查看購物車
  • Simplified Chinese
  • English
  • Japanese
  • Korean
封面
市場調查報告書
商品編碼
1338954

資料收集和標籤市場：規模：按資料類型；按行業；按地區；按細分市場預測：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個工作天內

價格

根據 Polaris Market Research 的一項新研究，到 2032 年，全球數據收集和標籤市場規模預計將達到 304.9 億美元。該研究報告提供了對當前市場動態的詳細洞察，並對未來市場成長進行了分析。

由於人工智慧（AI）和機器學習（ML）技術在各個行業中的應用越來越廣泛，資料收集和標籤也越來越多地被採用。對訓練人工智慧和機器學習模型的高精度標記資料集的需求正在推動市場成長。例如，醫療保健產業嚴重依賴影像和音訊資料來開發和訓練用於診斷自動化、基因定序和治療預測的機器學習模型。DefinedCrowd 等公司提供資料標記服務，協助為語音辨識模型建立高度準確的訓練資料。

此外，人們越來越關注開發基於雲端的數據收集和標記平台，該平台能夠從遠端位置收集和標記數據，為企業提供靈活性和可擴展性。例如，資料收集和標籤服務供應商澳鵬提供了一個基於雲端的平台，可實現遠端資料標籤，從而提高效率並降低成本。此外，電子商務和數位購物的興起導致註釋資料收集激增，推動市場成長。

COVID-19 的疫情對市場既有正面的影響，也有負面的影響。線上活動的激增增加了對數據標籤服務的需求，尤其是在醫療保健行業。遠端工作和基於雲端的技術也在加速發展，導致對遠端資料收集和標籤服務的需求增加。然而，由於零售和汽車行業的預算削減，這些行業對數據收集和標籤服務的需求正在減少。整體而言，疫情凸顯了準確、有效率的資料收集和標記服務對人工智慧模型的重要性。

2023 年 3 月，領先的人工智慧高品質資料供應商澳鵬宣布推出三款新產品，包括人類回饋強化學習、文件智慧和自動 NLP 標籤。2023 年 1 月，Amazon Web Services (AWS) 推出了 Amazon SageMaker，這是一項新的資料標記服務，利用機器學習自動執行資料標記任務。它減少了標記大型資料集所需的時間和精力，使企業能夠更有效率地訓練人工智慧模型。

數據收集和標籤市場報告亮點

由於電腦視覺在醫療保健、汽車、媒體和娛樂產業的廣泛使用，預計影像/影片領域將在預測期內保持最高成長。

由於人工智慧應用的廣泛採用以及需要標記良好的資料集來訓練人工智慧模型，IT 領域佔據了最大的市場份額。

由於人工智慧和機器學習技術的採用不斷增加，預計北美在預測期內將顯著增長。

目錄

第 1 章 簡介

第二章執行摘要

第三章研究方法論

第 4 章：全球資料收集與標籤市場洞察

  • 資料收集和標籤市場—產業概況
  • 資料收集和標籤市場動態
    • 驅動因素和機遇
      • 越來越需要使文字和圖像更具互動性和吸引力
      • 人工智慧和機器學習的快速採用
    • 限制因素和挑戰
      • 熟練工人短缺
  • PESTLE分析
  • 數據收集和標籤行業趨勢
  • 價值鏈分析
  • COVID-19 感染的影響分析

第五章全球資料收集和標籤市場（按資料類型）

  • 主要發現
  • 介紹
  • 句子
  • 圖片/影片
  • 聲音的

第六章全球資料收集和標籤市場（按行業）

  • 主要發現
  • 介紹
  • 它
  • 汽車
  • 政府
  • 衛生保健
  • BFSI
  • 零售和電子商務
  • 其他

第七章全球資料收集和標籤市場（按地區）

  • 主要發現
  • 介紹
    • 2019-2032 年按地區劃分的資料收集和標籤市場評估
  • 數據收集和標籤市場 - 北美
    • 北美：2019-2032 年按行業劃分的資料收集和標籤市場
    • 北美：2019-2032 年資料收集和標籤市場（按資料類型）
    • 數據收集和標籤市場——美國
    • 數據收集和標籤市場 - 加拿大
  • 數據收集和標籤市場 - 歐洲
    • 歐洲：2019-2032 年按行業劃分的資料收集和標籤市場
    • 歐洲：資料收集和標籤市場，按資料類型劃分，2019-2032 年
    • 數據收集和標籤市場 - 英國
    • 數據收集和標籤市場 - 法國
    • 數據收集和標籤市場 - 德國
    • 數據收集和標籤市場 - 義大利
    • 資料收集與標籤市場—西班牙
    • 數據收集和標籤市場 - 荷蘭
    • 數據收集和標籤市場 - 俄羅斯
  • 資料收集和標籤市場 - 亞太地區
    • 亞太地區：2019-2032 年按行業劃分的資料收集和標籤市場
    • 亞太地區：2019-2032 年資料收集和標籤市場（按資料類型）
    • 數據收集和標籤市場 - 中國
    • 數據收集和標籤市場——印度
    • 數據收集和標籤市場 - 馬來西亞
    • 數據收集和標籤市場 - 日本
    • 數據收集和標籤市場 - 印度尼西亞
    • 數據收集和標籤市場 - 韓國
  • 資料收集和標籤市場 - 中東和非洲
    • 中東和非洲：2019-2032 年按行業劃分的資料收集和標籤市場
    • 中東和非洲：2019-2032 年資料收集和標籤市場（按資料類型）
    • 資料收集和標籤市場 - 沙烏地阿拉伯
    • 數據收集和標籤市場 - 阿拉伯聯合大公國
    • 數據收集和標籤市場 - 以色列
    • 數據收集和標籤市場——南非
  • 資料收集和標籤市場 - 拉丁美洲
    • 拉丁美洲：2019-2032 年按行業劃分的資料收集和標籤市場
    • 拉丁美洲：2019-2032 年資料收集和標籤市場（按資料類型）
    • 數據收集和標籤市場——墨西哥
    • 數據收集和標籤市場 - 巴西
    • 數據收集和標籤市場——阿根廷

第八章 競爭格局

  • 擴張和收購分析
    • 擴張
    • 獲得
  • 夥伴關係/協作/協議/揭露

第九章公司簡介

  • 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