million)
Table 60 Asia Pacific Data Labeling Solution and Services Market, by labeling type, 2018 - 2028 (USD Million)
Table 61 Asia Pacific Data Labeling Solution and Services Market, by vertical, 2018 - 2028 (USD Million)
Table 62 China Data Labeling Solution and Services Market, by sourcing type, 2018 - 2028 (USD Million)
Table 63 China Data Labeling Solution and Services Market, by type, 2018 - 2028 (USD Million)
Table 64 China Data Labeling Solution and Services Market, by labeling type, 2018 - 2028 (USD Million)
Table 65 China Data Labeling Solution and Services Market, by vertical, 2018 - 2028 (USD Million)
Table 66 Japan Data Labeling Solution and Services Market, by sourcing type, 2018 - 2028 (USD Million)
Table 67 Japan Data Labeling Solution and Services Market, by type, 2018 - 2028 (USD Million)
Table 68 Japan Data Labeling Solution and Services Market, by labeling type, 2018 - 2028 (USD Million)
Table 69 Japan Data Labeling Solution and Services Market, by vertical, 2018 - 2028 (USD Million)
Table 70 India Data Labeling Solution and Services Market, by sourcing type, 2018 - 2028 (USD Million)
Table 71 India Data Labeling Solution and Services Market, by type, 2018 - 2028 (USD Million)
Table 72 India Data Labeling Solution and Services Market, by labeling type, 2018 - 2028 (USD Million)
Table 73 India Data Labeling Solution and Services Market, by vertical, 2018 - 2028 (USD Million)
Table 74 South Korea Data Labeling Solution and Services Market, by sourcing type, 2018 - 2028 (USD Million)
Table 75 South Korea Data Labeling Solution and Services Market, by type, 2018 - 2028 (USD Million)
Table 76 South Korea Data Labeling Solution and Services Market, by labeling type, 2018 - 2028 (USD Million)
Table 77 South Korea Data Labeling Solution and Services Market, by vertical, 2018 - 2028 (USD Million)
Table 78 South America Data Labeling Solution and Services Market, by sourcing type, 2018 - 2028 (USD Million)
Table 79 South America Data Labeling Solution and Services Market, by type, 2018 - 2028 (USD Million)
Table 80 South America Data Labeling Solution and Services Market, by labeling type, 2018 - 2028 (USD Million)
Table 81 South America Data Labeling Solution and Services Market, by vertical, 2018 - 2028 (USD Million)
Table 82 Brazil Data Labeling Solution and Services Market, by sourcing type, 2018 - 2028 (USD Million)
Table 83 Brazil Data Labeling Solution and Services Market, by type, 2018 - 2028 (USD Million)
Table 84 Brazil Data Labeling Solution and Services Market, by labeling type, 2018 - 2028 (USD Million)
Table 85 Brazil Data Labeling Solution and Services Market, by vertical, 2018 - 2028 (USD Million)
Table 86 MEA Data Labeling Solution and Services Market, by sourcing type, 2018 - 2028 (USD Million)
Table 87 MEA Data Labeling Solution and Services Market, by type, 2018 - 2028 (USD Million)
Table 88 MEA Data Labeling Solution and Services Market, by labeling type, 2018 - 2028 (USD Million)
Table 89 MEA Data Labeling Solution and Services Market, by vertical, 2018 - 2028 (USD Million)
LIST OF FIGURES
Fig. 1 Research Process
Fig. 2 Market Formulation
Fig. 3 Market snapshot, 2020
Fig. 4 Segmental insights (1/3)
Fig. 5 Segmental insights (2/3)
Fig. 6 Segmental insights (3/3)
Fig. 7 Data Labeling Solution and Services Market segmentation
Fig. 8 Global Data Labeling Solution and Services Market, 2018 - 2028 (USD Million)
Fig. 9 Data Labeling Solution and Services Market dynamics
Fig. 10 Key opportunity analysis, 2028
Fig. 11 Data Labeling Solution and Services Market share by sourcing type, 2020 & 2028
Fig. 12 Data Labeling Solution and Services Market share by type, 2020 & 2028
Fig. 13 Data Labeling Solution and Services Market share by labeling type, 2020 & 2028
Fig. 14 Data Labeling Solution and Services Market share by vertical, 2020 & 2028
Fig. 15 Regional marketplace: Key takeaways
Fig. 1 Research Process
Fig. 2 Market Formulation
Fig. 3 Market snapshot, 2020
Fig. 4 Segmental insights (1/3)
Fig. 5 Segmental insights (2/3)
Fig. 6 Segmental insights (3/3)
Fig. 7 Data Labeling Solution and Services Market segmentation
Fig. 8 Global Data Labeling Solution and Services Market, 2018 - 2028 (USD Million)
Fig. 9 Data Labeling Solution and Services Market dynamics
Fig. 10 Key opportunity analysis, 2028
Fig. 11 Data Labeling Solution and Services Market share by sourcing type, 2020 & 2028
Fig. 12 Data Labeling Solution and Services Market share by type, 2020 & 2028
Fig. 13 Data Labeling Solution and Services Market share by labeling type, 2020 & 2028
Fig. 14 Data Labeling Solution and Services Market share by vertical, 2020 & 2028
Fig. 15 Regional marketplace: Key takeaways
