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1464075

2024 年資料註釋與標籤全球市場報告

Data Annotation and Labeling Global Market Report 2024

出版日期: 按訂單生產 | 出版商:

The Business Research Company | 英文 175 Pages | 商品交期: 2-10個工作天內

價格

簡介目錄

資料註釋和標籤市場規模預計在未來幾年將呈指數級成長。 2028年，將以32.6%的複合年成長率成長至52.7億美元。預測期內的預期成長歸因於多種因素，包括機器學習 (ML) 和人工智慧 (AI) 的採用增加、物聯網 (IoT) 的出現以及雲端基礎的解決方案的利用率不斷提高。該預測期內預期的主要趨勢包括產品創新、技術進步和產業內的策略合作夥伴關係。

人工智慧 (AI) 和機器學習 (ML) 的日益普及有力地推動了資料註釋和標籤市場的成長軌跡。人工智慧涉及開發能夠執行傳統上需要人類智慧的任務的電腦系統，而機器學習涉及開發能夠執行傳統上需要人類智慧的任務的電腦系統，而機器學習則使用資料進行預測、分類和流程自動化，而無需明確的說明。資料註釋和標記在機器學習和人工智慧中非常重要，透過提供標記資料集，使機器學習模型能夠識別模式、預測結果並有效地執行任務。例如，截至 2022 年 5 月，國際商業機器公司報告稱，約 35% 的組織已將人工智慧納入業務，比 2021 年增加了 4 個百分點。此外，從 2021 年到 2022 年，企業採用人工智慧技術的可能性增加了 13%。同樣，根據 Earthweb Inc. 2023 年 7 月發布的一項調查，48% 的公司正在利用深度學習和 ML 來有效利用大量資料。因此，人工智慧和機器學習的使用迅速增加，推動了資料註釋和標籤市場的成長。

資料註釋和標籤市場的主要企業正在策略性地關注技術增強型產品，特別是結構化資料註釋工具，以鞏固其市場地位。這些工具旨在促進結構化資料的標記和標記，簡化機器學習演算法的流程，從而更有效地識別和處理資訊。例如，2023年3月，英國資料標註解決方案專家SciBite Limited發布了「Workbench」。這種結構化資料註釋應用程式透過使用標準化術語和本體來簡化資料管理。 Workbench 協助公司採用公平的資料管理方法，確保資料搜尋、可存取、關聯和可重複使用。借助直覺的使用者介面，資料科學家和管理者可以準確地註釋資料，最佳化時間效率並提高可重複性。此外，Workbench 還整合了強大的 REST API，提供對關鍵操作的程式訪問，並促進與客製化資料管理工作流程的無縫整合。

全球資料註釋與標籤市場：按組件分類的績效和預測，2018-2023、2023-2028F、2033F
解決方案
服務
全球資料註釋和標籤市場：按資料類型分類的實際情況和預測，2018-2023、2023-2028F、2033F
句子
影像
影片
音訊的
全球資料註釋和標籤市場：按註釋類型分類的實際情況和預測，2018-2023、2023-2028F、2033F
手動的
自動的
半監督
全球資料註釋與標籤市場：按應用分類的表現和預測，2018-2023、2023-2028F、2033F
資料集管理
安全性和合規性
資料品管
人力資源管理
內容管理
目錄管理
情緒分析
其他用途
按行業、績效和預測分類的全球資料註釋和標籤市場，2018-2023、2023-2028F、2033F
銀行金融服務和保險 (BFSI)
資訊科技與資訊科技支援服務 (ITES)
醫療保健和生命科學
通訊
政府國防和公共機構
零售/消費品
車
其他行業

第 7 章區域/國家分析

全球資料註釋與標籤市場：按地區分類的表現和預測，2018-2023、2023-2028F、2033F
全球資料註釋與標籤市場：按國家/地區分類的績效和預測，2018-2023、2023-2028F、2033F

第8章亞太市場

第9章中國市場

第10章印度市場

第11章日本市場

第12章澳洲市場

第13章印尼市場

第14章韓國市場

第15章西歐市場

第16章英國市場

第17章德國市場

第18章法國市場

第19章義大利市場

第20章西班牙市場

第21章東歐市場

第22章俄羅斯市場

第23章北美市場

第24章美國市場

第25章加拿大市場

第26章南美洲市場

第27章巴西市場

第28章中東市場

第29章非洲市場

第30章競爭格局及公司概況

資料註釋與標籤市場：競爭格局
資料註釋和標籤市場：公司簡介
- Google LLC
- Amazon Web Services Inc.
- The International Business Machines Corporation
- Oracle Corporation
- Adobe Inc.

第31章其他大型創新企業

Allegion PLC
TELUS International
Appen Ltd
Scale AI Inc
CloudFactory Limited
Anolytics
CapeStart Inc.
Clickworker
DataPure Technologies
Amantya Technologies
Labelbox Inc.
LXT AI Inc.
Keylabs.ai LTD.
Dataloop AI
Precise BPO Solution

第32章競爭基準化分析

第 33 章. 競爭對手儀表板

第34章重大併購

第35章前瞻性與潛力分析

第36章附錄

簡介目錄

Product Code: r16806

Data annotation and labeling are essential procedures in machine learning and artificial intelligence, involving manually or automatically assigning tags or labels to data points for training models. Data annotation is the process of adding metadata or labels to raw data to make it understandable and usable by machine learning algorithms, whereas Labeling is a subset of data annotation in which categorical or numerical labels are assigned to data points to indicate their class, category, or value.

The primary components of data annotation and labeling consist of solutions and services. Solutions refer to techniques or procedures employed to address problems or meet requirements. They encompass various data types such as text, images, videos, and audio, along with different annotation methods including manual, automatic, and semi-supervised approaches. These solutions find application across a wide range of areas including dataset management, security and compliance, data quality control, workforce management, content management, catalog management, sentiment analysis, and more. They are utilized by diverse end-users including banking, financial services, and insurance (BFSI), information technology and information technology-enabled services (ITES), healthcare and life sciences, telecommunications, government defense and public agencies, retail and consumer goods, automotive, and others.

The data annotation and labeling market research report is one of a series of new reports from The Business Research Company that provides data annotation and labeling market statistics, including data annotation and labeling industry global market size, regional shares, competitors with data annotation and labeling market share, detailed data annotation and labeling market segments, market trends, and opportunities, and any further data you may need to thrive in the data annotation and labeling industry. This data annotation and labeling market research report delivers a complete perspective of everything you need, with an in-depth analysis of the current and future scenarios of the industry.

The data annotation and labeling market size has grown exponentially in recent years. It will grow from $1.28 billion in 2023 to $1.70 billion in 2024 at a compound annual growth rate (CAGR) of 32.9%. The expansion observed during the historical period can be attributed to several factors, including the increased accessibility of cloud-based data annotation services and the emergence of crowdsourcing platforms.

The data annotation and labeling market size is expected to see exponential growth in the next few years. It will grow to $5.27 billion in 2028 at a compound annual growth rate (CAGR) of 32.6%. The projected growth in the forecast period can be attributed to several factors, including the increasing adoption of machine learning (ML) and artificial intelligence (AI), the emergence of the Internet of Things (IoT), and the rising utilization of cloud-based solutions. Major trends expected in this forecast period include product innovations, technological advancements, and strategic partnerships within the industry.

The upward trajectory of the data annotation and labeling market is strongly propelled by the escalating adoption of artificial intelligence (AI) and machine learning (ML). AI involves the development of computer systems capable of executing tasks that traditionally necessitate human intellect, while ML revolves around algorithms learning from data to forecast, categorize, and automate processes without explicit programming for each task. Data annotation and labeling play a pivotal role in ML and AI by furnishing labeled datasets, enabling ML models to discern patterns, forecast outcomes, and execute tasks proficiently. For instance, as of May 2022, reports from the International Business Machines Corporation revealed that approximately 35% of organizations incorporated AI into their operations, marking a four-point increase from 2021. Moreover, between 2021 and 2022, there was a notable 13% surge in the likelihood of firms adopting AI technology. Similarly, in July 2023, findings from Earthweb Inc. indicated that 48% of companies leveraged deep learning or ML to effectively harness vast volumes of data. Consequently, the burgeoning utilization of AI and ML is instrumental in propelling the growth of the data annotation and labeling market.

Prominent players within the data annotation and labeling market are strategically focusing on technologically enhanced products, particularly structured data annotation tools, to bolster their market stance. These tools, designed to facilitate the marking and tagging of structured data, streamline the process for ML algorithms to recognize and process information more efficiently. For instance, in March 2023, SciBite Limited, a UK-based entity specializing in data annotation solutions, unveiled "Workbench." This structured data annotation application simplifies data curation through the utilization of standardized terminologies and ontologies. Workbench empowers businesses to adopt a FAIR approach to data management, ensuring that data remains findable, accessible, interrelated, and reusable. Equipped with an intuitive user interface, data scientists and curators can accurately annotate data, thus optimizing time efficiency and enhancing replicability. Additionally, Workbench incorporates a robust REST API, furnishing programmatic access to essential operations and facilitating seamless integration into bespoke data curation workflows.

In July 2021, TELUS International, a Canadian technology firm specializing in innovative solutions for leading global brands, completed the acquisition of Playment for an undisclosed sum. This strategic move enables TELUS International to leverage the increasing need for data annotation services across diverse sectors such as healthcare, retail, and autonomous vehicle innovation. Playment, headquartered in India, provides cutting-edge data labeling infrastructure and solutions, facilitating organizations in expediting their machine learning initiatives.

Major companies operating in the data annotation and labeling market report are Google LLC, Amazon Web Services Inc., The International Business Machines Corporation, Oracle Corporation, Adobe Inc., Allegion PLC, TELUS International, Appen Ltd, Scale AI Inc, CloudFactory Limited, Anolytics, CapeStart Inc., Clickworker, DataPure Technologies, Amantya Technologies, Labelbox Inc., LXT AI Inc., Keylabs.ai LTD., Dataloop AI, Precise BPO Solution, SuperAnnotate, Label Your Data, V7 Labs, Cogito Tech LLC, AI Data innovation, Sigma AI, LightTag, Datasur N.V., Kili technology Corp., Segment AI

North America was the largest region in the data annotation and labeling market in 2023. The regions covered in the data annotation and labeling market report are Asia-Pacific, Western Europe, Eastern Europe, North America, South America, Middle East, Africa.

The countries covered in the data annotation and labeling market report are Australia, Brazil, China, France, Germany, India, Indonesia, Japan, Russia, South Korea, UK, USA, Canada, Italy, Spain.

The data annotation and labeling market includes revenues earned by entities by providing services such as object detection, sentiment analysis, named entity recognition, and quality assurance for machine learning and AI model training datasets. The market value includes the value of related goods sold by the service provider or included within the service offering. Only goods and services traded between entities or sold to end consumers are included.

The market value is defined as the revenues that enterprises gain from the sale of goods and/or services within the specified market and geography through sales, grants, or donations in terms of the currency (in USD, unless otherwise specified).

The revenues for a specified geography are consumption values that are revenues generated by organizations in the specified geography within the market, irrespective of where they are produced. It does not include revenues from resales along the supply chain, either further along the supply chain or as part of other products.

Data Annotation and Labeling Global Market Report 2024 from The Business Research Company provides strategists, marketers and senior management with the critical information they need to assess the market.

This report focuses on data annotation and labeling market which is experiencing strong growth. The report gives a guide to the trends which will be shaping the market over the next ten years and beyond.

Reasons to Purchase

Gain a truly global perspective with the most comprehensive report available on this market covering 50+ geographies.
Understand how the market has been affected by the COVID-19 and how it is responding as the impact of the virus abates.
Assess the Russia - Ukraine war's impact on agriculture, energy and mineral commodity supply and its direct and indirect impact on the market.
Measure the impact of high global inflation on market growth.
Create regional and country strategies on the basis of local data and analysis.
Identify growth segments for investment.
Outperform competitors using forecast data and the drivers and trends shaping the market.
Understand customers based on the latest market shares.
Benchmark performance against key competitors.
Suitable for supporting your internal and external presentations with reliable high quality data and analysis
Report will be updated with the latest data and delivered to you within 3-5 working days of order along with an Excel data sheet for easy data extraction and analysis.
All data from the report will also be delivered in an excel dashboard format.

Where is the largest and fastest growing market for data annotation and labeling ? How does the market relate to the overall economy, demography and other similar markets? What forces will shape the market going forward? The data annotation and labeling market global report from the Business Research Company answers all these questions and many more.

The report covers market characteristics, size and growth, segmentation, regional and country breakdowns, competitive landscape, market shares, trends and strategies for this market. It traces the market's historic and forecast market growth by geography.

The market characteristics section of the report defines and explains the market.
The market size section gives the market size ($b) covering both the historic growth of the market, and forecasting its development.
The forecasts are made after considering the major factors currently impacting the market. These include:

The impact of sanctions, supply chain disruptions, and altered demand for goods and services due to the Russian Ukraine war, impacting various macro-economic factors and parameters in the Eastern European region and its subsequent effect on global markets.

The impact of higher inflation in many countries and the resulting spike in interest rates.

The continued but declining impact of COVID-19 on supply chains and consumption patterns.

Market segmentations break down the market into sub markets.
The regional and country breakdowns section gives an analysis of the market in each geography and the size of the market by geography and compares their historic and forecast growth. It covers the growth trajectory of COVID-19 for all regions, key developed countries and major emerging markets.
The competitive landscape chapter gives a description of the competitive nature of the market, market shares, and a description of the leading companies. Key financial deals which have shaped the market in recent years are identified.
The trends and strategies section analyses the shape of the market as it emerges from the crisis and suggests how companies can grow as the market recovers.

Scope

Markets Covered:1) By Component: Solution; Service
2) By Data Type: Text; Image; Video; Audio
3) By Annotation Type: Manual; Automatic; Semi-Supervises
4) By Application: Dataset Management; Security And Compliance; Data Quality Control; Workforce Management; Content Management; Catalog Management; Sentiment Analysis; Other Applications
5) By Verticals: Banking Financial Services And Insurance (BFSI); Information Technology And Information Technology Enabled Services (ITES); Healthcare And Life science; Telecom; Government Defense And Public Agencies; Retail and Consumer Goods; Automotive; Other Verticals
Companies Mentioned: Google LLC; Amazon Web Services Inc.; The International Business Machines Corporation; Oracle Corporation; Adobe Inc.
Countries: Australia; Brazil; China; France; Germany; India; Indonesia; Japan; Russia; South Korea; UK; USA; Canada; Italy; Spain
Regions: Asia-Pacific; Western Europe; Eastern Europe; North America; South America; Middle East; Africa
Time series: Five years historic and ten years forecast.
Data: Ratios of market size and growth to related markets, GDP proportions, expenditure per capita,
Data segmentations: country and regional historic and forecast data, market share of competitors, market segments.
Sourcing and Referencing: Data and analysis throughout the report is sourced using end notes.
Delivery format: PDF, Word and Excel Data Dashboard.

1. Executive Summary

2. Data Annotation and Labeling Market Characteristics

3. Data Annotation and Labeling Market Trends And Strategies

4. Data Annotation and Labeling Market - Macro Economic Scenario

4.1. Impact Of High Inflation On The Market
4.2. Ukraine-Russia War Impact On The Market
4.3. COVID-19 Impact On The Market

5. Global Data Annotation and Labeling Market Size and Growth

5.1. Global Data Annotation and Labeling Market Drivers and Restraints
- 5.1.1. Drivers Of The Market
- 5.1.2. Restraints Of The Market
5.2. Global Data Annotation and Labeling Historic Market Size and Growth, 2018 - 2023, Value ($ Billion)
5.3. Global Data Annotation and Labeling Forecast Market Size and Growth, 2023 - 2028, 2033F, Value ($ Billion)

6. Data Annotation and Labeling Market Segmentation

6.1. Global Data Annotation and Labeling Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
Solution
Service
6.2. Global Data Annotation and Labeling Market, Segmentation By Data Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
Text
Image
Video
Audio
6.3. Global Data Annotation and Labeling Market, Segmentation By Annotation Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
Manual
Automatic
Semi-Supervises
6.4. Global Data Annotation and Labeling Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
Dataset Management
Security And Compliance
Data Quality Control
Workforce Management
Content Management
Catalog Management
Sentiment Analysis
Other Applications
6.5. Global Data Annotation and Labeling Market, Segmentation By Verticals, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
Banking Financial Services And Insurance (BFSI)
Information Technology And Information Technology Enabled Services (ITES)
Healthcare And Life science
Telecom
Government Defense And Public Agencies
Retail and Consumer Goods
Automotive
Other Verticals

7. Data Annotation and Labeling Market Regional And Country Analysis

7.1. Global Data Annotation and Labeling Market, Split By Region, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
7.2. Global Data Annotation and Labeling Market, Split By Country, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

8. Asia-Pacific Data Annotation and Labeling Market

8.1. Asia-Pacific Data Annotation and Labeling Market Overview
Region Information, Impact Of COVID-19, Market Information, Background Information, Government Initiatives, Regulations, Regulatory Bodies, Major Associations, Taxes Levied, Corporate Tax Structure, Investments, Major Companies
8.2. Asia-Pacific Data Annotation and Labeling Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
8.3. Asia-Pacific Data Annotation and Labeling Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
8.4. Asia-Pacific Data Annotation and Labeling Market, Segmentation By Verticals, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

9. China Data Annotation and Labeling Market

9.1. China Data Annotation and Labeling Market Overview
9.2. China Data Annotation and Labeling Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F,$ Billion
9.3. China Data Annotation and Labeling Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F,$ Billion
9.4. China Data Annotation and Labeling Market, Segmentation By Verticals, Historic and Forecast, 2018-2023, 2023-2028F, 2033F,$ Billion

10. India Data Annotation and Labeling Market

10.1. India Data Annotation and Labeling Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
10.2. India Data Annotation and Labeling Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
10.3. India Data Annotation and Labeling Market, Segmentation By Verticals, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

11. Japan Data Annotation and Labeling Market

11.1. Japan Data Annotation and Labeling Market Overview
11.2. Japan Data Annotation and Labeling Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
11.3. Japan Data Annotation and Labeling Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
11.4. Japan Data Annotation and Labeling Market, Segmentation By Verticals, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

12. Australia Data Annotation and Labeling Market

12.1. Australia Data Annotation and Labeling Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
12.2. Australia Data Annotation and Labeling Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
12.3. Australia Data Annotation and Labeling Market, Segmentation By Verticals, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

13. Indonesia Data Annotation and Labeling Market

13.1. Indonesia Data Annotation and Labeling Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
13.2. Indonesia Data Annotation and Labeling Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
13.3. Indonesia Data Annotation and Labeling Market, Segmentation By Verticals, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

14. South Korea Data Annotation and Labeling Market

14.1. South Korea Data Annotation and Labeling Market Overview
14.2. South Korea Data Annotation and Labeling Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
14.3. South Korea Data Annotation and Labeling Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
14.4. South Korea Data Annotation and Labeling Market, Segmentation By Verticals, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

15. Western Europe Data Annotation and Labeling Market

15.1. Western Europe Data Annotation and Labeling Market Overview
15.2. Western Europe Data Annotation and Labeling Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
15.3. Western Europe Data Annotation and Labeling Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
15.4. Western Europe Data Annotation and Labeling Market, Segmentation By Verticals, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

16. UK Data Annotation and Labeling Market

16.1. UK Data Annotation and Labeling Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
16.2. UK Data Annotation and Labeling Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
16.3. UK Data Annotation and Labeling Market, Segmentation By Verticals, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

17. Germany Data Annotation and Labeling Market

17.1. Germany Data Annotation and Labeling Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
17.2. Germany Data Annotation and Labeling Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
17.3. Germany Data Annotation and Labeling Market, Segmentation By Verticals, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

18. France Data Annotation and Labeling Market

18.1. France Data Annotation and Labeling Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
18.2. France Data Annotation and Labeling Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
18.3. France Data Annotation and Labeling Market, Segmentation By Verticals, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

19. Italy Data Annotation and Labeling Market

19.1. Italy Data Annotation and Labeling Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
19.2. Italy Data Annotation and Labeling Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
19.3. Italy Data Annotation and Labeling Market, Segmentation By Verticals, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

20. Spain Data Annotation and Labeling Market

20.1. Spain Data Annotation and Labeling Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
20.2. Spain Data Annotation and Labeling Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
20.3. Spain Data Annotation and Labeling Market, Segmentation By Verticals, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

21. Eastern Europe Data Annotation and Labeling Market

21.1. Eastern Europe Data Annotation and Labeling Market Overview
21.2. Eastern Europe Data Annotation and Labeling Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
21.3. Eastern Europe Data Annotation and Labeling Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
21.4. Eastern Europe Data Annotation and Labeling Market, Segmentation By Verticals, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

22. Russia Data Annotation and Labeling Market

22.1. Russia Data Annotation and Labeling Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
22.2. Russia Data Annotation and Labeling Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
22.3. Russia Data Annotation and Labeling Market, Segmentation By Verticals, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

23. North America Data Annotation and Labeling Market

23.1. North America Data Annotation and Labeling Market Overview
23.2. North America Data Annotation and Labeling Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
23.3. North America Data Annotation and Labeling Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
23.4. North America Data Annotation and Labeling Market, Segmentation By Verticals, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

24. USA Data Annotation and Labeling Market

24.1. USA Data Annotation and Labeling Market Overview
24.2. USA Data Annotation and Labeling Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
24.3. USA Data Annotation and Labeling Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
24.4. USA Data Annotation and Labeling Market, Segmentation By Verticals, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

25. Canada Data Annotation and Labeling Market

25.1. Canada Data Annotation and Labeling Market Overview
25.2. Canada Data Annotation and Labeling Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
25.3. Canada Data Annotation and Labeling Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
25.4. Canada Data Annotation and Labeling Market, Segmentation By Verticals, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

26. South America Data Annotation and Labeling Market

26.1. South America Data Annotation and Labeling Market Overview
26.2. South America Data Annotation and Labeling Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
26.3. South America Data Annotation and Labeling Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
26.4. South America Data Annotation and Labeling Market, Segmentation By Verticals, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

27. Brazil Data Annotation and Labeling Market

27.1. Brazil Data Annotation and Labeling Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
27.2. Brazil Data Annotation and Labeling Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
27.3. Brazil Data Annotation and Labeling Market, Segmentation By Verticals, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

28. Middle East Data Annotation and Labeling Market

28.1. Middle East Data Annotation and Labeling Market Overview
28.2. Middle East Data Annotation and Labeling Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
28.3. Middle East Data Annotation and Labeling Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
28.4. Middle East Data Annotation and Labeling Market, Segmentation By Verticals, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

29. Africa Data Annotation and Labeling Market

29.1. Africa Data Annotation and Labeling Market Overview
29.2. Africa Data Annotation and Labeling Market, Segmentation By Component, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
29.3. Africa Data Annotation and Labeling Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
29.4. Africa Data Annotation and Labeling Market, Segmentation By Verticals, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

30. Data Annotation and Labeling Market Competitive Landscape And Company Profiles

30.1. Data Annotation and Labeling Market Competitive Landscape
30.2. Data Annotation and Labeling Market Company Profiles
- 30.2.1. Google LLC
  - 30.2.1.1. Overview
  - 30.2.1.2. Products and Services
  - 30.2.1.3. Strategy
  - 30.2.1.4. Financial Performance
- 30.2.2. Amazon Web Services Inc.
  - 30.2.2.1. Overview
  - 30.2.2.2. Products and Services
  - 30.2.2.3. Strategy
  - 30.2.2.4. Financial Performance
- 30.2.3. The International Business Machines Corporation
  - 30.2.3.1. Overview
  - 30.2.3.2. Products and Services
  - 30.2.3.3. Strategy
  - 30.2.3.4. Financial Performance
- 30.2.4. Oracle Corporation
  - 30.2.4.1. Overview
  - 30.2.4.2. Products and Services
  - 30.2.4.3. Strategy
  - 30.2.4.4. Financial Performance
- 30.2.5. Adobe Inc.
  - 30.2.5.1. Overview
  - 30.2.5.2. Products and Services
  - 30.2.5.3. Strategy
  - 30.2.5.4. Financial Performance

31. Data Annotation and Labeling Market Other Major And Innovative Companies

31.1. Allegion PLC
31.2. TELUS International
31.3. Appen Ltd
31.4. Scale AI Inc
31.5. CloudFactory Limited
31.6. Anolytics
31.7. CapeStart Inc.
31.8. Clickworker
31.9. DataPure Technologies
31.10. Amantya Technologies
31.11. Labelbox Inc.
31.12. LXT AI Inc.
31.13. Keylabs.ai LTD.
31.14. Dataloop AI
31.15. Precise BPO Solution

32. Global Data Annotation and Labeling Market Competitive Benchmarking

33. Global Data Annotation and Labeling Market Competitive Dashboard

34. Key Mergers And Acquisitions In The Data Annotation and Labeling Market

35. Data Annotation and Labeling Market Future Outlook and Potential Analysis

35.1 Data Annotation and Labeling Market In 2028 - Countries Offering Most New Opportunities
35.2 Data Annotation and Labeling Market In 2028 - Segments Offering Most New Opportunities
35.3 Data Annotation and Labeling Market In 2028 - Growth Strategies
- 35.3.1 Market Trend Based Strategies
- 35.3.2 Competitor Strategies