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市场调查报告书
商品编码
1500033

2024 年资料标籤解决方案与服务全球市场报告

Data Labeling Solution And Services Global Market Report 2024
出版日期: | 出版商: The Business Research Company | 英文 175 Pages | 商品交期: 2-10个工作天内

价格
简介目录

资料标籤解决方案和服务的市场规模预计在未来几年将呈指数级增长。 2028年，将以24.5%的复合年增长率成长至393.5亿美元。预测期内的预期成长归因于物联网设备的普及、边缘运算的进步、自主系统的整合度不断提高、特定产业人工智慧应用的兴起以及对资料隐私和安全性的日益关注。预测期内预计的主要趋势包括人工智慧主导的自动化、混合人机标籤方法的激增、专业垂直解决方案的出现、资料标籤即服务（DLaaS）的扩展以及道德。实践。

由于资料量预计将快速成长，资料标籤解决方案和服务市场预计将继续扩大。资料通常包括数位形式的原始事实和统计数据，由于数位化的提高和互连设备的普及，数据正在迅速增长。管理如此庞大的资料集需要高效的资料标记解决方案和服务来清理、转换和组织资料以进行高效分析。例如，根据美国非营利联盟Linux 基金会 2022 年 12 月发布的报告，平均储存容量高达 20 Petabyte的最终用户组织将在 2021 年实现每年 566 Terabyte的资料成长。达到1,746Terabyte(TB)。同样，储存容量高达 25 Petabyte的组织的年度资料成长量将在 2022 年达到 2,208 TB，是 2021 年的三倍（700 TB）。因此，资料量的快速成长将推动资料标籤解决方案和服务市场的成长。

资料标籤解决方案和服务市场的主要参与者正在开发由大规模语言模型（LLM）支援的平台，以实现资料标籤的自动化并优先提高资料註释过程的效率、准确性和扩充性。 LLM是一种先进的人工智慧系统，可以跨多种语言和领域理解并产生类似人类的文字。例如，美国科技公司 Refuel AI Inc. 于 2023 年 10 月宣布推出 Refuel Cloud 平台，以自动化资料标籤。该平台利用大型语言模型 (LLM) 为各行业大规模自动化资料清理、标记和丰富，为 AI 训练创建干净、准确的标籤，并在几分钟内交付您自己的资料集。 Refuel Cloud 的创新方法允许资料团队以自然语言为资料集指定标籤，从而提高效率并减少人为错误。此外，Refuel Cloud 透过在客户自己的云端或本地环境中进行部署，增强了资料安全性并确保资料隐私和控制。

目录

第一章执行摘要

第二章 市场特点

第三章 市场趋势与策略

第四章宏观经济情景

  • 高通膨对市场的影响
  • 乌克兰与俄罗斯战争对市场的影响
  • COVID-19 对市场的影响

第五章世界市场规模与成长

  • 全球资料标籤解决方案和服务市场：驱动因素和限制因素
    • 市场驱动因素
    • 市场限制因素
  • 全球资料标籤解决方案和服务市场表现：规模和成长，2018-2023 年
  • 全球资料标籤解决方案和服务市场预测：规模和成长，2023-2028，2033F

第六章 市场细分

  • 全球资料标籤解决方案和服务市场：按类型、实际和预测，2018-2023、2023-2028F、2033F
  • 句子
  • 图片或影片
  • 音讯的
  • 全球资料标籤解决方案和服务市场：按标籤类型分類的实际情况和预测，2018-2023、2023-2028F、2033F
  • 手动的
  • 半监督
  • 自动的
  • 全球资料标籤解决方案与服务市场：按采购类型分類的绩效与预测，2018-2023、2023-2028F、2033F
  • 公司内部
  • 外包
  • 全球资料标籤解决方案和服务市场：按行业分類的绩效和预测，2018-2023、2023-2028F、2033F
  • 资讯科技
  • 车
  • 政府
  • 卫生保健
  • 财务业务
  • 零售业
  • 其他行业

第 7 章 区域/国家分析

  • 全球资料标籤解决方案和服务市场：按地区分類的绩效和预测，2018-2023、2023-2028F、2033F
  • 全球资料标籤解决方案和服务市场：按国家/地区分類的绩效和预测，2018-2023、2023-2028F、2033F

第八章亚太市场

第九章 中国市场

第十章 印度市场

第十一章 日本市场

第十二章 澳洲市场

第十三章 印尼市场

第14章 韩国市场

第十五章西欧市场

第十六章英国市场

第十七章 德国市场

第十八章 法国市场

第十九章 义大利市场

第20章 西班牙市场

第21章 东欧市场

第22章 俄罗斯市场

第23章 北美市场

第24章美国市场

第25章加拿大市场

第26章 南美洲市场

第27章 巴西市场

第28章 中东市场

第29章 非洲市场

第三十章 竞争格局及公司概况

  • 资料标籤解决方案与服务市场：竞争格局
  • 资料标籤解决方案与服务市场：公司简介
    • Google LLC
    • Amazon Web Services Inc.
    • International Business Machines Corporation
    • Oracle Corporation
    • Uber Technologies Inc.

第31章 其他大型创新企业

  • Adobe Inc.
  • Telus International
  • CloudFactory Limited
  • iMerit Technology Services Private Limited
  • Databricks Inc.
  • Scale AI Inc.
  • Appen Limited
  • The Hive AI Inc.
  • BigID Inc.
  • Encord LLC
  • Labelbox Inc.
  • SuperAnnotate Inc.
  • Adept Technologies Limited
  • Kili Technology Inc.
  • Label Your Data LLC

第32章竞争基准化分析

第 33 章. 竞争对手仪表板

第三十四章 重大併购

第35章前瞻性与潜力分析

第36章附录

简介目录
Product Code: r17912

Data labeling solutions and services involve the processes and tools utilized to annotate or label raw data, rendering it suitable for machine learning algorithms. These services offer scalable, accurate, and efficient labeling procedures, employing either human annotators or automated algorithms. Their primary objective is to ensure the production of high-quality labeled data, which is indispensable for enhancing the performance of AI models across diverse industries.

The primary categories of data labeling solutions and services include text, image or video, and audio. Text data labeling involves adding annotations or labels to textual data, such as articles, documents, or social media posts, to enhance its comprehension for machine learning algorithms. Labeling methods encompass manual, semi-supervised, and automatic approaches, while sourcing options include in-house and outsourced solutions. These services find applications across various sectors including information technology, automotive, government, healthcare, financial services, retail, and others.

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

The data labeling solution and services market size has grown exponentially in recent years. It will grow from $13.21 billion in 2023 to $16.4 billion in 2024 at a compound annual growth rate (CAGR) of 24.1%. The growth witnessed in the historical period can be credited to several factors including the increasing prominence of machine learning and AI, growing demand for labeled data, the emergence of computer vision applications, the expansion of natural language processing (NLP), and the proliferation of autonomous vehicles and robotics.

The data labeling solution and services market size is expected to see exponential growth in the next few years. It will grow to $39.35 billion in 2028 at a compound annual growth rate (CAGR) of 24.5%. The anticipated growth in the forecast period can be attributed to the widespread adoption of IoT devices, advancements in edge computing, increasing integration of autonomous systems, the rise of industry-specific AI applications, and heightened attention towards data privacy and security. Key trends expected in the forecast period include the incorporation of AI-driven automation, the surge in hybrid human-machine labeling approaches, the emergence of specialized vertical solutions, the expansion of data labeling-as-a-service (DLaaS), and a greater emphasis on ethical and bias-aware labeling practices.

The anticipated surge in data volume is set to propel the expansion of the data labeling solution and services market in the future. Data, encompassing raw facts and statistics often in digital form, is experiencing rapid growth due to increased digitalization and the proliferation of interconnected devices. Managing such vast datasets requires efficient data labeling solutions and services to clean, transform, and organize data for analysis effectively. For instance, in December 2022, according to a report published by the Linux Foundation, a US-based non-profit consortium, an average end-user organization with a storage capacity of up to 20 petabytes experienced annual data growth of 566 terabytes (TB) in 2021 and 1,746 terabyte (TB) in 2022. Similarly, annual data growth for organizations with a storage capacity of up to 25 petabytes reached a significant 2,208 TB in 2022, three times more than in 2021 (700 TB). Therefore, the rapidly growing volume of data will drive the growth of the data labeling solution and services market.

Key players in the data labeling solution and services market are prioritizing the development of platforms featuring Large Language Models (LLMs) to automate data labeling, thereby enhancing efficiency, accuracy, and scalability in data annotation processes. LLMs are advanced AI systems capable of understanding and generating human-like text across different languages and domains. For instance, in October 2023, Refuel AI Inc., a US-based technology company, launched the Refuel Cloud platform to automate data labeling. This platform leverages Large Language Models (LLMs) to automate data cleaning, labeling, and enrichment at scale for various industries, providing clean and accurately labeled datasets for AI training in minutes. Refuel Cloud's innovative approach allows data teams to specify dataset labels in natural language, enhancing efficiency and reducing human error. Additionally, Refuel Cloud offers enhanced data security by enabling deployment within a customer's own cloud or on-premises environment, ensuring data privacy and control.

In July 2021, Telus International, a Canada-based technology company, acquired Playment, an India-based provider of data labeling and annotation services. This strategic acquisition enhances Telus International's capability to meet the growing demand for diverse datasets and solidifies its position as a global leader in the data annotation market.

Major companies operating in the data labeling solution and services market are Google LLC, Amazon Web Services Inc., International Business Machines Corporation, Oracle Corporation, Uber Technologies Inc., Adobe Inc., Telus International, CloudFactory Limited, iMerit Technology Services Private Limited, Databricks Inc., Scale AI Inc., Appen Limited, The Hive AI Inc., BigID Inc., Encord LLC, Labelbox Inc., SuperAnnotate Inc., Adept Technologies Limited, Kili Technology Inc., Label Your Data LLC, Alegion Inc., SuperbAI Inc., Pure Moderation LLC, Data Labeler LLC, AI Data Innovations Inc., Amazon Mechanical Turk Inc., Cogito Tech LLC, Labellerr Inc., KeyMakr Inc.

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

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

The data labeling solution and services market consists of revenues earned by entities by providing services such as text annotation services, audio annotation services, video annotation services, sensor data annotation, and quality assurance and data validation processes. 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 Labeling Solution And Services 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 labeling solution and services 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

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  • 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.
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  • 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 labeling solution and services ? How does the market relate to the overall economy, demography and other similar markets? What forces will shape the market going forward? The data labeling solution and services 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 Type: Text; Image Or Video; Audio
  • 2) By Labeling Type: Manual; Semi-Supervised; Automatic
  • 3) By Sourcing Type: In-House; Outsourced
  • 4) By Vertical: Information Technology; Automotive; Government; Healthcare; Financial Services; Retails; Other Verticals
  • Companies Mentioned: Google LLC; Amazon Web Services Inc.; International Business Machines Corporation; Oracle Corporation; Uber Technologies 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.

Table of Contents

1. Executive Summary

2. Data Labeling Solution And Services Market Characteristics

3. Data Labeling Solution And Services Market Trends And Strategies

4. Data Labeling Solution And Services 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 Labeling Solution And Services Market Size and Growth

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

6. Data Labeling Solution And Services Market Segmentation

  • 6.1. Global Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • Text
  • Image Or Video
  • Audio
  • 6.2. Global Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • Manual
  • Semi-Supervised
  • Automatic
  • 6.3. Global Data Labeling Solution And Services Market, Segmentation By Sourcing Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • In-House
  • Outsourced
  • 6.4. Global Data Labeling Solution And Services Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • Information Technology
  • Automotive
  • Government
  • Healthcare
  • Financial Services
  • Retails
  • Other Verticals

7. Data Labeling Solution And Services Market Regional And Country Analysis

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

8. Asia-Pacific Data Labeling Solution And Services Market

  • 8.1. Asia-Pacific Data Labeling Solution And Services 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 Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 8.3. Asia-Pacific Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 8.4. Asia-Pacific Data Labeling Solution And Services Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

9. China Data Labeling Solution And Services Market

  • 9.1. China Data Labeling Solution And Services Market Overview
  • 9.2. China Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F,$ Billion
  • 9.3. China Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F,$ Billion
  • 9.4. China Data Labeling Solution And Services Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F,$ Billion

10. India Data Labeling Solution And Services Market

  • 10.1. India Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 10.2. India Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 10.3. India Data Labeling Solution And Services Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

11. Japan Data Labeling Solution And Services Market

  • 11.1. Japan Data Labeling Solution And Services Market Overview
  • 11.2. Japan Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 11.3. Japan Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 11.4. Japan Data Labeling Solution And Services Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

12. Australia Data Labeling Solution And Services Market

  • 12.1. Australia Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 12.2. Australia Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 12.3. Australia Data Labeling Solution And Services Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

13. Indonesia Data Labeling Solution And Services Market

  • 13.1. Indonesia Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 13.2. Indonesia Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 13.3. Indonesia Data Labeling Solution And Services Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

14. South Korea Data Labeling Solution And Services Market

  • 14.1. South Korea Data Labeling Solution And Services Market Overview
  • 14.2. South Korea Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 14.3. South Korea Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 14.4. South Korea Data Labeling Solution And Services Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

15. Western Europe Data Labeling Solution And Services Market

  • 15.1. Western Europe Data Labeling Solution And Services Market Overview
  • 15.2. Western Europe Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 15.3. Western Europe Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 15.4. Western Europe Data Labeling Solution And Services Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

16. UK Data Labeling Solution And Services Market

  • 16.1. UK Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 16.2. UK Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 16.3. UK Data Labeling Solution And Services Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

17. Germany Data Labeling Solution And Services Market

  • 17.1. Germany Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 17.2. Germany Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 17.3. Germany Data Labeling Solution And Services Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

18. France Data Labeling Solution And Services Market

  • 18.1. France Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 18.2. France Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 18.3. France Data Labeling Solution And Services Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

19. Italy Data Labeling Solution And Services Market

  • 19.1. Italy Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 19.2. Italy Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 19.3. Italy Data Labeling Solution And Services Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

20. Spain Data Labeling Solution And Services Market

  • 20.1. Spain Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 20.2. Spain Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 20.3. Spain Data Labeling Solution And Services Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

21. Eastern Europe Data Labeling Solution And Services Market

  • 21.1. Eastern Europe Data Labeling Solution And Services Market Overview
  • 21.2. Eastern Europe Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 21.3. Eastern Europe Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 21.4. Eastern Europe Data Labeling Solution And Services Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

22. Russia Data Labeling Solution And Services Market

  • 22.1. Russia Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 22.2. Russia Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 22.3. Russia Data Labeling Solution And Services Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

23. North America Data Labeling Solution And Services Market

  • 23.1. North America Data Labeling Solution And Services Market Overview
  • 23.2. North America Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 23.3. North America Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 23.4. North America Data Labeling Solution And Services Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

24. USA Data Labeling Solution And Services Market

  • 24.1. USA Data Labeling Solution And Services Market Overview
  • 24.2. USA Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 24.3. USA Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 24.4. USA Data Labeling Solution And Services Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

25. Canada Data Labeling Solution And Services Market

  • 25.1. Canada Data Labeling Solution And Services Market Overview
  • 25.2. Canada Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 25.3. Canada Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 25.4. Canada Data Labeling Solution And Services Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

26. South America Data Labeling Solution And Services Market

  • 26.1. South America Data Labeling Solution And Services Market Overview
  • 26.2. South America Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 26.3. South America Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 26.4. South America Data Labeling Solution And Services Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

27. Brazil Data Labeling Solution And Services Market

  • 27.1. Brazil Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 27.2. Brazil Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 27.3. Brazil Data Labeling Solution And Services Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

28. Middle East Data Labeling Solution And Services Market

  • 28.1. Middle East Data Labeling Solution And Services Market Overview
  • 28.2. Middle East Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 28.3. Middle East Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 28.4. Middle East Data Labeling Solution And Services Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

29. Africa Data Labeling Solution And Services Market

  • 29.1. Africa Data Labeling Solution And Services Market Overview
  • 29.2. Africa Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 29.3. Africa Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 29.4. Africa Data Labeling Solution And Services Market, Segmentation By Vertical, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

30. Data Labeling Solution And Services Market Competitive Landscape And Company Profiles

  • 30.1. Data Labeling Solution And Services Market Competitive Landscape
  • 30.2. Data Labeling Solution And Services 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. 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. Uber Technologies 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 Labeling Solution And Services Market Other Major And Innovative Companies

  • 31.1. Adobe Inc.
  • 31.2. Telus International
  • 31.3. CloudFactory Limited
  • 31.4. iMerit Technology Services Private Limited
  • 31.5. Databricks Inc.
  • 31.6. Scale AI Inc.
  • 31.7. Appen Limited
  • 31.8. The Hive AI Inc.
  • 31.9. BigID Inc.
  • 31.10. Encord LLC
  • 31.11. Labelbox Inc.
  • 31.12. SuperAnnotate Inc.
  • 31.13. Adept Technologies Limited
  • 31.14. Kili Technology Inc.
  • 31.15. Label Your Data LLC

32. Global Data Labeling Solution And Services Market Competitive Benchmarking

33. Global Data Labeling Solution And Services Market Competitive Dashboard

34. Key Mergers And Acquisitions In The Data Labeling Solution And Services Market

35. Data Labeling Solution And Services Market Future Outlook and Potential Analysis

  • 35.1 Data Labeling Solution And Services Market In 2028 - Countries Offering Most New Opportunities
  • 35.2 Data Labeling Solution And Services Market In 2028 - Segments Offering Most New Opportunities
  • 35.3 Data Labeling Solution And Services Market In 2028 - Growth Strategies
    • 35.3.1 Market Trend Based Strategies
    • 35.3.2 Competitor Strategies

36. Appendix

  • 36.1. Abbreviations
  • 36.2. Currencies
  • 36.3. Historic And Forecast Inflation Rates
  • 36.4. Research Inquiries
  • 36.5. The Business Research Company
  • 36.6. Copyright And Disclaimer