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资料标籤解决方案和服务的全球市场规模、份额和行业趋势分析报告：按类型、按标籤类型（手动、半监督、自动）、按采购类型、按行业、按地区、前景和预测，2023-2030年

市场调查报告书

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1335879

资料标籤解决方案和服务的全球市场规模、份额和行业趋势分析报告：按类型、按标籤类型（手动、半监督、自动）、按采购类型、按行业、按地区、前景和预测，2023-2030年

Global Data Labeling Solution And Services Market Size, Share & Industry Trends Analysis Report By Type, By Labeling Type (Manual, Semi-Supervised, and Automatic), By Sourcing Type, By Vertical, By Regional Outlook and Forecast, 2023 - 2030

出版日期: 2023年07月31日 | 出版商:

KBV Research | 英文 305 Pages | 订单完成后即时交付

价格

简介目录图表

资料标籤解决方案和服务市场规模预计到 2030 年将达到 469 亿美元，预测期内市场年复合成长率率为 19.5%。

根据KBV Cardinal矩阵中发布的分析，Google有限责任公司（Alphabet Inc.）是该市场的领导者。 Appen Limited、TELUS International (Playment, Inc.) 和 Alegion, Inc. 等公司是市场上的主要创新者。例如，2021 年 5 月，Cogito 扩大了其在病理学、眼科和心臟病学方面的能力。在医疗保健领域采用人工智慧需要专业知识来准确註释医疗保健资料。

市场成长要素

在医疗影像处理中增加标记资料的使用

医疗保健产业越来越多地采用人工智慧系统，以实现更好的患者照护、更快的诊断和更早的药物发现。在正确标记的医学影像的帮助下，已经建立了演算法，可以在无需人工干预的情况下识别患者的病症和疾病。医务人员还与知识渊博的资料标记解决方案和服务提供者合作，创建准确标记的手术影像资料库。该资料将成为开发自主手术机器人的基本要素。资料标籤解决方案和服务在医疗保健领域的广泛使用预计将支持预测期内的市场扩张。

各行业数位进展

由于数位的采用，这个市场正在显着成长。由于数位，许多行业的资料收集显着增加。数位平台、社群媒体和线上通讯的发展使得大量文字资料可供分析。需要有效的资料标记服务来理解这些资讯并得出有用的见解。机器学习经常使用大量资料，因此公司正在投入时间和金钱为员工提供正确的工具和资料丰富的培训。随着数位平台的使用变得广泛，资料标籤解决方案和服务的市场预计将取得进展。

市场抑制因素

训练资料品质不佳所引起的问题

缺乏高品质的输入资料是阻碍资料标籤解决方案和服务市场成长的主要要素之一。尝试使用低品质的资料来训练模型可能会导致预期结果不准确，并在未完全最佳化的情况下降低某些技术的效能。这是因为输入演算法的资料的准确性与其效能高度相关。资料准确性对于医疗保健等受到严格法规的行业至关重要。由于最近的大流行，提高未来大流行的资料品质比以往任何时候都更加重要。因此，资料标籤解决方案和服务市场预计将受到这些要素的限制。

按类型分類的展望

按类型划分，市场分为文字、影像/影片和音讯。在 2022 年的市场中，文字细分市场获得了可观的收入份额。文字资料是指写下来的任何资讯，例如文件、报导、聊天日誌、社交媒体贴文、客户评论和电子邮件。随着公司越来越依赖机器学习和自然语言处理技术来挖掘大量文字资料以获取有洞察力的资讯，文字资料标籤领域正在经历显着增长。

标籤类型的前景

根据标籤类型，市场分为手动、半监督和自动。 2022 年，手动细分市场的收入份额最高。人类参与手动资料分类和标记过程。与自动标记相比，此方法具有较高的完整性、一致性和最少的资料註释工作量等优点，因此很有吸引力。在处理资料时，手动标记是必不可少的，资料手动标记是不合适或不充分的。

采购类型展望

根据采购类型，市场分为内部和外包。 2022 年，内部细分市场在市场中占据了重要的收入份额。透过实施内部资料标籤解决方案，公司可以开发可靠的标籤程序和可重复的资料管理系统。根据客户的用途和要求，供应商还提供专门的解决方案。从组织角度来看，拥有内部标籤团队也具有优势，使营运流程更易于理解和管理。

产业展望

按行业划分，可分为 IT、汽车、政府、医疗保健、金融服务、零售等。 2022年，IT领域占据市场最大的收入份额。人工智慧应用程式的广泛使用本质上促进了这一领域的成长。由于全球 IT领域最尖端科技的不断创新和采用，该领域的市场预计将进一步成长。

区域展望

从区域来看，我们对北美、欧洲、亚太地区和拉丁美洲地区的市场进行了分析。 2022年，北美地区的市占率最高。该地区对资料标籤解决方案的投资不断增长，推动了市场扩张。加拿大和美国是北美地区人工智慧的早期采用者，在资料标籤解决方案和服务方面处于领先地位。现代研究需求迫使公司纳入强大的虚拟功能并增加这些服务的使用。

北美洲
- 北美市场：按国家划分
  - 美国
  - 加拿大
  - 墨西哥
  - 其他北美地区
欧洲
- 欧洲市场：依国家分类
  - 德国
  - 英国
  - 法国
  - 俄罗斯
  - 西班牙
  - 义大利
  - 其他欧洲国家地区
亚太地区
- 亚太市场：依国家分类
  - 中国
  - 日本
  - 印度
  - 韩国
  - 新加坡
  - 马来西亚
  - 其他亚太地区
拉丁美洲/中东/非洲
- 拉丁美洲/中东/非洲市场：依国家分类
  - 巴西
  - 阿根廷
  - 阿拉伯聯合大公国
  - 沙乌地阿拉伯
  - 南非
  - 奈及利亚
  - 其他拉丁美洲/中东/非洲地区

第10章公司简介

Google LLC（Alphabet Inc）
Appen Limited
TELUS International（Playment, Inc）
Yandex NV
Uber Technologies, Inc（Mighty AI, Inc.）
Zight
Alegion, Inc
Scale AI, Inc
Labelbox, Inc
Cogito Tech LLC

第11章：赢得资料标籤解决方案与服务市场的要素

简介目录图表

The Global Data Labeling Solution and Services Market size is expected to reach $46.9 billion by 2030, rising at a market growth of 19.5% CAGR during the forecast period.

The adoption of data labeling solutions and services technology and medical imaging techniques for the early & precise diagnosis of diseases is expected to lead to more data collection. Therefore, the healthcare segment has acquired $1779.8 million revenue in the market in 2022. Several market participants are launching strategic endeavors to create a strong artificial intelligence network by outsourcing data labeling solutions and services. Solutions based on artificial intelligence can be trained to recognize marked and labeled data. Common information sources include medical images, X-rays, CT scan images, and magnetic resonance imaging. Data solution labels and services are crucial in healthcare since medical imaging uses computer vision technology to recognize patterns and identify illnesses and injuries.

The major strategies followed by the market participants are Product Launches as the key developmental strategy to keep pace with the changing demands of end users. In June, 2022, Google introduced a dedicated server for AI system training along with example-based explanations into its Vertex to expedite the adoption of machine learning models in businesses. Additionally, In February, 2023, Appen Limited launched Automated NLP Labeling, Reinforcement Learning with Human Feedback, and Document Intelligence.

Based on the Analysis presented in the KBV Cardinal matrix; Google LLC (Alphabet Inc.) is the forerunner in the Market. Companies such as Appen Limited, TELUS International (Playment, Inc.) and Alegion, Inc. are some of the key innovators in the Market. For instance, In May, 2021, Cogito expanded its capabilities in Pathology, Ophthalmology & Cardiology. The adoption of AI in healthcare requires expertise for accurately annotated data in healthcare.

Market Growth Factors

Increasing Use of Labeled Data in Healthcare Imaging

The healthcare industry is growing due to adopting Al-enabled systems for better patient care, faster diagnostics, and earlier medication discovery. With the help of adequately labeled medical images, algorithms have been built that can identify patients' disorders and illnesses without a human's aid. Medical staff also work with knowledgeable data labeling solutions and service providers to compile a database of precisely labeled operation videos. The dataset would serve as a fundamental component in developing autonomous surgical robots. Such wide usage of data labelling solutions and services in healthcare is estimated to support the expansion of the market during the projection period.

Increased Digitalization Across Various Industries

This market is growing significantly due to the adoption of digitalization. Data collection has increased significantly across numerous industries as a result of digitalization. An enormous amount of text data is available for analysis because of the growth of digital platforms, social media, and online communication. There is a need for effective data labeling services to make sense of the information and gain useful insights. Machine learning uses enormous volumes of data regularly, and firms invest time and money in giving employees the proper tools and training for data enrichment. It is anticipated that the market for data labeling solutions and services will gain support as the usage of digital platforms becomes widespread.

Market Restraining Factors

Problems Caused by Low-Quality Training Data

The shortage of high-quality input data continues to be one of the main obstacles to the market growth of data labeling solutions and services. Every attempt to use poor-quality data for training Al models leads to inaccuracies in the anticipated results, with certain techniques deteriorating to the point that they are never fully optimized. This is because the accuracy of the data used to feed the algorithms is highly correlated with their performance. Data accuracy is essential for industries with strict regulations, such as healthcare. As a result of the recent pandemic, increasing the data quality for upcoming pandemics is more important than ever. As a result, it is projected that the market for data labeling solutions and services will be restricted due to the these factor.

Type Outlook

Based on type, the market is classified into text, image/video, and audio. The text segment garnered a significant revenue share in the market in 2022. Text data refers to any information written down, such as documents, articles, chat logs, social media posts, customer reviews, emails, etc. As enterprises increasingly rely on machine learning and natural language processing technologies for mining vast amounts of textual data for insightful information, the text data labeling segment has grown significantly.

Labeling Type Outlook

By labeling type, the market is fragmented into manual, semi-supervised, and automatic. In 2022, the manual segment registered the highest revenue share in this market. The process of manually classifying or labeling any data involves humans. The method is fascinating compared to automatic labeling because of its advantages, including high integrity, consistency, and minimal data annotation effort. Manual labeling is essential when working with edge instances or niche sectors/industries in public or synthetic datasets is inadequate or insufficient.

Sourcing Type Outlook

On the basis of sourcing type, the market is segmented into in-house, and outsourced. The in-house segment acquired a substantial revenue share in the market in 2022. Businesses may develop trustworthy labeling procedures and a replicable data management system by implementing their in-house data labeling solutions. Per the clients' applications and requirements, the vendors also provide specialized solutions. Additionally, setting up in-house labeling teams offers a better understanding and management of operational processes, which is advantageous from the organization's point of view.

Vertical Outlook

On the basis of vertical, the market is categorized into IT, automotive, government, healthcare, financial services, retails, and others. In 2022, the IT segment witnessed the largest revenue share in the market. The industry's extensive use of AI applications essentially contributes to the growth in this segment. The market is further predicted to grow in the segment with the growing innovations and adoption of cutting-edge technologies within the IT sector globally.

Regional Outlook

Region wise, the market is analyzed across North America, Europe, Asia Pacific, and LAMEA. In 2022, the North America region generated the highest revenue share in the market. This region's growing investment in data labeling solutions is driving market expansion. Canada and the U.S. were early adopters of AI in the North American region and are on the cutting edge of data labeling solutions and services. Modern research demands have compelled businesses to include strong virtual capabilities, which have expanded the use of these services.

The market research report covers the analysis of key stakeholders of the market. Key companies profiled in the report include Google LLC (Alphabet Inc.), Appen Limited, TELUS International (Playment, Inc.), Yandex N.V., Uber Technologies, Inc. (Mighty AI, Inc.), Zight, Alegion, Inc., Scale AI, Inc., Labelbox, Inc., Cogito Tech LLC

Recent Strategies Deployed in Data Labeling Solution and Services Market

Partnerships, Collaborations & Agreements:

Mar-2022: Labelbox, Inc. signed an agreement with Hitachi Solutions Co., Ltd., a core IT company of the Hitachi Group which provides IT solutions. Through this agreement, both companies get data labeling tools that help the creation of learning data for AI development and begin selling.

May-2021: Labelbox teamed up with Databricks, an enterprise software company. Together, the companies announced the features for teams to develop unstructured data for AI and analytics in Databricks. By integrating Databricks and Labelbox, users get an end-to-end surrounding for unstructured data workflows, a query engine developed around Delta Lake, quick annotation tools, and a strong Machine Learning computing environment.

May-2021: Alegion, Inc. signed an agreement with Yayasan Peneraju Pendidikan Bumiputera, a Malaysian government agency. This agreement was signed to address the quickly emerging technologies of artificial intelligence (AI) and machine learning (ML) by offering training and certification in ML data labeling.

Feb-2021: Google Cloud formed a partnership with NextBillion AI, an industry-leading startup in mapping platforms. The partnership aims to enhance time-to-market for hyperlocal AI solutions by operating datasets & algorithms on Cloud Storage & Cloud SQL to reduce the operational overheads with Google Kubernetes Engine

Product Launches and Product Expansions:

Feb-2023: Appen Limited launched Automated NLP Labeling, Reinforcement Learning with Human Feedback, and Document Intelligence. The launched products would leverage generative AI capabilities and zero shots learning techniques to rate up data annotation. Additionally, the product would unlock generative AI and strengthen exceptional customer experiences.

Jun-2022: Google introduced a dedicated server for AI system training along with example-based explanations into its Vertex. This product expansion aimed to expedite the adoption of machine learning models in businesses. In addition, the company also aimed to democratize AI To allow more people to deploy models in production, continuously monitor, and drive business impact with AI.

Jun-2022: Google rolled out Imagen, a text-to-image AI model. The new product aimed to generate photorealistic images of text and is pre-trained on text data. In addition, the new solution also outperforms DALL-E 2 on the COCO benchmark.

Oct-2021: Scale AI Inc. announced the launch of Scale Rapid, a service that aims to solve the problem by labeling a data sample within one to three hours. With this launch, users would be able to ensure the labeling is being done correctly, recapitulate upon their labeling instruction if important, then ramp up to have Scale AI label all of their datasets.

May-2021: Cogito expanded its capabilities in Pathology, Ophthalmology & Cardiology. The adoption of AI in healthcare requires expertise for accurately annotated data in healthcare.

Feb-2021: Appen Limited launched the latest off-the-shelf (OTS) datasets. These datasets are developed to make it simpler and quicker for companies to get the high-quality training data required to boost their artificial intelligence (AI) and machine learning (ML) projects.

Acquisitions and Mergers:

Aug-2021: Appen Limited agreed to acquire Quadrant, a global leader in mobile location data, Point-of-Interest data, and corresponding compliance services. This acquisition aimed to strengthen Appen's position in the market and also enable the company to provide high-quality data to companies that depend on geolocation for their business.

Jul-2021: TELUS International took over Playment, a complete data labeling platform. Through this acquisition, Playment would enhance TELUS' deep domain expertise and uniquely position it to support customers in developing AI-powered solutions across verticals.

Mar-2021: TELUS International took over Lionbridge AI, a leading and global provider of scalable data annotation services for text, images, videos, and audio. This acquisition aimed to expand TELUS International's global service offerings and penetration into the fast-growing economy services market under its digital transformation strategy.

Scope of the Study

Market Segments covered in the Report:

By Type

Image/Video
Text
Audio

By Labeling Type

Manual
Semi-Supervised
Automatic

By Sourcing Type

Outsourced
In-House

By Vertical

IT
Automotive
Financial Services
Government
Healthcare
Retail
Others

By Geography

North America
- US
- Canada
- Mexico
- Rest of North America
Europe
- Germany
- UK
- France
- Russia
- Spain
- Italy
- Rest of Europe
Asia Pacific
- China
- Japan
- India
- South Korea
- Singapore
- Malaysia
- Rest of Asia Pacific
LAMEA
- Brazil
- Argentina
- UAE
- Saudi Arabia
- South Africa
- Nigeria
- Rest of LAMEA

Companies Profiled

Google LLC (Alphabet Inc.)
Appen Limited
TELUS International (Playment, Inc.)
Yandex N.V.
Uber Technologies, Inc. (Mighty AI, Inc.)
Zight
Alegion, Inc.
Scale AI, Inc.
Labelbox, Inc.
Cogito Tech LLC

Unique Offerings from KBV Research

Exhaustive coverage
Highest number of market tables and figures
Subscription based model available
Guaranteed best price
Assured post sales research support with 10% customization free

Chapter 1. Market Scope & Methodology

1.1 Market Definition
1.2 Objectives
1.3 Market Scope
1.4 Segmentation
- 1.4.1 Global Data Labeling Solution and Services Market, by Type
- 1.4.2 Global Data Labeling Solution and Services Market, by Labeling Type
- 1.4.3 Global Data Labeling Solution and Services Market, by Sourcing Type
- 1.4.4 Global Data Labeling Solution and Services Market, by Vertical
- 1.4.5 Global Data Labeling Solution and Services Market, by Geography
1.5 Methodology for the research

Chapter 2. Market At a Glance

2.1 Key Highlight

Chapter 3. Market Overview

3.1 Introduction
- 3.1.1 Overview
  - 3.1.1.1 Market Composition and Scenario
3.2 Key Factors Impacting the Market
- 3.2.1 Market Drivers
- 3.2.2 Market Restraints

Chapter 4. Competition Analysis - Global

4.1 KBV Cardinal Matrix
4.2 Recent Industry Wide Strategic Developments
- 4.2.1 Partnerships, Collaborations and Agreements
- 4.2.2 Product Launches and Product Expansions
- 4.2.3 Acquisition and Mergers
4.3 Market Share Analysis, 2022
4.4 Top Winning Strategies
- 4.4.1 Key Leading Strategies: Percentage Distribution (2019-2023)
- 4.4.2 Key Strategic Move: (Product Launches and Product Expansions: 2019, Oct - 2023, Feb) Leading Players
4.5 Porter's Five Force Analysis

Chapter 5. Global Data Labeling Solution and Services Market by Type

5.1 Global Image/Video Market by Region
5.2 Global Text Market by Region
5.3 Global Audio Market by Region

Chapter 6. Global Data Labeling Solution and Services Market by Labeling Type

6.1 Global Manual Market by Region
6.2 Global Semi-Supervised Market by Region
6.3 Global Automatic Market by Region

Chapter 7. Global Data Labeling Solution and Services Market by Sourcing Type

7.1 Global Outsourced Market by Region
7.2 Global In-House Market by Region

Chapter 8. Global Data Labeling Solution and Services Market by Vertical

8.1 Global IT Market by Region
8.2 Global Automotive Market by Region
8.3 Global Financial Services Market by Region
8.4 Global Government Market by Region
8.5 Global Healthcare Market by Region
8.6 Global Retail Market by Region
8.7 Global Others Market by Region

Chapter 9. Global Data Labeling Solution and Services Market by Region

9.1 North America Data Labeling Solution and Services Market
- 9.1.1 North America Data Labeling Solution and Services Market by Type
  - 9.1.1.1 North America Image/Video Market by Country
  - 9.1.1.2 North America Text Market by Country
  - 9.1.1.3 North America Audio Market by Country
- 9.1.2 North America Data Labeling Solution and Services Market by Labeling Type
  - 9.1.2.1 North America Manual Market by Country
  - 9.1.2.2 North America Semi-Supervised Market by Country
  - 9.1.2.3 North America Automatic Market by Country
- 9.1.3 North America Data Labeling Solution and Services Market by Sourcing Type
  - 9.1.3.1 North America Outsourced Market by Country
  - 9.1.3.2 North America In-House Market by Country
- 9.1.4 North America Data Labeling Solution and Services Market by Vertical
  - 9.1.4.1 North America IT Market by Country
  - 9.1.4.2 North America Automotive Market by Country
  - 9.1.4.3 North America Financial Services Market by Country
  - 9.1.4.4 North America Government Market by Country
  - 9.1.4.5 North America Healthcare Market by Country
  - 9.1.4.6 North America Retail Market by Country
  - 9.1.4.7 North America Others Market by Country
- 9.1.5 North America Data Labeling Solution and Services Market by Country
  - 9.1.5.1 US Data Labeling Solution and Services Market
    - 9.1.5.1.1 US Data Labeling Solution and Services Market by Type
    - 9.1.5.1.2 US Data Labeling Solution and Services Market by Labeling Type
    - 9.1.5.1.3 US Data Labeling Solution and Services Market by Sourcing Type
    - 9.1.5.1.4 US Data Labeling Solution and Services Market by Vertical
  - 9.1.5.2 Canada Data Labeling Solution and Services Market
    - 9.1.5.2.1 Canada Data Labeling Solution and Services Market by Type
    - 9.1.5.2.2 Canada Data Labeling Solution and Services Market by Labeling Type
    - 9.1.5.2.3 Canada Data Labeling Solution and Services Market by Sourcing Type
    - 9.1.5.2.4 Canada Data Labeling Solution and Services Market by Vertical
  - 9.1.5.3 Mexico Data Labeling Solution and Services Market
    - 9.1.5.3.1 Mexico Data Labeling Solution and Services Market by Type
    - 9.1.5.3.2 Mexico Data Labeling Solution and Services Market by Labeling Type
    - 9.1.5.3.3 Mexico Data Labeling Solution and Services Market by Sourcing Type
    - 9.1.5.3.4 Mexico Data Labeling Solution and Services Market by Vertical
  - 9.1.5.4 Rest of North America Data Labeling Solution and Services Market
    - 9.1.5.4.1 Rest of North America Data Labeling Solution and Services Market by Type
    - 9.1.5.4.2 Rest of North America Data Labeling Solution and Services Market by Labeling Type
    - 9.1.5.4.3 Rest of North America Data Labeling Solution and Services Market by Sourcing Type
    - 9.1.5.4.4 Rest of North America Data Labeling Solution and Services Market by Vertical
9.2 Europe Data Labeling Solution and Services Market
- 9.2.1 Europe Data Labeling Solution and Services Market by Type
  - 9.2.1.1 Europe Image/Video Market by Country
  - 9.2.1.2 Europe Text Market by Country
  - 9.2.1.3 Europe Audio Market by Country
- 9.2.2 Europe Data Labeling Solution and Services Market by Labeling Type
  - 9.2.2.1 Europe Manual Market by Country
  - 9.2.2.2 Europe Semi-Supervised Market by Country
  - 9.2.2.3 Europe Automatic Market by Country
- 9.2.3 Europe Data Labeling Solution and Services Market by Sourcing Type
  - 9.2.3.1 Europe Outsourced Market by Country
  - 9.2.3.2 Europe In-House Market by Country
- 9.2.4 Europe Data Labeling Solution and Services Market by Vertical
  - 9.2.4.1 Europe IT Market by Country
  - 9.2.4.2 Europe Automotive Market by Country
  - 9.2.4.3 Europe Financial Services Market by Country
  - 9.2.4.4 Europe Government Market by Country
  - 9.2.4.5 Europe Healthcare Market by Country
  - 9.2.4.6 Europe Retail Market by Country
  - 9.2.4.7 Europe Others Market by Country
- 9.2.5 Europe Data Labeling Solution and Services Market by Country
  - 9.2.5.1 Germany Data Labeling Solution and Services Market
    - 9.2.5.1.1 Germany Data Labeling Solution and Services Market by Type
    - 9.2.5.1.2 Germany Data Labeling Solution and Services Market by Labeling Type
    - 9.2.5.1.3 Germany Data Labeling Solution and Services Market by Sourcing Type
    - 9.2.5.1.4 Germany Data Labeling Solution and Services Market by Vertical
  - 9.2.5.2 UK Data Labeling Solution and Services Market
    - 9.2.5.2.1 UK Data Labeling Solution and Services Market by Type
    - 9.2.5.2.2 UK Data Labeling Solution and Services Market by Labeling Type
    - 9.2.5.2.3 UK Data Labeling Solution and Services Market by Sourcing Type
    - 9.2.5.2.4 UK Data Labeling Solution and Services Market by Vertical
  - 9.2.5.3 France Data Labeling Solution and Services Market
    - 9.2.5.3.1 France Data Labeling Solution and Services Market by Type
    - 9.2.5.3.2 France Data Labeling Solution and Services Market by Labeling Type
    - 9.2.5.3.3 France Data Labeling Solution and Services Market by Sourcing Type
    - 9.2.5.3.4 France Data Labeling Solution and Services Market by Vertical
  - 9.2.5.4 Russia Data Labeling Solution and Services Market
    - 9.2.5.4.1 Russia Data Labeling Solution and Services Market by Type
    - 9.2.5.4.2 Russia Data Labeling Solution and Services Market by Labeling Type
    - 9.2.5.4.3 Russia Data Labeling Solution and Services Market by Sourcing Type
    - 9.2.5.4.4 Russia Data Labeling Solution and Services Market by Vertical
  - 9.2.5.5 Spain Data Labeling Solution and Services Market
    - 9.2.5.5.1 Spain Data Labeling Solution and Services Market by Type
    - 9.2.5.5.2 Spain Data Labeling Solution and Services Market by Labeling Type
    - 9.2.5.5.3 Spain Data Labeling Solution and Services Market by Sourcing Type
    - 9.2.5.5.4 Spain Data Labeling Solution and Services Market by Vertical
  - 9.2.5.6 Italy Data Labeling Solution and Services Market
    - 9.2.5.6.1 Italy Data Labeling Solution and Services Market by Type
    - 9.2.5.6.2 Italy Data Labeling Solution and Services Market by Labeling Type
    - 9.2.5.6.3 Italy Data Labeling Solution and Services Market by Sourcing Type
    - 9.2.5.6.4 Italy Data Labeling Solution and Services Market by Vertical
  - 9.2.5.7 Rest of Europe Data Labeling Solution and Services Market
    - 9.2.5.7.1 Rest of Europe Data Labeling Solution and Services Market by Type
    - 9.2.5.7.2 Rest of Europe Data Labeling Solution and Services Market by Labeling Type
    - 9.2.5.7.3 Rest of Europe Data Labeling Solution and Services Market by Sourcing Type
    - 9.2.5.7.4 Rest of Europe Data Labeling Solution and Services Market by Vertical
9.3 Asia Pacific Data Labeling Solution and Services Market
- 9.3.1 Asia Pacific Data Labeling Solution and Services Market by Type
  - 9.3.1.1 Asia Pacific Image/Video Market by Country
  - 9.3.1.2 Asia Pacific Text Market by Country
  - 9.3.1.3 Asia Pacific Audio Market by Country
- 9.3.2 Asia Pacific Data Labeling Solution and Services Market by Labeling Type
  - 9.3.2.1 Asia Pacific Manual Market by Country
  - 9.3.2.2 Asia Pacific Semi-Supervised Market by Country
  - 9.3.2.3 Asia Pacific Automatic Market by Country
- 9.3.3 Asia Pacific Data Labeling Solution and Services Market by Sourcing Type
  - 9.3.3.1 Asia Pacific Outsourced Market by Country
  - 9.3.3.2 Asia Pacific In-House Market by Country
- 9.3.4 Asia Pacific Data Labeling Solution and Services Market by Vertical
  - 9.3.4.1 Asia Pacific IT Market by Country
  - 9.3.4.2 Asia Pacific Automotive Market by Country
  - 9.3.4.3 Asia Pacific Financial Services Market by Country
  - 9.3.4.4 Asia Pacific Government Market by Country
  - 9.3.4.5 Asia Pacific Healthcare Market by Country
  - 9.3.4.6 Asia Pacific Retail Market by Country
  - 9.3.4.7 Asia Pacific Others Market by Country
- 9.3.5 Asia Pacific Data Labeling Solution and Services Market by Country
  - 9.3.5.1 China Data Labeling Solution and Services Market
    - 9.3.5.1.1 China Data Labeling Solution and Services Market by Type
    - 9.3.5.1.2 China Data Labeling Solution and Services Market by Labeling Type
    - 9.3.5.1.3 China Data Labeling Solution and Services Market by Sourcing Type
    - 9.3.5.1.4 China Data Labeling Solution and Services Market by Vertical
  - 9.3.5.2 Japan Data Labeling Solution and Services Market
    - 9.3.5.2.1 Japan Data Labeling Solution and Services Market by Type
    - 9.3.5.2.2 Japan Data Labeling Solution and Services Market by Labeling Type
    - 9.3.5.2.3 Japan Data Labeling Solution and Services Market by Sourcing Type
    - 9.3.5.2.4 Japan Data Labeling Solution and Services Market by Vertical
  - 9.3.5.3 India Data Labeling Solution and Services Market
    - 9.3.5.3.1 India Data Labeling Solution and Services Market by Type
    - 9.3.5.3.2 India Data Labeling Solution and Services Market by Labeling Type
    - 9.3.5.3.3 India Data Labeling Solution and Services Market by Sourcing Type
    - 9.3.5.3.4 India Data Labeling Solution and Services Market by Vertical
  - 9.3.5.4 South Korea Data Labeling Solution and Services Market
    - 9.3.5.4.1 South Korea Data Labeling Solution and Services Market by Type
    - 9.3.5.4.2 South Korea Data Labeling Solution and Services Market by Labeling Type
    - 9.3.5.4.3 South Korea Data Labeling Solution and Services Market by Sourcing Type
    - 9.3.5.4.4 South Korea Data Labeling Solution and Services Market by Vertical
  - 9.3.5.5 Singapore Data Labeling Solution and Services Market
    - 9.3.5.5.1 Singapore Data Labeling Solution and Services Market by Type
    - 9.3.5.5.2 Singapore Data Labeling Solution and Services Market by Labeling Type
    - 9.3.5.5.3 Singapore Data Labeling Solution and Services Market by Sourcing Type
    - 9.3.5.5.4 Singapore Data Labeling Solution and Services Market by Vertical
  - 9.3.5.6 Malaysia Data Labeling Solution and Services Market
    - 9.3.5.6.1 Malaysia Data Labeling Solution and Services Market by Type
    - 9.3.5.6.2 Malaysia Data Labeling Solution and Services Market by Labeling Type
    - 9.3.5.6.3 Malaysia Data Labeling Solution and Services Market by Sourcing Type
    - 9.3.5.6.4 Malaysia Data Labeling Solution and Services Market by Vertical
  - 9.3.5.7 Rest of Asia Pacific Data Labeling Solution and Services Market
    - 9.3.5.7.1 Rest of Asia Pacific Data Labeling Solution and Services Market by Type
    - 9.3.5.7.2 Rest of Asia Pacific Data Labeling Solution and Services Market by Labeling Type
    - 9.3.5.7.3 Rest of Asia Pacific Data Labeling Solution and Services Market by Sourcing Type
    - 9.3.5.7.4 Rest of Asia Pacific Data Labeling Solution and Services Market by Vertical
9.4 LAMEA Data Labeling Solution and Services Market
- 9.4.1 LAMEA Data Labeling Solution and Services Market by Type
  - 9.4.1.1 LAMEA Image/Video Market by Country
  - 9.4.1.2 LAMEA Text Market by Country
  - 9.4.1.3 LAMEA Audio Market by Country
- 9.4.2 LAMEA Data Labeling Solution and Services Market by Labeling Type
  - 9.4.2.1 LAMEA Manual Market by Country
  - 9.4.2.2 LAMEA Semi-Supervised Market by Country
  - 9.4.2.3 LAMEA Automatic Market by Country
- 9.4.3 LAMEA Data Labeling Solution and Services Market by Sourcing Type
  - 9.4.3.1 LAMEA Outsourced Market by Country
  - 9.4.3.2 LAMEA In-House Market by Country
- 9.4.4 LAMEA Data Labeling Solution and Services Market by Vertical
  - 9.4.4.1 LAMEA IT Market by Country
  - 9.4.4.2 LAMEA Automotive Market by Country
  - 9.4.4.3 LAMEA Financial Services Market by Country
  - 9.4.4.4 LAMEA Government Market by Country
  - 9.4.4.5 LAMEA Healthcare Market by Country
  - 9.4.4.6 LAMEA Retail Market by Country
  - 9.4.4.7 LAMEA Others Market by Country
- 9.4.5 LAMEA Data Labeling Solution and Services Market by Country
  - 9.4.5.1 Brazil Data Labeling Solution and Services Market
    - 9.4.5.1.1 Brazil Data Labeling Solution and Services Market by Type
    - 9.4.5.1.2 Brazil Data Labeling Solution and Services Market by Labeling Type
    - 9.4.5.1.3 Brazil Data Labeling Solution and Services Market by Sourcing Type
    - 9.4.5.1.4 Brazil Data Labeling Solution and Services Market by Vertical
  - 9.4.5.2 Argentina Data Labeling Solution and Services Market
    - 9.4.5.2.1 Argentina Data Labeling Solution and Services Market by Type
    - 9.4.5.2.2 Argentina Data Labeling Solution and Services Market by Labeling Type
    - 9.4.5.2.3 Argentina Data Labeling Solution and Services Market by Sourcing Type
    - 9.4.5.2.4 Argentina Data Labeling Solution and Services Market by Vertical
  - 9.4.5.3 UAE Data Labeling Solution and Services Market
    - 9.4.5.3.1 UAE Data Labeling Solution and Services Market by Type
    - 9.4.5.3.2 UAE Data Labeling Solution and Services Market by Labeling Type
    - 9.4.5.3.3 UAE Data Labeling Solution and Services Market by Sourcing Type
    - 9.4.5.3.4 UAE Data Labeling Solution and Services Market by Vertical
  - 9.4.5.4 Saudi Arabia Data Labeling Solution and Services Market
    - 9.4.5.4.1 Saudi Arabia Data Labeling Solution and Services Market by Type
    - 9.4.5.4.2 Saudi Arabia Data Labeling Solution and Services Market by Labeling Type
    - 9.4.5.4.3 Saudi Arabia Data Labeling Solution and Services Market by Sourcing Type
    - 9.4.5.4.4 Saudi Arabia Data Labeling Solution and Services Market by Vertical
  - 9.4.5.5 South Africa Data Labeling Solution and Services Market
    - 9.4.5.5.1 South Africa Data Labeling Solution and Services Market by Type
    - 9.4.5.5.2 South Africa Data Labeling Solution and Services Market by Labeling Type
    - 9.4.5.5.3 South Africa Data Labeling Solution and Services Market by Sourcing Type
    - 9.4.5.5.4 South Africa Data Labeling Solution and Services Market by Vertical
  - 9.4.5.6 Nigeria Data Labeling Solution and Services Market
    - 9.4.5.6.1 Nigeria Data Labeling Solution and Services Market by Type
    - 9.4.5.6.2 Nigeria Data Labeling Solution and Services Market by Labeling Type
    - 9.4.5.6.3 Nigeria Data Labeling Solution and Services Market by Sourcing Type
    - 9.4.5.6.4 Nigeria Data Labeling Solution and Services Market by Vertical
  - 9.4.5.7 Rest of LAMEA Data Labeling Solution and Services Market
    - 9.4.5.7.1 Rest of LAMEA Data Labeling Solution and Services Market by Type
    - 9.4.5.7.2 Rest of LAMEA Data Labeling Solution and Services Market by Labeling Type
    - 9.4.5.7.3 Rest of LAMEA Data Labeling Solution and Services Market by Sourcing Type
    - 9.4.5.7.4 Rest of LAMEA Data Labeling Solution and Services Market by Vertical

Chapter 10. Company Profiles

10.1 Google LLC (Alphabet Inc.)
- 10.1.1 Company Overview
- 10.1.2 Financial Analysis
- 10.1.3 Segmental and Regional Analysis
- 10.1.4 Research & Development Expense
- 10.1.5 Recent strategies and developments:
  - 10.1.5.1 Partnerships, Collaborations, and Agreements:
  - 10.1.5.2 Product Launches and Product Expansions:
- 10.1.6 SWOT Analysis
10.2 Appen Limited
- 10.2.1 Company Overview
- 10.2.2 Financial Analysis
- 10.2.3 Segmental and Regional Analysis
- 10.2.4 Recent strategies and developments:
  - 10.2.4.1 Partnerships, Collaborations, and Agreements:
  - 10.2.4.2 Product Launches and Product Expansions:
  - 10.2.4.3 Acquisition and Mergers:
- 10.2.5 SWOT Analysis
10.3 TELUS International (Playment, Inc.)
- 10.3.1 Company Overview
- 10.3.2 Financial Analysis
- 10.3.3 Recent strategies and developments:
  - 10.3.3.1 Acquisition and Mergers:
- 10.3.4 SWOT Analysis
10.4 Yandex N.V.
- 10.4.1 Company Overview
- 10.4.2 Financial Analysis
- 10.4.3 Segmental and Regional Analysis
- 10.4.4 SWOT Analysis
10.5 Uber Technologies, Inc. (Mighty AI, Inc.)
- 10.5.1 Company Overview
- 10.5.2 Financial Analysis
- 10.5.3 Segmental and Regional Analysis
- 10.5.4 Research & Development Expense
- 10.5.5 SWOT Analysis
10.6 Zight
- 10.6.1 Company Overview
10.7 Alegion, Inc.
- 10.7.1 Company Overview
- 10.7.2 Recent strategies and developments:
  - 10.7.2.1 Partnerships, Collaborations, and Agreements:
  - 10.7.2.2 Product Launches and Product Expansions:
- 10.7.3 SWOT Analysis
10.8 Scale AI, Inc.
- 10.8.1 Company Overview
- 10.8.2 Recent strategies and developments:
  - 10.8.2.1 Product Launches and Product Expansions:
- 10.8.3 SWOT Analysis
10.9 Labelbox, Inc.
- 10.9.1 Company overview
- 10.9.2 Recent strategies and developments:
  - 10.9.2.1 Partnerships, Collaborations, and Agreements:
- 10.9.3 SWOT Analysis
10.10. Cogito Tech LLC
- 10.10.1 Company Overview
- 10.10.2 Recent Strategies and Developments:
  - 10.10.2.1 Product Launch and Product expansions
- 10.10.3 SWOT Analysis

Chapter 11. Winning Imperatives for Data Labeling Solution And Services Market

简介目录图表

LIST OF TABLES

TABLE 1 Global Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 2 Global Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 3 Partnerships, Collaborations and Agreements- Data Labeling Solution And Services Market
TABLE 4 Product Launches And Product Expansions- Data Labeling Solution And Services Market
TABLE 5 Acquisition and Mergers- Data Labeling Solution And Services Market
TABLE 6 Global Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 7 Global Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 8 Global Image/Video Market by Region, 2019 - 2022, USD Million
TABLE 9 Global Image/Video Market by Region, 2023 - 2030, USD Million
TABLE 10 Global Text Market by Region, 2019 - 2022, USD Million
TABLE 11 Global Text Market by Region, 2023 - 2030, USD Million
TABLE 12 Global Audio Market by Region, 2019 - 2022, USD Million
TABLE 13 Global Audio Market by Region, 2023 - 2030, USD Million
TABLE 14 Global Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 15 Global Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 16 Global Manual Market by Region, 2019 - 2022, USD Million
TABLE 17 Global Manual Market by Region, 2023 - 2030, USD Million
TABLE 18 Global Semi-Supervised Market by Region, 2019 - 2022, USD Million
TABLE 19 Global Semi-Supervised Market by Region, 2023 - 2030, USD Million
TABLE 20 Global Automatic Market by Region, 2019 - 2022, USD Million
TABLE 21 Global Automatic Market by Region, 2023 - 2030, USD Million
TABLE 22 Global Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 23 Global Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 24 Global Outsourced Market by Region, 2019 - 2022, USD Million
TABLE 25 Global Outsourced Market by Region, 2023 - 2030, USD Million
TABLE 26 Global In-House Market by Region, 2019 - 2022, USD Million
TABLE 27 Global In-House Market by Region, 2023 - 2030, USD Million
TABLE 28 Global Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 29 Global Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 30 Global IT Market by Region, 2019 - 2022, USD Million
TABLE 31 Global IT Market by Region, 2023 - 2030, USD Million
TABLE 32 Global Automotive Market by Region, 2019 - 2022, USD Million
TABLE 33 Global Automotive Market by Region, 2023 - 2030, USD Million
TABLE 34 Global Financial Services Market by Region, 2019 - 2022, USD Million
TABLE 35 Global Financial Services Market by Region, 2023 - 2030, USD Million
TABLE 36 Global Government Market by Region, 2019 - 2022, USD Million
TABLE 37 Global Government Market by Region, 2023 - 2030, USD Million
TABLE 38 Global Healthcare Market by Region, 2019 - 2022, USD Million
TABLE 39 Global Healthcare Market by Region, 2023 - 2030, USD Million
TABLE 40 Global Retail Market by Region, 2019 - 2022, USD Million
TABLE 41 Global Retail Market by Region, 2023 - 2030, USD Million
TABLE 42 Global Others Market by Region, 2019 - 2022, USD Million
TABLE 43 Global Others Market by Region, 2023 - 2030, USD Million
TABLE 44 Global Data Labeling Solution and Services Market by Region, 2019 - 2022, USD Million
TABLE 45 Global Data Labeling Solution and Services Market by Region, 2023 - 2030, USD Million
TABLE 46 North America Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 47 North America Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 48 North America Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 49 North America Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 50 North America Image/Video Market by Country, 2019 - 2022, USD Million
TABLE 51 North America Image/Video Market by Country, 2023 - 2030, USD Million
TABLE 52 North America Text Market by Country, 2019 - 2022, USD Million
TABLE 53 North America Text Market by Country, 2023 - 2030, USD Million
TABLE 54 North America Audio Market by Country, 2019 - 2022, USD Million
TABLE 55 North America Audio Market by Country, 2023 - 2030, USD Million
TABLE 56 North America Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 57 North America Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 58 North America Manual Market by Country, 2019 - 2022, USD Million
TABLE 59 North America Manual Market by Country, 2023 - 2030, USD Million
TABLE 60 North America Semi-Supervised Market by Country, 2019 - 2022, USD Million
TABLE 61 North America Semi-Supervised Market by Country, 2023 - 2030, USD Million
TABLE 62 North America Automatic Market by Country, 2019 - 2022, USD Million
TABLE 63 North America Automatic Market by Country, 2023 - 2030, USD Million
TABLE 64 North America Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 65 North America Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 66 North America Outsourced Market by Country, 2019 - 2022, USD Million
TABLE 67 North America Outsourced Market by Country, 2023 - 2030, USD Million
TABLE 68 North America In-House Market by Country, 2019 - 2022, USD Million
TABLE 69 North America In-House Market by Country, 2023 - 2030, USD Million
TABLE 70 North America Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 71 North America Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 72 North America IT Market by Country, 2019 - 2022, USD Million
TABLE 73 North America IT Market by Country, 2023 - 2030, USD Million
TABLE 74 North America Automotive Market by Country, 2019 - 2022, USD Million
TABLE 75 North America Automotive Market by Country, 2023 - 2030, USD Million
TABLE 76 North America Financial Services Market by Country, 2019 - 2022, USD Million
TABLE 77 North America Financial Services Market by Country, 2023 - 2030, USD Million
TABLE 78 North America Government Market by Country, 2019 - 2022, USD Million
TABLE 79 North America Government Market by Country, 2023 - 2030, USD Million
TABLE 80 North America Healthcare Market by Country, 2019 - 2022, USD Million
TABLE 81 North America Healthcare Market by Country, 2023 - 2030, USD Million
TABLE 82 North America Retail Market by Country, 2019 - 2022, USD Million
TABLE 83 North America Retail Market by Country, 2023 - 2030, USD Million
TABLE 84 North America Others Market by Country, 2019 - 2022, USD Million
TABLE 85 North America Others Market by Country, 2023 - 2030, USD Million
TABLE 86 North America Data Labeling Solution and Services Market by Country, 2019 - 2022, USD Million
TABLE 87 North America Data Labeling Solution and Services Market by Country, 2023 - 2030, USD Million
TABLE 88 US Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 89 US Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 90 US Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 91 US Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 92 US Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 93 US Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 94 US Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 95 US Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 96 US Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 97 US Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 98 Canada Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 99 Canada Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 100 Canada Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 101 Canada Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 102 Canada Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 103 Canada Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 104 Canada Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 105 Canada Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 106 Canada Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 107 Canada Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 108 Mexico Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 109 Mexico Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 110 Mexico Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 111 Mexico Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 112 Mexico Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 113 Mexico Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 114 Mexico Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 115 Mexico Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 116 Mexico Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 117 Mexico Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 118 Rest of North America Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 119 Rest of North America Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 120 Rest of North America Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 121 Rest of North America Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 122 Rest of North America Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 123 Rest of North America Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 124 Rest of North America Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 125 Rest of North America Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 126 Rest of North America Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 127 Rest of North America Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 128 Europe Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 129 Europe Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 130 Europe Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 131 Europe Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 132 Europe Image/Video Market by Country, 2019 - 2022, USD Million
TABLE 133 Europe Image/Video Market by Country, 2023 - 2030, USD Million
TABLE 134 Europe Text Market by Country, 2019 - 2022, USD Million
TABLE 135 Europe Text Market by Country, 2023 - 2030, USD Million
TABLE 136 Europe Audio Market by Country, 2019 - 2022, USD Million
TABLE 137 Europe Audio Market by Country, 2023 - 2030, USD Million
TABLE 138 Europe Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 139 Europe Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 140 Europe Manual Market by Country, 2019 - 2022, USD Million
TABLE 141 Europe Manual Market by Country, 2023 - 2030, USD Million
TABLE 142 Europe Semi-Supervised Market by Country, 2019 - 2022, USD Million
TABLE 143 Europe Semi-Supervised Market by Country, 2023 - 2030, USD Million
TABLE 144 Europe Automatic Market by Country, 2019 - 2022, USD Million
TABLE 145 Europe Automatic Market by Country, 2023 - 2030, USD Million
TABLE 146 Europe Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 147 Europe Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 148 Europe Outsourced Market by Country, 2019 - 2022, USD Million
TABLE 149 Europe Outsourced Market by Country, 2023 - 2030, USD Million
TABLE 150 Europe In-House Market by Country, 2019 - 2022, USD Million
TABLE 151 Europe In-House Market by Country, 2023 - 2030, USD Million
TABLE 152 Europe Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 153 Europe Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 154 Europe IT Market by Country, 2019 - 2022, USD Million
TABLE 155 Europe IT Market by Country, 2023 - 2030, USD Million
TABLE 156 Europe Automotive Market by Country, 2019 - 2022, USD Million
TABLE 157 Europe Automotive Market by Country, 2023 - 2030, USD Million
TABLE 158 Europe Financial Services Market by Country, 2019 - 2022, USD Million
TABLE 159 Europe Financial Services Market by Country, 2023 - 2030, USD Million
TABLE 160 Europe Government Market by Country, 2019 - 2022, USD Million
TABLE 161 Europe Government Market by Country, 2023 - 2030, USD Million
TABLE 162 Europe Healthcare Market by Country, 2019 - 2022, USD Million
TABLE 163 Europe Healthcare Market by Country, 2023 - 2030, USD Million
TABLE 164 Europe Retail Market by Country, 2019 - 2022, USD Million
TABLE 165 Europe Retail Market by Country, 2023 - 2030, USD Million
TABLE 166 Europe Others Market by Country, 2019 - 2022, USD Million
TABLE 167 Europe Others Market by Country, 2023 - 2030, USD Million
TABLE 168 Europe Data Labeling Solution and Services Market by Country, 2019 - 2022, USD Million
TABLE 169 Europe Data Labeling Solution and Services Market by Country, 2023 - 2030, USD Million
TABLE 170 Germany Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 171 Germany Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 172 Germany Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 173 Germany Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 174 Germany Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 175 Germany Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 176 Germany Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 177 Germany Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 178 Germany Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 179 Germany Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 180 UK Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 181 UK Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 182 UK Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 183 UK Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 184 UK Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 185 UK Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 186 UK Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 187 UK Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 188 UK Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 189 UK Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 190 France Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 191 France Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 192 France Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 193 France Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 194 France Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 195 France Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 196 France Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 197 France Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 198 France Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 199 France Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 200 Russia Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 201 Russia Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 202 Russia Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 203 Russia Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 204 Russia Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 205 Russia Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 206 Russia Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 207 Russia Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 208 Russia Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 209 Russia Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 210 Spain Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 211 Spain Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 212 Spain Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 213 Spain Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 214 Spain Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 215 Spain Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 216 Spain Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 217 Spain Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 218 Spain Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 219 Spain Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 220 Italy Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 221 Italy Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 222 Italy Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 223 Italy Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 224 Italy Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 225 Italy Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 226 Italy Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 227 Italy Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 228 Italy Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 229 Italy Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 230 Rest of Europe Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 231 Rest of Europe Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 232 Rest of Europe Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 233 Rest of Europe Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 234 Rest of Europe Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 235 Rest of Europe Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 236 Rest of Europe Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 237 Rest of Europe Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 238 Rest of Europe Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 239 Rest of Europe Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 240 Asia Pacific Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 241 Asia Pacific Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 242 Asia Pacific Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 243 Asia Pacific Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 244 Asia Pacific Image/Video Market by Country, 2019 - 2022, USD Million
TABLE 245 Asia Pacific Image/Video Market by Country, 2023 - 2030, USD Million
TABLE 246 Asia Pacific Text Market by Country, 2019 - 2022, USD Million
TABLE 247 Asia Pacific Text Market by Country, 2023 - 2030, USD Million
TABLE 248 Asia Pacific Audio Market by Country, 2019 - 2022, USD Million
TABLE 249 Asia Pacific Audio Market by Country, 2023 - 2030, USD Million
TABLE 250 Asia Pacific Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 251 Asia Pacific Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 252 Asia Pacific Manual Market by Country, 2019 - 2022, USD Million
TABLE 253 Asia Pacific Manual Market by Country, 2023 - 2030, USD Million
TABLE 254 Asia Pacific Semi-Supervised Market by Country, 2019 - 2022, USD Million
TABLE 255 Asia Pacific Semi-Supervised Market by Country, 2023 - 2030, USD Million
TABLE 256 Asia Pacific Automatic Market by Country, 2019 - 2022, USD Million
TABLE 257 Asia Pacific Automatic Market by Country, 2023 - 2030, USD Million
TABLE 258 Asia Pacific Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 259 Asia Pacific Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 260 Asia Pacific Outsourced Market by Country, 2019 - 2022, USD Million
TABLE 261 Asia Pacific Outsourced Market by Country, 2023 - 2030, USD Million
TABLE 262 Asia Pacific In-House Market by Country, 2019 - 2022, USD Million
TABLE 263 Asia Pacific In-House Market by Country, 2023 - 2030, USD Million
TABLE 264 Asia Pacific Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 265 Asia Pacific Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 266 Asia Pacific IT Market by Country, 2019 - 2022, USD Million
TABLE 267 Asia Pacific IT Market by Country, 2023 - 2030, USD Million
TABLE 268 Asia Pacific Automotive Market by Country, 2019 - 2022, USD Million
TABLE 269 Asia Pacific Automotive Market by Country, 2023 - 2030, USD Million
TABLE 270 Asia Pacific Financial Services Market by Country, 2019 - 2022, USD Million
TABLE 271 Asia Pacific Financial Services Market by Country, 2023 - 2030, USD Million
TABLE 272 Asia Pacific Government Market by Country, 2019 - 2022, USD Million
TABLE 273 Asia Pacific Government Market by Country, 2023 - 2030, USD Million
TABLE 274 Asia Pacific Healthcare Market by Country, 2019 - 2022, USD Million
TABLE 275 Asia Pacific Healthcare Market by Country, 2023 - 2030, USD Million
TABLE 276 Asia Pacific Retail Market by Country, 2019 - 2022, USD Million
TABLE 277 Asia Pacific Retail Market by Country, 2023 - 2030, USD Million
TABLE 278 Asia Pacific Others Market by Country, 2019 - 2022, USD Million
TABLE 279 Asia Pacific Others Market by Country, 2023 - 2030, USD Million
TABLE 280 Asia Pacific Data Labeling Solution and Services Market by Country, 2019 - 2022, USD Million
TABLE 281 Asia Pacific Data Labeling Solution and Services Market by Country, 2023 - 2030, USD Million
TABLE 282 China Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 283 China Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 284 China Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 285 China Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 286 China Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 287 China Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 288 China Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 289 China Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 290 China Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 291 China Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million

TABLE 292 Japan Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 293 Japan Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 294 Japan Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 295 Japan Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 296 Japan Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 297 Japan Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 298 Japan Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 299 Japan Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 300 Japan Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 301 Japan Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 302 India Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 303 India Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 304 India Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 305 India Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 306 India Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 307 India Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 308 India Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 309 India Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 310 India Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 311 India Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 312 South Korea Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 313 South Korea Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 314 South Korea Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 315 South Korea Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 316 South Korea Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 317 South Korea Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 318 South Korea Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 319 South Korea Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 320 South Korea Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 321 South Korea Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 322 Singapore Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 323 Singapore Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 324 Singapore Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 325 Singapore Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 326 Singapore Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 327 Singapore Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 328 Singapore Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 329 Singapore Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 330 Singapore Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 331 Singapore Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 332 Malaysia Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 333 Malaysia Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 334 Malaysia Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 335 Malaysia Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 336 Malaysia Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 337 Malaysia Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 338 Malaysia Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 339 Malaysia Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 340 Malaysia Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 341 Malaysia Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 342 Rest of Asia Pacific Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 343 Rest of Asia Pacific Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 344 Rest of Asia Pacific Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 345 Rest of Asia Pacific Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 346 Rest of Asia Pacific Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 347 Rest of Asia Pacific Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 348 Rest of Asia Pacific Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 349 Rest of Asia Pacific Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 350 Rest of Asia Pacific Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 351 Rest of Asia Pacific Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 352 LAMEA Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 353 LAMEA Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 354 LAMEA Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 355 LAMEA Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 356 LAMEA Image/Video Market by Country, 2019 - 2022, USD Million
TABLE 357 LAMEA Image/Video Market by Country, 2023 - 2030, USD Million
TABLE 358 LAMEA Text Market by Country, 2019 - 2022, USD Million
TABLE 359 LAMEA Text Market by Country, 2023 - 2030, USD Million
TABLE 360 LAMEA Audio Market by Country, 2019 - 2022, USD Million
TABLE 361 LAMEA Audio Market by Country, 2023 - 2030, USD Million
TABLE 362 LAMEA Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 363 LAMEA Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 364 LAMEA Manual Market by Country, 2019 - 2022, USD Million
TABLE 365 LAMEA Manual Market by Country, 2023 - 2030, USD Million
TABLE 366 LAMEA Semi-Supervised Market by Country, 2019 - 2022, USD Million
TABLE 367 LAMEA Semi-Supervised Market by Country, 2023 - 2030, USD Million
TABLE 368 LAMEA Automatic Market by Country, 2019 - 2022, USD Million
TABLE 369 LAMEA Automatic Market by Country, 2023 - 2030, USD Million
TABLE 370 LAMEA Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 371 LAMEA Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 372 LAMEA Outsourced Market by Country, 2019 - 2022, USD Million
TABLE 373 LAMEA Outsourced Market by Country, 2023 - 2030, USD Million
TABLE 374 LAMEA In-House Market by Country, 2019 - 2022, USD Million
TABLE 375 LAMEA In-House Market by Country, 2023 - 2030, USD Million
TABLE 376 LAMEA Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 377 LAMEA Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 378 LAMEA IT Market by Country, 2019 - 2022, USD Million
TABLE 379 LAMEA IT Market by Country, 2023 - 2030, USD Million
TABLE 380 LAMEA Automotive Market by Country, 2019 - 2022, USD Million
TABLE 381 LAMEA Automotive Market by Country, 2023 - 2030, USD Million
TABLE 382 LAMEA Financial Services Market by Country, 2019 - 2022, USD Million
TABLE 383 LAMEA Financial Services Market by Country, 2023 - 2030, USD Million
TABLE 384 LAMEA Government Market by Country, 2019 - 2022, USD Million
TABLE 385 LAMEA Government Market by Country, 2023 - 2030, USD Million
TABLE 386 LAMEA Healthcare Market by Country, 2019 - 2022, USD Million
TABLE 387 LAMEA Healthcare Market by Country, 2023 - 2030, USD Million
TABLE 388 LAMEA Retail Market by Country, 2019 - 2022, USD Million
TABLE 389 LAMEA Retail Market by Country, 2023 - 2030, USD Million
TABLE 390 LAMEA Others Market by Country, 2019 - 2022, USD Million
TABLE 391 LAMEA Others Market by Country, 2023 - 2030, USD Million
TABLE 392 LAMEA Data Labeling Solution and Services Market by Country, 2019 - 2022, USD Million
TABLE 393 LAMEA Data Labeling Solution and Services Market by Country, 2023 - 2030, USD Million
TABLE 394 Brazil Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 395 Brazil Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 396 Brazil Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 397 Brazil Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 398 Brazil Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 399 Brazil Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 400 Brazil Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 401 Brazil Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 402 Brazil Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 403 Brazil Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 404 Argentina Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 405 Argentina Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 406 Argentina Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 407 Argentina Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 408 Argentina Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 409 Argentina Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 410 Argentina Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 411 Argentina Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 412 Argentina Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 413 Argentina Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 414 UAE Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 415 UAE Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 416 UAE Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 417 UAE Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 418 UAE Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 419 UAE Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 420 UAE Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 421 UAE Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 422 UAE Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 423 UAE Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 424 Saudi Arabia Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 425 Saudi Arabia Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 426 Saudi Arabia Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 427 Saudi Arabia Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 428 Saudi Arabia Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 429 Saudi Arabia Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 430 Saudi Arabia Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 431 Saudi Arabia Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 432 Saudi Arabia Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 433 Saudi Arabia Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 434 South Africa Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 435 South Africa Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 436 South Africa Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 437 South Africa Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 438 South Africa Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 439 South Africa Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 440 South Africa Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 441 South Africa Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 442 South Africa Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 443 South Africa Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 444 Nigeria Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 445 Nigeria Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 446 Nigeria Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 447 Nigeria Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 448 Nigeria Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 449 Nigeria Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 450 Nigeria Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 451 Nigeria Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 452 Nigeria Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 453 Nigeria Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 454 Rest of LAMEA Data Labeling Solution and Services Market, 2019 - 2022, USD Million
TABLE 455 Rest of LAMEA Data Labeling Solution and Services Market, 2023 - 2030, USD Million
TABLE 456 Rest of LAMEA Data Labeling Solution and Services Market by Type, 2019 - 2022, USD Million
TABLE 457 Rest of LAMEA Data Labeling Solution and Services Market by Type, 2023 - 2030, USD Million
TABLE 458 Rest of LAMEA Data Labeling Solution and Services Market by Labeling Type, 2019 - 2022, USD Million
TABLE 459 Rest of LAMEA Data Labeling Solution and Services Market by Labeling Type, 2023 - 2030, USD Million
TABLE 460 Rest of LAMEA Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2022, USD Million
TABLE 461 Rest of LAMEA Data Labeling Solution and Services Market by Sourcing Type, 2023 - 2030, USD Million
TABLE 462 Rest of LAMEA Data Labeling Solution and Services Market by Vertical, 2019 - 2022, USD Million
TABLE 463 Rest of LAMEA Data Labeling Solution and Services Market by Vertical, 2023 - 2030, USD Million
TABLE 464 Key Information - Google LLC
TABLE 465 Key Information - Appen Limited
TABLE 466 Key Information - TELUS International
TABLE 467 Key Information - Yandex N.V.
TABLE 468 Key Information - Uber Technologies, Inc.
TABLE 469 Key Information - Zight
TABLE 470 key information - Alegion, Inc.
TABLE 471 Key Information - Scale AI, Inc.
TABLE 472 Key Information - Labelbox, Inc.
TABLE 473 key information - Cogito Tech LLC

List of Figures

FIG 1 Methodology for the research
FIG 2 Global Data Labeling Solution and Services Market, 2019 - 2030, USD Million
FIG 3 Key Factors Impacting the Labeling Solution and Services Market
FIG 4 KBV Cardinal Matrix
FIG 5 Market Share Analysis, 2022
FIG 6 Key Leading Strategies: Percentage Distribution (2019-2023)
FIG 7 Key Strategic Move: (Product Launches and Product Expansions : 2019, Oct - 2023, Feb) Leading Players
FIG 8 Porter's Five Force Analysis: Data Labeling Solution And Services Market
FIG 9 Global Data Labeling Solution and Services Market share by Type, 2022
FIG 10 Global Data Labeling Solution and Services Market share by Type, 2030
FIG 11 Global Data Labeling Solution and Services Market by Type, 2019 - 2030, USD Million
FIG 12 Global Data Labeling Solution and Services Market share by Labeling Type, 2022
FIG 13 Global Data Labeling Solution and Services Market share by Labeling Type, 2030
FIG 14 Global Data Labeling Solution and Services Market by Labeling Type, 2019 - 2030, USD Million
FIG 15 Global Data Labeling Solution and Services Market share by Sourcing Type, 2022
FIG 16 Global Data Labeling Solution and Services Market share by Sourcing Type, 2030
FIG 17 Global Data Labeling Solution and Services Market by Sourcing Type, 2019 - 2030, USD Million
FIG 18 Global Data Labeling Solution and Services Market share by Vertical, 2022
FIG 19 Global Data Labeling Solution and Services Market share by Vertical, 2030
FIG 20 Global Data Labeling Solution and Services Market by Vertical, 2019 - 2030, USD Million
FIG 21 Global Data Labeling Solution and Services Market share by Region, 2022
FIG 22 Global Data Labeling Solution and Services Market share by Region, 2030
FIG 23 Global Data Labeling Solution and Services Market by Region, 2019 - 2030, USD Million
FIG 24 Recent strategies and developments: Google LLC
FIG 25 SWOT Analysis: Alphabet Inc. (Google LLC)
FIG 26 Recent strategies and developments: Appen Limited
FIG 27 SWOT Analysis: Appen Limited
FIG 28 SWOT Analysis: TELUS International
FIG 29 SWOT Analysis: Yandex N.V.
FIG 30 SWOT Analysis: Uber Technologies, Inc.
FIG 31 Recent strategies and developments: Alegion, Inc.
FIG 32 SWOT Analysis: Alegion, Inc.
FIG 33 SWOT Analysis: Scale AI, Inc.
FIG 34 SWOT Analysis: Labelbox, Inc.
FIG 35 SWOT Analysis: Cogito Tech LLC