This report was recently updated on November 16 2024 with the latest and most recent
market numbers
Global Data Collection and Labelling Market Size, Trends & Analysis - Forecasts to 2028 By Data Type (Text, Image/ Video, and Audio), By Vertical Outlook (IT, Automotive, Government, Healthcare, BFSI, Retail & E-commerce, and Others), and By Region (North America, Asia Pacific, Central & South America, Europe, and Middle East and Africa), Competitive Landscape, Company Market Share Analysis, and End User Analysis
The global data collection and labelling market is expected to grow at a CAGR of 28.1% from 2023 to 2028. Data collection is the process of obtaining, measuring, and evaluating data to respond to research questions and test hypotheses. Platforms for data labelling are used to identify raw data for machine learning models. The raw data includes text, audio, video, and other items. Several sectors have incorporated machine learning, including robotics, drones, automatic photo arrangement on visual websites, facial recognition on social networking websites, and robotics. One of the most often used data collecting tools is social media monitoring since visual analytics and visual listening are crucial for the expansion of digital marketing. In various nations, security monitoring technology is quickly embracing artificial intelligence-enabled data labelling services. Tracking people or objects, traffic monitoring, parking occupancy detection, and vehicle analysis are some of the most popular AI applications used in surveillance scenarios.
Factors such as emergence of automatic data processing technology, such as computers and other communication tools that handle massive volumes of information swiftly and effectively with minimal human interaction is propelling the market growth. Data collection and labelling market is also witnessing growth on the account of increasing need to make text and images more engaging and interactive, rapid penetration of machine learning and artificial intelligence, and the surge in adoption of cloud media services. Several businesses are making intentional moves to develop strong machine-learning models by contracting out data gathering and labelling services. The number of digital photographs and movies has increased dramatically since the invention of digital capturing equipment, particularly the cameras found in smartphones. Many programmes, websites, social media platforms, and other digital channels are widely used to capture and exchange a lot of visual and digital information.
However, factors such as lack of experienced personnel, high prices, manual labelling of challenging photos, and data labelling inaccuracy are expected to hamper the market growth. Data labelling still presents a significant difficulty when it comes to cleansing the data. Moreover, many businesses require additional resources in order to deliver satisfactory and accurate results in given the length of time, complexity, and expense involved in constructing machine learning models. As a result, many businesses are launching strategic initiatives to grow their businesses in artificial intelligence-based data collection.
Based on data type, the global data collection and labelling market is divided into text, image/ video, and audio. The image/video is expected to be the largest segment in the market during the forecast period owing to its application in various sectors, including the automotive, healthcare, media, and entertainment industries. Also, the text segment had a sizeable stake in 2022 because of its expanding use in e-commerce and clinical research. Clinical data and the growing use of electronic health record systems, which include unstructured text documents, have turned into important resources for clinical research.
Based on vertical, the market is segmented into IT, automotive, government, healthcare, BFSI, retail & e-commerce, and others. The IT is expected to be the largest segment in the market during the forecast period owing to the high adoption of AI across various industries.
Data sets is being trained using deep learning and machine learning algorithms since artificial intelligence is widely employed in the healthcare sector for a variety of applications, including medication research, treatment prediction, gene sequencing, and diagnostic automation. Because extremely precise data labelling is necessary for effective AI-based applications, it immediately impacts the industry's growth in a favourable way.
Based on region, North America is projected to hold the largest share in the global data collection and labelling market during the forecast period owing to the rising popularity of cloud-based media services in the region. The expansion of mobile computing platforms and artificial intelligence in digital shopping and e-commerce is further contributing to the regional market growth.
Asia Pacific is projected to be the fastest-growing region in the global data collection and labelling market with a CAGR of over 30.7%. This can be attributed to the increased usage of mobile phones and tablets, data processing technology, and other technologies. Moreover, the increasing popularity of social networking sites in emerging countries like China and India is again augmenting market growth. Furthermore, increasing applications of face recognition in Chinese security and surveillance systems is further projected to propel regional market growth.
The key players operating in the market are Appen Limited, Dobility, Inc., Labelbox, Inc., Alegion, Inc., Reality Analytics, Inc., Summa Linguae Technologies, Avery Dennison Corporation, Scale AI, Inc., and Global Technology Solutions. The global data collection and labelling market has observed several strategic alliances between companies to launch new products with added functionalities and maintain revenue share & profitability. Organic and inorganic growth strategies adopted by small players have been the highlight of this market.
In May 2022, Sumake North America, the most dependable and complete source for automotive, electrical, and industrial applications, was raising the EA-SC100 tool management system. The system contains a touchscreen interface for real-time result visualization and a remote administration system for data collection and tool setup.
In October 2022, Universal Speech Translator or UST was introduced by Meta AI, a lab for artificial intelligence. UST is an artificial intelligence (AI) project that seeks to use AI to provide real-time speech translation in all languages, including those that are spoken but are not often written.
Please note: This is not an exhaustive list of companies profiled in the report
1 STRATEGIC INSIGHTS ON NEW REVENUE POCKETS
1.1 Strategic Opportunity & Attractiveness Analysis
1.1.1 Hot Revenue Pockets
1.1.2 Market Attractiveness Score
1.1.3 Revenue Impacting Opportunity
1.1.4 High Growing Region/Country
1.1.5 Competitor Analysis
1.1.6 Consumer Analysis
1.2 Global Market Estimates' View
1.3 Strategic Insights across Business Functions
1.3.1 For Chief Executive Officers
1.3.2 For Chief Marketing Officers
1.3.3 For Chief Strategy Officers
1.4 Evaluate the Potential of your Existing Business Lines vs. New Lines to Enter Into
2 TECHNOLOGICAL TRENDS
2.1 Technological Adoption Rate
2.2 Current Trend Impact Analysis
2.3 Future Trend Impact Analysis
2.4 Data Metrics on Feed Stocks
3 GLOBAL MARKET OUTLOOK
3.1 Market Pyramid Analysis
3.1.1 Introduction
3.1.2 Adjacent Market Opportunities
3.1.3 Ancillary Market Opportunities
3.2 Demand Side Analysis
3.2.1 Market Drivers: Impact Analysis
3.2.2 Market Restraints: Impact Analysis
3.2.3 Market Opportunities: Impact Analysis
3.2.4 Market Challenges: Impact Analysis
3.3 Supply Side Analysis
3.3.1 Porter’s Five Forces Analysis
3.3.1.1 Threat of New Entrants
3.3.1.2 Threat of New Substitutes
3.3.1.3 Bargaining Power of Suppliers
3.3.1.4 Bargaining Power of Buyers
3.3.1.5 Intensity of Competitive Rivalry
3.3.2 SWOT Analysis; By Factor (Political & Legal, Economic, and Technological)
3.3.2.1 Political Landscape
3.3.2.2 Economic Landscape
3.3.2.3 Social Landscape
3.3.2.4 Technology Landscape
3.3.3 Value Chain Analysis
3.3.4 Trend Analysis
3.3.5 Gap Analysis
3.3.6 Cost Analysis
4 GLOBAL DATA COLLECTION AND LABELLING MARKET, BY DATA TYPE
4.1 Introduction
4.2 Data Collection and Labelling Market: Data Type Scope Key Takeaways
4.3 Revenue Growth Analysis, 2022 & 2028
4.4 Text
4.4.1 Text Market Estimates and Forecast, 2020-2028 (USD Million)
4.5 Image/Video
4.5.1 Image/Video Market Estimates and Forecast, 2020-2028 (USD Million)
4.6 Audio
4.6.1 Audio Market Estimates and Forecast, 2020-2028 (USD Million)
5 GLOBAL DATA COLLECTION AND LABELLING MARKET, BY VERTICAL OUTLOOK
5.1 Introduction
5.2 Data Collection and Labelling Market: Vertical Outlook Scope Key Takeaways
5.3 Revenue Growth Analysis, 2022 & 2028
5.4 IT
5.4.1 IT Market Estimates and Forecast, 2020-2028 (USD Million)
5.5 Automotive
5.5.1 Automotive Market Estimates and Forecast, 2020-2028 (USD Million)
5.6 Government
5.6.1 Government Market Estimates and Forecast, 2020-2028 (USD Million)
5.7 Healthcare
5.7.1 Healthcare Market Estimates and Forecast, 2020-2028 (USD Million)
5.8 BFSI
5.8.1 BFSI Market Estimates and Forecast, 2020-2028 (USD Million)
5.9 Retail and E-commerce
5.9.1 Retail and E-commerce Market Estimates and Forecast, 2020-2028 (USD Million)
5.5 Others
5.5.1 Others Market Estimates and Forecast, 2020-2028 (USD Million)
6 GLOBAL DATA COLLECTION AND LABELLING MARKET, BY REGION
6.1 Introduction
6.2 North America Data Collection and Labelling Market Estimates and Forecast, 2020-2028 (USD Million)
6.2.1 By Data Type
6.2.2 By Vertical Outlook
6.2.3 By Country
6.2.3.1 U.S. Data Collection and Labelling Market Estimates and Forecast, 2020-2028 (USD Million)
6.2.3.1.1 By Data Type
6.2.3.1.2 By Vertical Outlook
6.2.3.2 Canada Data Collection and Labelling Market Estimates and Forecast, 2020-2028 (USD Million)
6.2.3.2.1 By Data Type
6.2.3.2.2 By Vertical Outlook
6.2.3.3 Mexico Data Collection and Labelling Market Estimates and Forecast, 2020-2028 (USD Million)
6.2.3.3.1 By Data Type
6.2.3.3.2 By Vertical Outlook
6.3 Europe Data Collection and Labelling Market Estimates and Forecast, 2020-2028 (USD Million)
6.3.1 By Data Type
6.3.2 By Vertical Outlook
6.3.3 By Country
6.3.3.1 Germany Data Collection and Labelling Market Estimates and Forecast, 2020-2028 (USD Million)
6.3.3.1.1 By Data Type
6.3.3.1.2 By Vertical Outlook
6.3.3.2 U.K. Data Collection and Labelling Market Estimates and Forecast, 2020-2028 (USD Million)
6.3.3.2.1 By Data Type
6.3.3.2.2 By Vertical Outlook
6.3.3.3 France Data Collection and Labelling Market Estimates and Forecast, 2020-2028 (USD Million)
6.3.3.3.1 By Data Type
6.3.3.3.2 By Vertical Outlook
6.3.3.4 Italy Data Collection and Labelling Market Estimates and Forecast, 2020-2028 (USD Million)
6.3.3.4.1 By Data Type
6.3.3.4.2 By Vertical Outlook
6.3.3.5 Spain Data Collection and Labelling Market Estimates and Forecast, 2020-2028 (USD Million)
6.3.3.5.1 By Data Type
6.3.3.5.2 By Vertical Outlook
6.3.3.6 Netherlands Data Collection and Labelling Market Estimates and Forecast, 2020-2028 (USD Million)
6.3.3.6.1 By Data Type
6.3.3.6.2 By Vertical Outlook
6.3.3.7 Rest of Europe Data Collection and Labelling Market Estimates and Forecast, 2020-2028 (USD Million)
6.3.3.6.1 By Data Type
6.3.3.6.2 By Vertical Outlook
6.4 Asia Pacific Data Collection and Labelling Market Estimates and Forecast, 2020-2028 (USD Million)
6.4.1 By Data Type
6.4.2 By Vertical Outlook
6.4.3 By Country
6.4.3.1 China Data Collection and Labelling Market Estimates and Forecast, 2020-2028 (USD Million)
6.4.3.1.1 By Data Type
6.4.3.1.2 By Vertical Outlook
6.4.3.2 Japan Data Collection and Labelling Market Estimates and Forecast, 2020-2028 (USD Million)
6.4.3.2.1 By Data Type
6.4.3.2.2 By Vertical Outlook
6.4.3.3 India Data Collection and Labelling Market Estimates and Forecast, 2020-2028 (USD Million)
6.4.3.3.1 By Data Type
6.4.3.3.2 By Vertical Outlook
6.4.3.4 South Korea Data Collection and Labelling Market Estimates and Forecast, 2020-2028 (USD Million)
6.4.3.4.1 By Data Type
6.4.3.4.2 By Vertical Outlook
6.4.3.5 Singapore Data Collection and Labelling Market Estimates and Forecast, 2020-2028 (USD Million)
6.4.3.5.1 By Data Type
6.4.3.5.2 By Vertical Outlook
6.4.3.6 Malaysia Data Collection and Labelling Market Estimates and Forecast, 2020-2028 (USD Million)
6.4.3.6.1 By Data Type
6.4.3.6.2 By Vertical Outlook
6.4.3.7 Thailand Data Collection and Labelling Market Estimates and Forecast, 2020-2028 (USD Million)
6.4.3.6.1 By Data Type
6.4.3.6.2 By Vertical Outlook
6.4.3.8 Indonesia Data Collection and Labelling Market Estimates and Forecast, 2020-2028 (USD Million)
6.4.3.7.1 By Data Type
6.4.3.7.2 By Vertical Outlook
6.4.3.9 Vietnam Data Collection and Labelling Market Estimates and Forecast, 2020-2028 (USD Million)
6.4.3.8.1 By Data Type
6.4.3.8.2 By Vertical Outlook
6.4.3.10 Taiwan Data Collection and Labelling Market Estimates and Forecast, 2020-2028 (USD Million)
6.4.3.10.1 By Data Type
6.4.3.10.2 By Vertical Outlook
6.4.3.11 Rest of Asia Pacific Data Collection and Labelling Market Estimates and Forecast, 2020-2028 (USD Million)
6.4.3.11.1 By Data Type
6.4.3.11.2 By Vertical Outlook
6.5 Middle East and Africa Data Collection and Labelling Market Estimates and Forecast, 2020-2028 (USD Million)
6.5.1 By Data Type
6.5.2 By Vertical Outlook
6.5.3 By Country
6.5.3.1 Saudi Arabia Data Collection and Labelling Market Estimates and Forecast, 2020-2028 (USD Million)
6.5.3.1.1 By Data Type
6.5.3.1.2 By Vertical Outlook
6.5.3.2 U.A.E. Data Collection and Labelling Market Estimates and Forecast, 2020-2028 (USD Million)
6.5.3.2.1 By Data Type
6.5.3.2.2 By Vertical Outlook
6.5.3.3 Israel Data Collection and Labelling Market Estimates and Forecast, 2020-2028 (USD Million)
6.5.3.3.1 By Data Type
6.5.3.3.2 By Vertical Outlook
6.5.3.4 South Africa Data Collection and Labelling Market Estimates and Forecast, 2020-2028 (USD Million)
6.5.3.4.1 By Data Type
6.5.3.4.2 By Vertical Outlook
6.5.3.5 Rest of Middle East and Africa Data Collection and Labelling Market Estimates and Forecast, 2020-2028 (USD Million)
6.5.3.5.1 By Data Type
6.5.3.5.2 By Vertical Outlook
6.6 Central & South America Data Collection and Labelling Market Estimates and Forecast, 2020-2028 (USD Million)
6.6.1 By Data Type
6.6.2 By Vertical Outlook
6.6.3 By Country
6.6.3.1 Brazil Data Collection and Labelling Market Estimates and Forecast, 2020-2028 (USD Million)
6.6.3.1.1 By Data Type
6.6.3.1.2 By Vertical Outlook
6.6.3.2 Argentina Data Collection and Labelling Market Estimates and Forecast, 2020-2028 (USD Million)
6.6.3.2.1 By Data Type
6.6.3.2.2 By Vertical Outlook
6.6.3.3 Chile Data Collection and Labelling Market Estimates and Forecast, 2020-2028 (USD Million)
6.6.3.3.1 By Data Type
6.6.3.3.2 By Vertical Outlook
6.6.3.3 Rest of Central & South America Data Collection and Labelling Market Estimates and Forecast, 2020-2028 (USD Million)
6.6.3.3.1 By Data Type
6.6.3.3.2 By Vertical Outlook
7 COMPETITIVE LANDCAPE
7.1 Company Market Share Analysis
7.2 Four Quadrant Positioning Matrix
7.2.1 Market Leaders
7.2.2 Market Visionaries
7.2.3 Market Challengers
7.2.4 Niche Market Players
7.3 Vendor Landscape
7.3.1 North America
7.3.2 Europe
7.3.3 Asia Pacific
7.3.4 Rest of the World
7.4 Company Profiles
7.4.1 Appen Limited
7.4.1.1 Business Description & Financial Analysis
7.4.1.2 SWOT Analysis
7.4.1.3 Products & Services Offered
7.4.1.4 Strategic Alliances between Business Partners
7.4.2 Dobility Inc.
7.4.2.1 Business Description & Financial Analysis
7.4.2.2 SWOT Analysis
7.4.2.3 Products & Services Offered
7.4.2.4 Strategic Alliances between Business Partners
7.4.3 Labelbox Inc.
7.4.3.1 Business Description & Financial Analysis
7.4.3.2 SWOT Analysis
7.4.3.3 Products & Services Offered
7.4.3.4 Strategic Alliances between Business Partners
7.4.4 Alegion Inc.
7.4.4.1 Business Description & Financial Analysis
7.4.4.2 SWOT Analysis
7.4.4.3 Products & Services Offered
7.4.4.4 Strategic Alliances between Business Partners
7.4.5 Reality Analytics Inc
7.4.5.1 Business Description & Financial Analysis
7.4.5.2 SWOT Analysis
7.4.5.3 Products & Services Offered
7.4.5.4 Strategic Alliances between Business Partners
7.4.6 SUMMA LINGUAE TECHNOLOGIES
7.4.6.1 Business Description & Financial Analysis
7.4.6.2 SWOT Analysis
7.4.6.3 Products & Services Offered
7.4.6.4 Strategic Alliances between Business Partners
7.4.7 Avery Dennison Corporation
7.4.7.1 Business Description & Financial Analysis
7.4.7.2 SWOT Analysis
7.4.7.3 Products & Services Offered
7.4.7.4 Strategic Alliances between Business Partners
7.4.8 Scale AI Inc.
7.4.8.1 Business Description & Financial Analysis
7.4.8.2 SWOT Analysis
7.4.8.3 Products & Services Offered
7.4.8.4 Strategic Alliances between Business Partners
7.4.9 Global Technology Solutions
7.4.9.1 Business Description & Financial Analysis
7.4.9.2 SWOT Analysis
7.4.9.3 Products & Services Offered
7.4.9.4 Strategic Alliances between Business Partners
7.4.10 Other Companies
7.4.10.1 Business Description & Financial Analysis
7.4.10.2 SWOT Analysis
7.4.10.3 Products & Services Offered
7.4.10.4 Strategic Alliances between Business Partners
8 RESEARCH METHODOLOGY
8.1 Market Introduction
8.1.1 Market Definition
8.1.2 Market Scope & Segmentation
8.2 Information Procurement
8.2.1 Secondary Research
8.2.1.1 Purchased Databases
8.2.1.2 GMEs Internal Data Repository
8.2.1.3 Secondary Resources & Third Party Perspectives
8.2.1.4 Company Information Sources
8.2.2 Primary Research
8.2.2.1 Various Types of Respondents for Primary Interviews
8.2.2.2 Number of Interviews Conducted throughout the Research Process
8.2.2.3 Primary Stakeholders
8.2.2.4 Discussion Guide for Primary Participants
8.2.3 Expert Panels
8.2.3.1 Expert Panels Across 30+ Industry
8.2.4 Paid Local Experts
8.2.4.1 Paid Local Experts Across 30+ Industry Across each Region
8.3 Market Estimation
8.3.1 Top-Down Approach
8.3.1.1 Macro-Economic Indicators Considered
8.3.1.2 Micro-Economic Indicators Considered
8.3.2 Bottom Up Approach
8.3.2.1 Company Share Analysis Approach
8.3.2.2 Estimation of Potential Product Sales
8.4 Data Triangulation
8.4.1 Data Collection
8.4.2 Time Series, Cross Sectional & Panel Data Analysis
8.4.3 Cluster Analysis
8.5 Analysis and Output
8.5.1 Inhouse AI Based Real Time Analytics Tool
8.5.2 Output From Desk & Primary Research
8.6 Research Assumptions & Limitations
8.6.1 Research Assumptions
8.6.2 Research Limitations
LIST OF TABLES
1 Global Data Collection and Labelling Market, By Data Type, 2020-2028 (USD Mllion)
2 Text Market, By Region, 2020-2028 (USD Mllion)
3 Image/Video Market, By Region, 2020-2028 (USD Mllion)
4 Audio Market, By Region, 2020-2028 (USD Mllion)
5 Global Data Collection and Labelling Market, By Vertical Outlook, 2020-2028 (USD Mllion)
6 IT Market, By Region, 2020-2028 (USD Mllion)
7 Automotive Market, By Region, 2020-2028 (USD Mllion)
8 Government Market, By Region, 2020-2028 (USD Mllion)
9 Healthcare Market, By Region, 2020-2028 (USD Mllion)
10 BFSI Market, By Region, 2020-2028 (USD Mllion)
11 Retail and E-commerce Market, By Region, 2020-2028 (USD Mllion)
12 Others Market, By Region, 2020-2028 (USD Mllion)
13 Regional Analysis, 2020-2028 (USD Mllion)
14 North America Data Collection and Labelling Market, By Data Type, 2020-2028 (USD Mllion)
15 North America Data Collection and Labelling Market, By Vertical Outlook, 2020-2028 (USD Mllion)
16 North America Data Collection and Labelling Market, By country, 2020-2028 (USD Mllion)
17 U.S. Data Collection and Labelling Market, By Data Type, 2020-2028 (USD Mllion)
18 U.S. Data Collection and Labelling Market, By Vertical Outlook, 2020-2028 (USD Mllion)
19 Canada Data Collection and Labelling Market, By Data Type, 2020-2028 (USD Mllion)
20 Canada Data Collection and Labelling Market, By Vertical Outlook, 2020-2028 (USD Mllion)
21 Mexico Data Collection and Labelling Market, By Data Type, 2020-2028 (USD Mllion)
22 Mexico Data Collection and Labelling Market, By Vertical Outlook, 2020-2028 (USD Mllion)
23 Europe Data Collection and Labelling Market, By Data Type, 2020-2028 (USD Mllion)
24 Europe Data Collection and Labelling Market, By Vertical Outlook, 2020-2028 (USD Mllion)
25 Europe Data Collection and Labelling Market, By country, 2020-2028 (USD Mllion)
26 Germany Data Collection and Labelling Market, By Data Type, 2020-2028 (USD Mllion)
27 Germany Data Collection and Labelling Market, By Vertical Outlook, 2020-2028 (USD Mllion)
28 U.K. Data Collection and Labelling Market, By Data Type, 2020-2028 (USD Mllion)
29 U.K. Data Collection and Labelling Market, By Vertical Outlook, 2020-2028 (USD Mllion)
30 France Data Collection and Labelling Market, By Data Type, 2020-2028 (USD Mllion)
31 France Data Collection and Labelling Market, By Vertical Outlook, 2020-2028 (USD Mllion)
32 Italy Data Collection and Labelling Market, By Data Type, 2020-2028 (USD Mllion)
33 Italy Data Collection and Labelling Market, By Vertical Outlook, 2020-2028 (USD Mllion)
34 Spain Data Collection and Labelling Market, By Data Type, 2020-2028 (USD Mllion)
35 Spain Data Collection and Labelling Market, By Vertical Outlook, 2020-2028 (USD Mllion)
36 Netherlands Data Collection and Labelling Market, By Data Type, 2020-2028 (USD Mllion)
37 Netherlands Data Collection and Labelling Market, By Vertical Outlook, 2020-2028 (USD Mllion)
38 Rest Of Europe Data Collection and Labelling Market, By Data Type, 2020-2028 (USD Mllion)
39 Rest Of Europe Data Collection and Labelling Market, By Vertical Outlook, 2020-2028 (USD Mllion)
40 Asia Pacific Data Collection and Labelling Market, By Data Type, 2020-2028 (USD Mllion)
41 Asia Pacific Data Collection and Labelling Market, By Vertical Outlook, 2020-2028 (USD Mllion)
42 Asia Pacific Data Collection and Labelling Market, By country, 2020-2028 (USD Mllion)
43 China Data Collection and Labelling Market, By Data Type, 2020-2028 (USD Mllion)
44 China Data Collection and Labelling Market, By Vertical Outlook, 2020-2028 (USD Mllion)
45 Japan Data Collection and Labelling Market, By Data Type, 2020-2028 (USD Mllion)
46 Japan Data Collection and Labelling Market, By Vertical Outlook, 2020-2028 (USD Mllion)
47 India Data Collection and Labelling Market, By Data Type, 2020-2028 (USD Mllion)
48 India Data Collection and Labelling Market, By Vertical Outlook, 2020-2028 (USD Mllion)
49 South Korea Data Collection and Labelling Market, By Data Type, 2020-2028 (USD Mllion)
50 South Korea Data Collection and Labelling Market, By Vertical Outlook, 2020-2028 (USD Mllion)
51 Singapore Data Collection and Labelling Market, By Data Type, 2020-2028 (USD Mllion)
52 Singapore Data Collection and Labelling Market, By Vertical Outlook, 2020-2028 (USD Mllion)
53 Thailand Data Collection and Labelling Market, By Data Type, 2020-2028 (USD Mllion)
54 Thailand Data Collection and Labelling Market, By Vertical Outlook, 2020-2028 (USD Mllion)
55 Malaysia Data Collection and Labelling Market, By Data Type, 2020-2028 (USD Mllion)
56 Malaysia Data Collection and Labelling Market, By Vertical Outlook, 2020-2028 (USD Mllion)
57 Indonesia Data Collection and Labelling Market, By Data Type, 2020-2028 (USD Mllion)
58 Indonesia Data Collection and Labelling Market, By Vertical Outlook, 2020-2028 (USD Mllion)
59 Vietnam Data Collection and Labelling Market, By Data Type, 2020-2028 (USD Mllion)
60 Vietnam Data Collection and Labelling Market, By Vertical Outlook, 2020-2028 (USD Mllion)
61 Taiwan Data Collection and Labelling Market, By Data Type, 2020-2028 (USD Mllion)
62 Taiwan Data Collection and Labelling Market, By Vertical Outlook, 2020-2028 (USD Mllion)
63 Rest of APAC Data Collection and Labelling Market, By Data Type, 2020-2028 (USD Mllion)
64 Rest of APAC Data Collection and Labelling Market, By Vertical Outlook, 2020-2028 (USD Mllion)
65 Middle East and Africa Data Collection and Labelling Market, By Data Type, 2020-2028 (USD Mllion)
66 Middle East and Africa Data Collection and Labelling Market, By Vertical Outlook, 2020-2028 (USD Mllion)
67 Middle East and Africa Data Collection and Labelling Market, By country, 2020-2028 (USD Mllion)
68 Saudi Arabia Data Collection and Labelling Market, By Data Type, 2020-2028 (USD Mllion)
69 Saudi Arabia Data Collection and Labelling Market, By Vertical Outlook, 2020-2028 (USD Mllion)
70 UAE Data Collection and Labelling Market, By Data Type, 2020-2028 (USD Mllion)
71 UAE Data Collection and Labelling Market, By Vertical Outlook, 2020-2028 (USD Mllion)
72 Israel Data Collection and Labelling Market, By Data Type, 2020-2028 (USD Mllion)
73 Israel Data Collection and Labelling Market, By Vertical Outlook, 2020-2028 (USD Mllion)
74 South Africa Data Collection and Labelling Market, By Data Type, 2020-2028 (USD Mllion)
75 South Africa Data Collection and Labelling Market, By Vertical Outlook, 2020-2028 (USD Mllion)
76 Rest Of Middle East and Africa Data Collection and Labelling Market, By Data Type, 2020-2028 (USD Mllion)
77 Rest Of Middle East and Africa Data Collection and Labelling Market, By Vertical Outlook, 2020-2028 (USD Mllion)
78 Central & South America Data Collection and Labelling Market, By Data Type, 2020-2028 (USD Mllion)
79 Central & South America Data Collection and Labelling Market, By Vertical Outlook, 2020-2028 (USD Mllion)
80 Central & South America Data Collection and Labelling Market, By country, 2020-2028 (USD Mllion)
81 Brazil Data Collection and Labelling Market, By Data Type, 2020-2028 (USD Mllion)
82 Brazil Data Collection and Labelling Market, By Vertical Outlook, 2020-2028 (USD Mllion)
83 Chile Data Collection and Labelling Market, By Data Type, 2020-2028 (USD Mllion)
84 Chile Data Collection and Labelling Market, By Vertical Outlook, 2020-2028 (USD Mllion)
85 Argentina Data Collection and Labelling Market, By Data Type, 2020-2028 (USD Mllion)
86 Argentina Data Collection and Labelling Market, By Vertical Outlook, 2020-2028 (USD Mllion)
87 Rest Of Central & South America Data Collection and Labelling Market, By Data Type, 2020-2028 (USD Mllion)
88 Rest Of Central & South America Data Collection and Labelling Market, By Vertical Outlook, 2020-2028 (USD Mllion)
89 Appen Limited : Products & Services Offering
90 Dobility Inc.: Products & Services Offering
91 Labelbox Inc.: Products & Services Offering
92 Alegion Inc.: Products & Services Offering
93 Reality Analytics Inc: Products & Services Offering
94 SUMMA LINGUAE TECHNOLOGIES: Products & Services Offering
95 Avery Dennison Corporation : Products & Services Offering
96 Scale AI Inc.: Products & Services Offering
97 Global Technology Solutions, Inc: Products & Services Offering
98 Other Companies: Products & Services Offering
LIST OF FIGURES
1 Global Data Collection and Labelling Market Overview
2 Global Data Collection and Labelling Market Value From 2020-2028 (USD Mllion)
3 Global Data Collection and Labelling Market Share, By Data Type (2022)
4 Global Data Collection and Labelling Market Share, By Vertical Outlook (2022)
5 Global Data Collection and Labelling Market, By Region (Asia Pacific Market)
6 Technological Trends In Global Data Collection and Labelling Market
7 Four Quadrant Competitor Positioning Matrix
8 Impact Of Macro & Micro Indicators On The Market
9 Impact Of Key Drivers On The Global Data Collection and Labelling Market
10 Impact Of Challenges On The Global Data Collection and Labelling Market
11 Porter’s Five Forces Analysis
12 Global Data Collection and Labelling Market: By Data Type Scope Key Takeaways
13 Global Data Collection and Labelling Market, By Data Type Segment: Revenue Growth Analysis
14 Text Market, By Region, 2020-2028 (USD Mllion)
15 Image/Video Market, By Region, 2020-2028 (USD Mllion)
16 Audio Market, By Region, 2020-2028 (USD Mllion)
17 Global Data Collection and Labelling Market: By Vertical Outlook Scope Key Takeaways
18 Global Data Collection and Labelling Market, By Vertical Outlook Segment: Revenue Growth Analysis
19 IT Market, By Region, 2020-2028 (USD Mllion)
20 Automotive Market, By Region, 2020-2028 (USD Mllion)
21 Government Market, By Region, 2020-2028 (USD Mllion)
22 Healthcare Market, By Region, 2020-2028 (USD Mllion)
23 BFSI Market, By Region, 2020-2028 (USD Mllion)
24 Retail and E-commerce Market, By Region, 2020-2028 (USD Mllion)
25 Others Market, By Region, 2020-2028 (USD Mllion)
26 Regional Segment: Revenue Growth Analysis
27 Global Data Collection and Labelling Market: Regional Analysis
28 North America Data Collection and Labelling Market Overview
29 North America Data Collection and Labelling Market, By Data Type
30 North America Data Collection and Labelling Market, By Vertical Outlook
31 North America Data Collection and Labelling Market, By Country
32 U.S. Data Collection and Labelling Market, By Data Type
33 U.S. Data Collection and Labelling Market, By Vertical Outlook
34 Canada Data Collection and Labelling Market, By Data Type
35 Canada Data Collection and Labelling Market, By Vertical Outlook
36 Mexico Data Collection and Labelling Market, By Data Type
37 Mexico Data Collection and Labelling Market, By Vertical Outlook
38 Four Quadrant Positioning Matrix
39 Company Market Share Analysis
40 Appen Limited : Company Snapshot
41 Appen Limited : SWOT Analysis
42 Appen Limited : Geographic Presence
43 Dobility Inc.: Company Snapshot
44 Dobility Inc.: SWOT Analysis
45 Dobility Inc.: Geographic Presence
46 Labelbox Inc.: Company Snapshot
47 Labelbox Inc.: SWOT Analysis
48 Labelbox Inc.: Geographic Presence
49 Alegion Inc.: Company Snapshot
50 Alegion Inc.: Swot Analysis
51 Alegion Inc.: Geographic Presence
52 Reality Analytics Inc: Company Snapshot
53 Reality Analytics Inc: SWOT Analysis
54 Reality Analytics Inc: Geographic Presence
55 SUMMA LINGUAE TECHNOLOGIES: Company Snapshot
56 SUMMA LINGUAE TECHNOLOGIES: SWOT Analysis
57 SUMMA LINGUAE TECHNOLOGIES: Geographic Presence
58 Avery Dennison Corporation : Company Snapshot
59 Avery Dennison Corporation : SWOT Analysis
60 Avery Dennison Corporation : Geographic Presence
61 Scale AI Inc.: Company Snapshot
62 Scale AI Inc.: SWOT Analysis
63 Scale AI Inc.: Geographic Presence
64 Global Technology Solutions, Inc.: Company Snapshot
65 Global Technology Solutions, Inc.: SWOT Analysis
66 Global Technology Solutions, Inc.: Geographic Presence
67 Other Companies: Company Snapshot
68 Other Companies: SWOT Analysis
69 Other Companies: Geographic Presence
The Global Data Collection and Labelling Market has been studied from the year 2019 till 2028. However, the CAGR provided in the report is from the year 2023 to 2028. The research methodology involved three stages: Desk research, Primary research, and Analysis & Output from the entire research process.
The desk research involved a robust background study which meant referring to paid and unpaid databases to understand the market dynamics; mapping contracts from press releases; identifying the key players in the market, studying their product portfolio, competition level, annual reports/SEC filings & investor presentations; and learning the demand and supply-side analysis for the Data Collection and Labelling Market.
The primary research activity included telephonic conversations with more than 50 tier 1 industry consultants, distributors, and end-use product manufacturers.
Finally, based on the above thorough research process, an in-depth analysis was carried out considering the following aspects: market attractiveness, current & future market trends, market share analysis, SWOT analysis of the company and customer analytics.
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