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市场调查报告书
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1338954

资料收集和标籤市场：规模：按资料类型；按行业；按地区；按细分市场预测：2023-2032

Data Collection and Labeling Market Size, By Data Type (Audio, Image/ Video, Text); By Vertical (IT, Automotive, Government, Healthcare, BFSI, Retail & E-commerce, Others); By Region; Segment Forecast, 2023 - 2032
出版日期: | 出版商: Polaris Market Research | 英文 118 Pages | 商品交期: 最快1-2个工作天内

价格

根据 Polaris Market Research 的一项新研究，到 2032 年，全球数据收集和标籤市场规模预计将达到 304.9 亿美元。该研究报告提供了对当前市场动态的详细洞察，并对未来市场成长进行了分析。

由于人工智慧（AI）和机器学习（ML）技术在各个行业中的应用越来越广泛，资料收集和标籤也越来越多地被采用。对训练人工智慧和机器学习模型的高精度标记资料集的需求正在推动市场成长。例如，医疗保健产业严重依赖影像和音讯资料来开发和训练用于诊断自动化、基因定序和治疗预测的机器学习模型。DefinedCrowd 等公司提供资料标记服务，协助为语音辨识模型建立高度准确的训练资料。

此外，人们越来越关注开发基于云端的数据收集和标记平台，该平台能够从远端位置收集和标记数据，为企业提供灵活性和可扩展性。例如，资料收集和标籤服务供应商澳鹏提供了一个基于云端的平台，可实现远端资料标籤，从而提高效率并降低成本。此外，电子商务和数位购物的兴起导致註释资料收集激增，推动市场成长。

COVID-19 的疫情对市场既有正面的影响，也有负面的影响。线上活动的激增增加了对数据标籤服务的需求，尤其是在医疗保健行业。远端工作和基于云端的技术也在加速发展，导致对远端资料收集和标籤服务的需求增加。然而，由于零售和汽车行业的预算削减，这些行业对数据收集和标籤服务的需求正在减少。整体而言，疫情凸显了准确、有效率的资料收集和标记服务对人工智慧模型的重要性。

2023 年 3 月，领先的人工智慧高品质资料供应商澳鹏宣布推出三款新产品，包括人类回馈强化学习、文件智慧和自动 NLP 标籤。2023 年 1 月，Amazon Web Services (AWS) 推出了 Amazon SageMaker，这是一项新的资料标记服务，利用机器学习自动执行资料标记任务。它减少了标记大型资料集所需的时间和精力，使企业能够更有效率地训练人工智慧模型。

数据收集和标籤市场报告亮点

由于电脑视觉在医疗保健、汽车、媒体和娱乐产业的广泛使用，预计影像/影片领域将在预测期内保持最高成长。

由于人工智慧应用的广泛采用以及需要标记良好的资料集来训练人工智慧模型，IT 领域占据了最大的市场份额。

由于人工智慧和机器学习技术的采用不断增加，预计北美在预测期内将显着增长。

目录

第 1 章 简介

第二章执行摘要

第三章研究方法论

第 4 章：全球资料收集与标籤市场洞察

  • 资料收集和标籤市场—产业概况
  • 资料收集和标籤市场动态
    • 驱动因素和机遇
      • 越来越需要使文字和图像更具互动性和吸引力
      • 人工智慧和机器学习的快速采用
    • 限制因素和挑战
      • 熟练工人短缺
  • PESTLE分析
  • 数据收集和标籤行业趋势
  • 价值链分析
  • COVID-19 感染的影响分析

第五章全球资料收集和标籤市场（按资料类型）

  • 主要发现
  • 介绍
  • 句子
  • 图片/影片
  • 声音的

第六章全球资料收集和标籤市场（按行业）

  • 主要发现
  • 介绍
  • 它
  • 汽车
  • 政府
  • 卫生保健
  • BFSI
  • 零售和电子商务
  • 其他

第七章全球资料收集和标籤市场（按地区）

  • 主要发现
  • 介绍
    • 2019-2032 年按地区划分的资料收集和标籤市场评估
  • 数据收集和标籤市场 - 北美
    • 北美：2019-2032 年按行业划分的资料收集和标籤市场
    • 北美：2019-2032 年资料收集和标籤市场（按资料类型）
    • 数据收集和标籤市场——美国
    • 数据收集和标籤市场 - 加拿大
  • 数据收集和标籤市场 - 欧洲
    • 欧洲：2019-2032 年按行业划分的资料收集和标籤市场
    • 欧洲：资料收集和标籤市场，按资料类型划分，2019-2032 年
    • 数据收集和标籤市场 - 英国
    • 数据收集和标籤市场 - 法国
    • 数据收集和标籤市场 - 德国
    • 数据收集和标籤市场 - 义大利
    • 资料收集与标籤市场—西班牙
    • 数据收集和标籤市场 - 荷兰
    • 数据收集和标籤市场 - 俄罗斯
  • 资料收集和标籤市场 - 亚太地区
    • 亚太地区：2019-2032 年按行业划分的资料收集和标籤市场
    • 亚太地区：2019-2032 年资料收集和标籤市场（按资料类型）
    • 数据收集和标籤市场 - 中国
    • 数据收集和标籤市场——印度
    • 数据收集和标籤市场 - 马来西亚
    • 数据收集和标籤市场 - 日本
    • 数据收集和标籤市场 - 印度尼西亚
    • 数据收集和标籤市场 - 韩国
  • 资料收集和标籤市场 - 中东和非洲
    • 中东和非洲：2019-2032 年按行业划分的资料收集和标籤市场
    • 中东和非洲：2019-2032 年资料收集和标籤市场（按资料类型）
    • 资料收集和标籤市场 - 沙乌地阿拉伯
    • 数据收集和标籤市场 - 阿拉伯联合大公国
    • 数据收集和标籤市场 - 以色列
    • 数据收集和标籤市场——南非
  • 资料收集和标籤市场 - 拉丁美洲
    • 拉丁美洲：2019-2032 年按行业划分的资料收集和标籤市场
    • 拉丁美洲：2019-2032 年资料收集和标籤市场（按资料类型）
    • 数据收集和标籤市场——墨西哥
    • 数据收集和标籤市场 - 巴西
    • 数据收集和标籤市场——阿根廷

第八章 竞争格局

  • 扩张和收购分析
    • 扩张
    • 获得
  • 伙伴关係/协作/协议/揭露

第九章公司简介

  • Lionbridge
  • Appen
  • Amazon Mechanical Turk
  • Labelbox
  • Scale AI
  • CloudFactory
  • Cognizant
  • HCL Technologies
  • Infosys
  • Tech Mahindra
  • Wipro
  • iMerit
  • Playment
  • SuperAnnotate
  • Samasource
Product Code: PM3398

The global data collection and labeling market size is expected to reach USD 30.49 billion by 2032, according to a new study by Polaris Market Research. The report "Data Collection and Labeling Market Size, By Data Type (Audio, Image/ Video, Text); By Vertical (IT, Automotive, Government, Healthcare, BFSI, Retail & E-commerce, Others); By Region; Segment Forecast, 2023 - 2032" gives a detailed insight into current market dynamics and provides analysis on future market growth.

Data collection and labeling are being increasingly adopted due to the increasing adoption of artificial intelligence (AI) and machine learning (ML) technology in various industries. The demand for highly accurate and well-labeled datasets for training AI and ML models is driving the growth of the market. For example, the healthcare industry relies heavily on image and voice data to develop and train machine-learning models for diagnostic automation, gene sequencing, and treatment prediction. Companies like DefinedCrowd provide data labeling services that help create highly accurate training data for voice recognition models.

Additionally, the increasing focus on the development of cloud-based platforms for data collection and labeling allows for remote data collection and labeling, providing flexibility and scalability to companies. For instance, Appen, a provider of data collection and labeling services, offers a cloud-based platform that enables remote data labeling, improving efficiency and reducing costs. Moreover, the rise of e-commerce and digital shopping has led to a surge in data collection for annotation, driving the growth of the market.

COVID-19 pandemic has both positively and negatively impacted the market. The surge in online activities has increased demand for data labeling services, especially in the healthcare industry. Remote work and cloud-based technologies have also accelerated, leading to increased demand for remote data collection and labeling services. However, budget cuts in industries such as retail and automotive have reduced demand for data collection and labeling services in those areas. Overall, the pandemic has emphasized the importance of accurate and efficient data collection and labeling services for AI models.

In March 2023, Appen, a leading provider of high-quality data for AI, announced the launch of three new products in March 2023, including Reinforcement Learning with Human Feedback, Document Intelligence, & Automated NLP Labeling. In January 2023, Amazon Web Services (AWS) launched Amazon SageMaker, a new data labeling service that uses machine learning to automate data labeling tasks. It reduces the time and effort required to label large datasets, allowing businesses to train their AI models more efficiently and effectively.

Data Collection and Labeling market Report Highlights

The image/video segment expected to hold largest growth throughout the forecast period due to the growing use of computer vision in the healthcare, automotive, media, and entertainment industries.

The IT Segment is accounted for the largest market share due to the widespread adoption of AI applications and the need for well-labelled datasets to train AI models.

North America accounted to witness significant growth over the projected period due to the increasing adoption of AI and machine learning technology.

The global players include: Lionbridge, Appen, Amazon Mechanical Turk, Labelbox, and Scale AI.

Polaris Market Research has segmented the Data Collection and Labeling market report based on data type, vertical and region:

Data Collection and Labeling, Data type Outlook (Revenue, USD Billion, 2019 - 2032)

  • Text
  • Image/ Video
  • Audio

Data Collection and Labeling, Vertical Outlook (Revenue, USD Billion, 2019 - 2032)

  • IT
  • Automotive
  • Government
  • Healthcare
  • BFSI
  • Retail & E-commerce
  • Others

Data Collection and Labeling, Regional Outlook (Revenue - USD Billion, 2019 - 2032)

  • North America
  • U.S.
  • Canada
  • Europe
  • Germany
  • UK
  • France
  • Italy
  • Spain
  • Russia
  • Netherlands
  • Asia Pacific
  • China
  • India
  • Japan
  • South Korea
  • Indonesia
  • Malaysia
  • Latin America
  • Argentina
  • Brazil
  • Mexico
  • Middle East & Africa
  • UAE
  • Saudi Arabia
  • Israel
  • South Africa

Table of Contents

1. Introduction

  • 1.1. Report Description
    • 1.1.1. Objectives of the Study
    • 1.1.2. Market Scope
    • 1.1.3. Assumptions
  • 1.2. Stakeholders

2. Executive Summary

  • 2.1. Market Highlights

3. Research Methodology

  • 3.1. Overview
    • 3.1.1. Data Mining
  • 3.2. Data Sources
    • 3.2.1. Primary Sources
    • 3.2.2. Secondary Sources

4. Global Data Collection and Labeling Market Insights

  • 4.1. Data Collection and Labeling Market - Industry Snapshot
  • 4.2. Data Collection and Labeling Market Dynamics
    • 4.2.1. Drivers and Opportunities
      • 4.2.1.1. Growing need to make text/ image more interactive and engaging
      • 4.2.1.2. Rapid penetration of AI and machine learning
    • 4.2.2. Restraints and Challenges
      • 4.2.2.1. Lack of skilled labor
  • 4.3. Porter's Five Forces Analysis
    • 4.3.1. Bargaining Power of Suppliers (Moderate)
    • 4.3.2. Threats of New Entrants: (Low)
    • 4.3.3. Bargaining Power of Buyers (Moderate)
    • 4.3.4. Threat of Substitute (Moderate)
    • 4.3.5. Rivalry among existing firms (High)
  • 4.4. PESTLE Analysis
  • 4.5. Data Collection and Labeling Industry trends
  • 4.6. Value Chain Analysis
  • 4.7. COVID-19 Impact Analysis

5. Global Data Collection and Labeling Market, by Data Type

  • 5.1. Key Findings
  • 5.2. Introduction
    • 5.2.1. Global Data Collection and Labeling, by Data Type, 2019-2032 (USD Billion)
  • 5.3. Text
    • 5.3.1. Global Data Collection and Labeling Market, by Text, by Region, 2019-2032 (USD Billion)
  • 5.4. Image/ Video
    • 5.4.1. Global Data Collection and Labeling Market, by Image/ Video, by Region, 2019-2032 (USD Billion)
  • 5.5. Audio
    • 5.5.1. Global Data Collection and Labeling Market, by Audio, by Region, 2019-2032 (USD Billion)

6. Global Data Collection and Labeling Market, by Vertical

  • 6.1. Key Findings
  • 6.2. Introduction
    • 6.2.1. Global Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
  • 6.3. IT
    • 6.3.1. Global Data Collection and Labeling Market, by IT, by Region, 2019-2032 (USD Billion)
  • 6.4. Automotive
    • 6.4.1. Global Data Collection and Labeling Market, by Automotive, by Region, 2019-2032 (USD Billion)
  • 6.5. Government
    • 6.5.1. Global Data Collection and Labeling Market, by Government, by Region, 2019-2032 (USD Billion)
  • 6.6. Healthcare
    • 6.6.1. Global Data Collection and Labeling Market, by Healthcare, by Region, 2019-2032 (USD Billion)
  • 6.7. BFSI
    • 6.7.1. Global Data Collection and Labeling Market, by BFSI, by Region, 2019-2032 (USD Billion)
  • 6.8. Retail & E-commerce
    • 6.8.1. Global Data Collection and Labeling Market, by Retail & E-commerce, by Region, 2019-2032 (USD Billion)
  • 6.9. Others
    • 6.9.1. Global Data Collection and Labeling Market, by Others, by Region, 2019-2032 (USD Billion)

7. Global Data Collection and Labeling Market, by Geography

  • 7.1. Key findings
  • 7.2. Introduction
    • 7.2.1. Data Collection and Labeling Market Assessment, By Geography, 2019-2032 (USD Billion)
  • 7.3. Data Collection and Labeling Market - North America
    • 7.3.1. North America: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
    • 7.3.2. North America: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
    • 7.3.3. Data Collection and Labeling Market - U.S.
      • 7.3.3.1. U.S.: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
      • 7.3.3.2. U.S.: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
    • 7.3.4. Data Collection and Labeling Market - Canada
      • 7.3.4.1. Canada: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
      • 7.3.4.2. Canada: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
  • 7.4. Data Collection and Labeling Market - Europe
    • 7.4.1. Europe: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
    • 7.4.2. Europe: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
    • 7.4.3. Data Collection and Labeling Market - UK
      • 7.4.3.1. UK: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
      • 7.4.3.2. UK: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
    • 7.4.4. Data Collection and Labeling Market - France
      • 7.4.4.1. France: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
      • 7.4.4.2. France: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
    • 7.4.5. Data Collection and Labeling Market - Germany
      • 7.4.5.1. Germany: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
      • 7.4.5.2. Germany: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
    • 7.4.6. Data Collection and Labeling Market - Italy
      • 7.4.6.1. Italy: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
      • 7.4.6.2. Italy: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
    • 7.4.7. Data Collection and Labeling Market - Spain
      • 7.4.7.1. Spain: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
      • 7.4.7.2. Spain: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
    • 7.4.8. Data Collection and Labeling Market - Netherlands
      • 7.4.8.1. Netherlands: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
      • 7.4.8.2. Netherlands: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
    • 7.4.9. Data Collection and Labeling Market - Russia
      • 7.4.9.1. Russia: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
      • 7.4.9.2. Russia: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
  • 7.5. Data Collection and Labeling Market - Asia Pacific
    • 7.5.1. Asia Pacific: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
    • 7.5.2. Asia Pacific: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
    • 7.5.3. Data Collection and Labeling Market - China
      • 7.5.3.1. China: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
      • 7.5.3.2. China: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
    • 7.5.4. Data Collection and Labeling Market - India
      • 7.5.4.1. India: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
      • 7.5.4.2. India: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
    • 7.5.5. Data Collection and Labeling Market - Malaysia
      • 7.5.5.1. Malaysia: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
      • 7.5.5.2. Malaysia: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
    • 7.5.6. Data Collection and Labeling Market - Japan
      • 7.5.6.1. Japan: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
      • 7.5.6.2. Japan: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
    • 7.5.7. Data Collection and Labeling Market - Indonesia
      • 7.5.7.1. Indonesia: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
      • 7.5.7.2. Indonesia: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
    • 7.5.8. Data Collection and Labeling Market - South Korea
      • 7.5.8.1. South Korea: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
      • 7.5.8.2. South Korea: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
  • 7.6. Data Collection and Labeling Market - Middle East & Africa
    • 7.6.1. Middle East & Africa: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
    • 7.6.2. Middle East & Africa: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
    • 7.6.3. Data Collection and Labeling Market - Saudi Arabia
      • 7.6.3.1. Saudi Arabia: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
      • 7.6.3.2. Saudi Arabia: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
    • 7.6.4. Data Collection and Labeling Market - UAE
      • 7.6.4.1. UAE: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
      • 7.6.4.2. UAE: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
    • 7.6.5. Data Collection and Labeling Market - Israel
      • 7.6.5.1. Israel: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
      • 7.6.5.2. Israel: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
    • 7.6.6. Data Collection and Labeling Market - South Africa
      • 7.6.6.1. South Africa: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
      • 7.6.6.2. South Africa: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
  • 7.7. Data Collection and Labeling Market - Latin America
    • 7.7.1. Latin America: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
    • 7.7.2. Latin America: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
    • 7.7.3. Data Collection and Labeling Market - Mexico
      • 7.7.3.1. Mexico: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
      • 7.7.3.2. Mexico: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
    • 7.7.4. Data Collection and Labeling Market - Brazil
      • 7.7.4.1. Brazil: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
      • 7.7.4.2. Brazil: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
    • 7.7.5. Data Collection and Labeling Market - Argentina
      • 7.7.5.1. Argentina: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
      • 7.7.5.2. Argentina: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)

8. Competitive Landscape

  • 8.1. Expansion and Acquisition Analysis
    • 8.1.1. Expansion
    • 8.1.2. Acquisitions
  • 8.2. Partnerships/Collaborations/Agreements/Exhibitions

9. Company Profiles

  • 9.1. Lionbridge
    • 9.1.1. Company Overview
    • 9.1.2. Financial Performance
    • 9.1.3. Product Benchmarking
    • 9.1.4. Recent Development
  • 9.2. Appen
    • 9.2.1. Company Overview
    • 9.2.2. Financial Performance
    • 9.2.3. Product Benchmarking
    • 9.2.4. Recent Development
  • 9.3. Amazon Mechanical Turk
    • 9.3.1. Company Overview
    • 9.3.2. Financial Performance
    • 9.3.3. Product Benchmarking
    • 9.3.4. Recent Development
  • 9.4. Labelbox
    • 9.4.1. Company Overview
    • 9.4.2. Financial Performance
    • 9.4.3. Product Benchmarking
    • 9.4.4. Recent Development
  • 9.5. Scale AI
    • 9.5.1. Company Overview
    • 9.5.2. Financial Performance
    • 9.5.3. Product Benchmarking
    • 9.5.4. Recent Development
  • 9.6. CloudFactory
    • 9.6.1. Company Overview
    • 9.6.2. Financial Performance
    • 9.6.3. Product Benchmarking
    • 9.6.4. Recent Development
  • 9.7. Cognizant
    • 9.7.1. Company Overview
    • 9.7.2. Financial Performance
    • 9.7.3. Product Benchmarking
    • 9.7.4. Recent Development
  • 9.8. HCL Technologies
    • 9.8.1. Company Overview
    • 9.8.2. Financial Performance
    • 9.8.3. Product Benchmarking
    • 9.8.4. Recent Development
  • 9.9. Infosys
    • 9.9.1. Company Overview
    • 9.9.2. Financial Performance
    • 9.9.3. Product Benchmarking
    • 9.9.4. Recent Development
  • 9.10. Tech Mahindra
    • 9.10.1. Company Overview
    • 9.10.2. Financial Performance
    • 9.10.3. Product Benchmarking
    • 9.10.4. Recent Development
  • 9.11. Wipro
    • 9.11.1. Company Overview
    • 9.11.2. Financial Performance
    • 9.11.3. Product Benchmarking
    • 9.11.4. Recent Development
  • 9.12. iMerit
    • 9.12.1. Company Overview
    • 9.12.2. Financial Performance
    • 9.12.3. Product Benchmarking
    • 9.12.4. Recent Development
  • 9.13. Playment
    • 9.13.1. Company Overview
    • 9.13.2. Financial Performance
    • 9.13.3. Product Benchmarking
    • 9.13.4. Recent Development
  • 9.14. SuperAnnotate
    • 9.14.1. Company Overview
    • 9.14.2. Financial Performance
    • 9.14.3. Product Benchmarking
    • 9.14.4. Recent Development
  • 9.15. Samasource
    • 9.15.1. Company Overview
    • 9.15.2. Financial Performance
    • 9.15.3. Product Benchmarking
    • 9.15.4. Recent Development

List of Tables

  • Table 1 Global Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
  • Table 2 Global Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
  • Table 3 Data Collection and Labeling Market Assessment, By Geography, 2019-2032 (USD Billion)
  • Table 4 North America: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
  • Table 5 North America: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
  • Table 6 U.S.: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
  • Table 7 U.S.: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
  • Table 8 Canada: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
  • Table 9 Canada: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
  • Table 10 Europe: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
  • Table 11 Europe: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
  • Table 12 UK: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
  • Table 13 UK: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
  • Table 14 France: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
  • Table 15 France: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
  • Table 16 Germany: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
  • Table 17 Germany: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
  • Table 18 Italy: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
  • Table 19 Italy: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
  • Table 20 Spain: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
  • Table 21 Spain: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
  • Table 22 Netherlands: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
  • Table 23 Netherlands: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
  • Table 24 Russia: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
  • Table 25 Russia: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
  • Table 26 Asia Pacific: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
  • Table 27 Asia Pacific: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
  • Table 28 China: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
  • Table 29 China: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
  • Table 30 India: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
  • Table 31 India: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
  • Table 32 Malaysia: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
  • Table 33 Malaysia: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
  • Table 34 Japan: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
  • Table 35 Japan: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
  • Table 36 Indonesia: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
  • Table 37 Indonesia: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
  • Table 38 South Korea: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
  • Table 39 South Korea: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
  • Table 40 Middle East & Africa: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
  • Table 41 Middle East & Africa: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
  • Table 42 Saudi Arabia: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
  • Table 43 Saudi Arabia: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
  • Table 44 UAE: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
  • Table 45 UAE: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
  • Table 46 Israel: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
  • Table 47 Israel: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
  • Table 48 South Africa: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
  • Table 49 South Africa: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
  • Table 50 Latin America: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
  • Table 51 Latin America: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
  • Table 52 Mexico: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
  • Table 53 Mexico: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
  • Table 54 Brazil: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
  • Table 55 Brazil: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
  • Table 56 Argentina: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
  • Table 57 Argentina: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)

List of Figures

  • Figure 1 Global Data Collection and Labeling Market, 2019-2032 (USD Billion)
  • Figure 2 Integrated Ecosystem
  • Figure 3 Research Methodology: Top-Down & Bottom-Up Approach
  • Figure 4 Market by Geography
  • Figure 5 Porter's Five Forces
  • Figure 6 Market by Vertical
  • Figure 7 Global Data Collection and Labeling Market, by Vertical, 2022 & 2032 (USD Billion)
  • Figure 8 Market by Data Type
  • Figure 9 Global Data Collection and Labeling Market, by Data Type, 2022 & 2032 (USD Billion)
  • Figure 10 Data Collection and Labeling Market Assessment, By Geography, 2019-2032 (USD Billion)
  • Figure 11 Strategic Analysis - Data Collection and Labeling Market