數據註釋工具市場規模:按數據類型(圖像/視頻、文本、音頻)、註釋方法(手動、自動)、最終用途和全球預測,2023-2032 年
市場調查報告書
商品編碼
1279005

數據註釋工具市場規模:按數據類型(圖像/視頻、文本、音頻)、註釋方法(手動、自動)、最終用途和全球預測,2023-2032 年

Data Annotation Tools Market Size By Data Type (Image/Video [Bounding Box, Semantic Annotation, Polygon Annotation, Lines and Splines], Text, Audio), By Annotation Approach (Manual, Automated), By End-Use & Global Forecast, 2023 - 2032

出版日期: | 出版商: Global Market Insights Inc. | 英文 269 Pages | 商品交期: 2-3個工作天內

價格

由於醫療保健領域越來越多地採用數據註釋技術,預計從 2023 年到 2032 年,數據註釋工具市場將呈現強勁增長。

可穿戴健康設備的普及和數字醫療信息的爆炸式增長讓數據科學家難以手動識別數據。 數據註釋技術通過提供準確、高質量、標記的醫療數據來幫助醫療機構應對這些挑戰,而醫療專業人員的輸入最少。 這導致醫學圖像數據的數據註釋採用率很高,推動了市場的增長。

此外,市場參與者正在盡最大努力推出創新的數據標註工具,以滿足不斷增長的消費者需求。 2023 年 1 月,Human-in-the-Loop AI 技術的知名提供商 CloudFactory 宣布推出 Accelerated Annotation。 這款革命性的 Vision AI 產品將 CloudFactory 的熟練勞動力與 AI 輔助標籤技術相結合,以加速數據標籤過程。 像這樣的技術突破將有助於加強該行業到 2032 年的前景。

數據註釋工具市場按註釋方法、數據、應用程序和區域進行細分。

通過註釋方法,自動化數據註釋工具市場預計將在 2023 年至 2032 年呈現顯著的複合年增長率。 隨著計算機視覺的使用擴展到多個行業,對準確快速的圖像註釋工具的需求不斷增長。 手動圖像註釋既費時又容易出錯,導致越來越多地接受自動圖像註釋技術。 因此,它被廣泛用於各種應用,包括醫療保健、電子商務和社交媒體,預計到 2032 年將刺激行業收入流。

隨著文本註釋在文檔分類中的使用增加,預計文本數據註釋工具市場的收入將顯著增長。 這一領域的增長也是由於文本註釋軟件的日益普及,它允許用戶在擁有大量文本內容的組織(例如媒體機構和研究型大學)中為文檔分配一個或多個類別。似乎

汽車應用的數據註釋工具市場預計將從 2023 年到 2032 年穩步增長。 自動駕駛汽車的準確數據註釋已成為使用監督技術訓練無輔助機器學習模型的必要條件。 自動駕駛中不良的數據標記做法可能會導致研究和製造的重大延誤。 近年來,無人駕駛汽車大受歡迎,並且由於環境保護而在某些國家/地區成為強制性要求,這可能會導致細分市場份額增加。

亞太地區的數據標註工具市場預計到 2022 年將超過 4.5 億美元,並在 2032 年之前實現顯著增長。 這是由於物聯網和人工智能技術在多個行業的普及。 此外,到 2032 年,該地區汽車行業的擴張和自動駕駛汽車的日益普及將刺激該地區工業的增長。

內容

第一章研究方法與範圍

第 2 章執行摘要

第 3 章數據標註工具的行業洞察

  • COVID-19 爆發的影響
  • 俄烏戰爭的影響
  • 數據標註工具行業的生態系統分析
    • 數據註釋軟件供應商
    • 雲服務提供商
    • 分銷商和經銷商
    • 第三方服務提供商
    • 最終用戶
    • 供應商矩陣
  • 技術和創新前景
    • 偽標籤
    • 在線內容審核
  • 專利分析
  • 重大新聞與舉措
  • 監管狀況
  • 影響行業的因素
    • 司機
      • 對用於改進機器學習模型的註釋數據的需求不斷增長
      • 增加對自動駕駛技術開發的投資
      • 越來越多地採用醫學圖像數據的數據註釋
      • 用於文檔分類的文本註釋的爆炸式增長
    • 行業潛在的風險和挑戰
      • 由於內容質量低下,數據標籤不准確
      • 缺乏熟練的專業人員
      • 與手動數據註釋相關的高成本
  • 增長分析
  • 波特分析
  • PESTEL 分析

第 4 章競爭格局,2022 年

  • 簡介
  • 公司的市場份額(2022 年)
  • 2022 年主要市場參與者
    • AWS
    • 澳鵬有限公司
    • 谷歌有限責任公司
    • IBM 公司
    • LionBridge 人工智能
    • 強大的人工智能
    • Scale, Inc.
  • 競爭對手定位矩陣
  • 戰略視角矩陣

第 5 章數據註釋工具市場:按數據類型分類

  • 主要趨勢(按數據類型)
  • 圖片和視頻
    • 邊界框
    • 語義標註
    • 多邊形註釋
    • 線條、樣條
    • 其他
  • 文本
  • 音頻

第 6 章數據標註工具市場:按標註方法

  • 主要趨勢(按標註方式)
  • 手動註釋
  • 自動標註

第 7 章數據註釋工具市場:按應用分類

  • 主要趨勢(按應用)
  • IT/電信
  • BFSI
  • 醫療保健
  • 零售
  • 汽車
  • 農業
  • 其他

第 8 章數據註釋工具市場:按地區

  • 主要趨勢(按地區)
  • 北美
    • 美國
    • 加拿大
  • 歐洲
    • 英國
    • 德國
    • 法國
    • 意大利
    • 西班牙
    • 荷蘭
    • 北歐
  • 亞太地區
    • 中國
    • 印度
    • 日本
    • 韓國
    • 澳大利亞
    • 新加坡
  • 拉丁美洲
    • 巴西
    • 墨西哥
    • 哥倫比亞
  • 多邊環境協定
    • 阿聯酋
    • 南非
    • 沙特阿拉伯
    • 以色列

第九章公司簡介

  • Alegion Inc.
  • Appen Limited
  • Amazon Web Services, Inc.(Amazon.com, Inc)
  • Clickworker GmBH
  • CloudApp, Inc.
  • CloudFactory Limited
  • Cogito Tech LLC
  • Dataturks(Walmart Labs)
  • Defined AI
  • Google LLC.(Alphabet Inc.)
  • Hive(Castle Global, Inc)
  • IBM Corporation
  • iMerit
  • Labelbox, Inc.
  • Landing AI
  • Lionbridge AI
  • Mighty AI
  • MonkeyLearn Inc.
  • Neurala Inc.
  • Playment Inc.
  • Samasource Inc.
  • Scale AI, Inc.
  • Sigma AI
  • Webtunix AI
Product Code: 3823

Data Annotation Tools Market is set to exhibit a robust growth rate from 2023 to 2032, driven by the growing adoption of data annotation technology in the healthcare sector.

The widespread use of wearable health devices and the explosion of digital medical information has made it difficult for data scientists to identify data manually. Data annotation technologies aid healthcare institutions in addressing these difficulties by delivering accurate, high-quality, labeled medical data with minimal input from medical specialists. This, in turn, has contributed to the high adoption rate of data annotation for medical imaging data, thus, favoring market growth.

Furthermore, market players are maximizing their efforts to introduce innovative data annotation tools to address the rising consumer demand. Citing an instance, In January 2023, CloudFactory, a prominent provider of human-in-the-loop AI technologies, introduced Accelerated Annotation. This revolutionary Vision AI product combines CloudFactory's skilled workforce with AI-assisted labeling technology to expedite the data labeling process. Technological breakthroughs such as these will help strengthen the industry outlook through 2032.

The data annotation tools market is categorized per annotation approach, data, application, and region.

By annotation approach, the automated data annotation tools market is set to exhibit a commendable CAGR from 2023 to 2032. With the growing usage of computer vision across several industry verticals, the demand for precise and quick picture annotation tools has increased. Manual picture annotation is time-consuming and error-prone, which has increased the acceptance of automatic image annotation technologies. As a result, its use in an array of applications, including healthcare, e-commerce, and social media, is expected to stimulate industry revenue streams until 2032.

As per data, the data annotation tools market from the text segment is poised to register substantial revenue growth owing to the rising usage of text annotation for document classification. The segment growth can also be attributed to the growing popularity of text annotation software among organizations dealing with massive amounts of textual content, such as media houses and research universities, which allow users to assign one or more categories to documents.

The data annotation tools market from the automotive applications segment is poised to witness steady growth between 2023 and 2032. Accurate data annotation for self-driving automobiles has become essential in training a driverless ML model utilizing supervised techniques. Poor data labeling practices in autonomous driving may lead to major delays in the research and manufacturing stages. Driverless vehicles have gained substantial popularity in recent years and have even been mandatory in certain nations for environmental purposes, which may augment segment share.

Asia Pacific data annotation tools market was worth more than USD 450 million in 2022 and is estimated to record substantial growth through 2032, owing to the proliferation of IoT and AI technologies across multiple industries. Furthermore, the expanding automotive sector and the rising adoption of autonomous cars across the region will stimulate regional industry growth through 2032.

Table of Contents

Chapter 1 Methodology & Scope

  • 1.1 Market scope & definition
  • 1.2 Base estimates & calculations
  • 1.3 Forecast calculation
  • 1.4 Data sources
    • 1.4.1 Primary
    • 1.4.2 Secondary
      • 1.4.2.1 Paid sources
      • 1.4.2.2 Public sources

Chapter 2 Executive Summary

  • 2.1 Data annotation tools industry 360 degree synopsis, 2018 - 2032
  • 2.2 Business trends
  • 2.3 Regional trends
  • 2.4 Data type trends
  • 2.5 Annotation approach trends
  • 2.6 Application trends

Chapter 3 Data Annotation Tools Industry Insights

  • 3.1 Impact of COVID-19 outbreak
    • 3.1.1 North America
    • 3.1.2 Europe
    • 3.1.3 Asia Pacific
    • 3.1.4 Latin America
    • 3.1.5 MEA
  • 3.2 Impacts of the Russia-Ukraine war
  • 3.3 Data annotation tools industry ecosystem analysis
    • 3.3.1 Data annotation software vendors
    • 3.3.2 Cloud service providers
    • 3.3.3 Distributors and resellers
    • 3.3.4 Third party service providers
    • 3.3.5 End-user
    • 3.3.6 Vendor matrix
  • 3.4 Technology & Innovation landscape
    • 3.4.1 Pseudo labelling
    • 3.4.2 Online content moderation
  • 3.5 Patent analysis
  • 3.6 Key news & initiatives
  • 3.7 Regulatory landscape
  • 3.8 Industry impact forces
    • 3.8.1 Growth drivers
      • 3.8.1.1 Rising demand for annotated data to improve machine learning models
      • 3.8.1.2 Increasing investments in the development of autonomous driving technologies
      • 3.8.1.3 Growing adoption of data annotation for medical imaging data
      • 3.8.1.4 Surging uptake of text annotation for document classification
    • 3.8.2 Industry pitfalls & challenges
      • 3.8.2.1 Inaccurate data labelling due to poor content quality
      • 3.8.2.2 Lack of skilled professionals
      • 3.8.2.3 High costs associated with manual data annotation
  • 3.9 Growth potential analysis
  • 3.10 Porter's analysis
  • 3.11 PESTEL analysis

Chapter 4 Competitive Landscape, 2022

  • 4.1 Introduction
  • 4.2 Company market share, 2022
  • 4.3 Major market players, 2022
    • 4.3.1 AWS
    • 4.3.2 Appen Limited
    • 4.3.3 Google LLC
    • 4.3.4 IBM Corporation
    • 4.3.5 LionBridge AI
    • 4.3.6 Mighty AI
    • 4.3.7 Scale, Inc.
  • 4.4 Competitive positioning matrix
  • 4.5 Strategic outlook matrix

Chapter 5 Data Annotation Tools Market, By Data type

  • 5.1 Key trends, by data type
  • 5.2 Image/video
    • 5.2.1 Market estimates and forecast, 2018 - 2032
    • 5.2.2 Bounding box
      • 5.2.2.1 Market estimates and forecast, 2018 - 2032
    • 5.2.3 Semantic annotation
      • 5.2.3.1 Market estimates and forecast, 2018 - 2032
    • 5.2.4 Polygon annotation
      • 5.2.4.1 Market estimates and forecast, 2018 - 2032
    • 5.2.5 Lines and splines
      • 5.2.5.1 Market estimates and forecast, 2018 - 2032
    • 5.2.6 Others
      • 5.2.6.1 Market estimates and forecast, 2018 - 2032
  • 5.3 Text
    • 5.3.1 Market estimates and forecast, 2018 - 2032
  • 5.4 Audio
    • 5.4.1 Market estimates and forecast, 2018 - 2032

Chapter 6 Data Annotation Tools Market, By Annotation approach

  • 6.1 Key trends, by annotation approach
  • 6.2 Manual annotation
    • 6.2.1 Market estimates and forecast, 2018 - 2032
  • 6.3 Automated annotation
    • 6.3.1 Market estimates and forecast, 2018 - 2032

Chapter 7 Data Annotation Tools Market, By Application

  • 7.1 Key trends, by application
  • 7.2 IT & Telecom
    • 7.2.1 Market estimates and forecast, 2018 - 2032
  • 7.3 BFSI
    • 7.3.1 Market estimates and forecast, 2018 - 2032
  • 7.4 Healthcare
    • 7.4.1 Market estimates and forecast, 2018 - 2032
  • 7.5 Retail
    • 7.5.1 Market estimates and forecast, 2018 - 2032
  • 7.6 Automotive
    • 7.6.1 Market estimates and forecast, 2018 - 2032
  • 7.7 Agriculture
    • 7.7.1 Market estimates and forecast, 2018 - 2032
  • 7.8 Others
    • 7.8.1 Market estimates and forecast, 2018 - 2032

Chapter 8 Data Annotation Tools Market, By Region

  • 8.1 Key trends, by region
  • 8.2 North America
    • 8.2.1 Market estimates and forecast, 2018 - 2032
    • 8.2.2 Market estimates and forecast, by data type, 2018 - 2032
    • 8.2.3 Market estimates and forecast, by annotation approach, 2018 - 2032
    • 8.2.4 Market estimates and forecast, by application, 2018 - 2032
    • 8.2.5 U.S.
      • 8.2.5.1 Market estimates and forecast, 2018 - 2032
      • 8.2.5.2 Market estimates and forecast, by data type, 2018 - 2032
      • 8.2.5.3 Market estimates and forecast, by annotation approach, 2018 - 2032
      • 8.2.5.4 Market estimates and forecast, by application, 2018 - 2032
    • 8.2.6 Canada
      • 8.2.6.1 Market estimates and forecast, 2018 - 2032
      • 8.2.6.2 Market estimates and forecast, by data type, 2018 - 2032
      • 8.2.6.3 Market estimates and forecast, by annotation approach, 2018 - 2032
      • 8.2.6.4 Market estimates and forecast, by application, 2018 - 2032
  • 8.3 Europe
    • 8.3.1 Market estimates and forecast, 2018 - 2032
    • 8.3.2 Market estimates and forecast, by data type, 2018 - 2032
    • 8.3.3 Market estimates and forecast, by annotation approach, 2018 - 2032
    • 8.3.4 Market estimates and forecast, by application, 2018 - 2032
    • 8.3.5 UK
      • 8.3.5.1 Market estimates and forecast, 2018 - 2032
      • 8.3.5.2 Market estimates and forecast, by data type, 2018 - 2032
      • 8.3.5.3 Market estimates and forecast, by annotation approach, 2018 - 2032
      • 8.3.5.4 Market estimates and forecast, by application, 2018 - 2032
    • 8.3.6 Germany
      • 8.3.6.1 Market estimates and forecast, 2018 - 2032
      • 8.3.6.2 Market estimates and forecast, by data type, 2018 - 2032
      • 8.3.6.3 Market estimates and forecast, by annotation approach, 2018 - 2032
      • 8.3.6.4 Market estimates and forecast, by application, 2018 - 2032
    • 8.3.7 France
      • 8.3.7.1 Market estimates and forecast, 2018 - 2032
      • 8.3.7.2 Market estimates and forecast, by data type, 2018 - 2032
      • 8.3.7.3 Market estimates and forecast, by annotation approach, 2018 - 2032
      • 8.3.7.4 Market estimates and forecast, by application, 2018 - 2032
    • 8.3.8 Italy
      • 8.3.8.1 Market estimates and forecast, 2018 - 2032
      • 8.3.8.2 Market estimates and forecast, by data type, 2018 - 2032
      • 8.3.8.3 Market estimates and forecast, by annotation approach, 2018 - 2032
      • 8.3.8.4 Market estimates and forecast, by application, 2018 - 2032
    • 8.3.9 Spain
      • 8.3.9.1 Market estimates and forecast, 2018 - 2032
      • 8.3.9.2 Market estimates and forecast, by data type, 2018 - 2032
      • 8.3.9.3 Market estimates and forecast, by annotation approach, 2018 - 2032
      • 8.3.9.4 Market estimates and forecast, by application, 2018 - 2032
    • 8.3.10 Netherlands
      • 8.3.10.1 Market estimates and forecast, 2018 - 2032
      • 8.3.10.2 Market estimates and forecast, by data type, 2018 - 2032
      • 8.3.10.3 Market estimates and forecast, by annotation approach, 2018 - 2032
      • 8.3.10.4 Market estimates and forecast, by application, 2018 - 2032
    • 8.3.11 Nordics
      • 8.3.11.1 Market estimates and forecast, 2018 - 2032
      • 8.3.11.2 Market estimates and forecast, by data type, 2018 - 2032
      • 8.3.11.3 Market estimates and forecast, by annotation approach, 2018 - 2032
      • 8.3.11.4 Market estimates and forecast, by application, 2018 - 2032
  • 8.4 Asia Pacific
    • 8.4.1 Market estimates and forecast, 2018 - 2032
    • 8.4.2 Market estimates and forecast, by data type, 2018 - 2032
    • 8.4.3 Market estimates and forecast, by annotation approach, 2018 - 2032
    • 8.4.4 Market estimates and forecast, by application, 2018 - 2032
    • 8.4.5 China
      • 8.4.5.1 Market estimates and forecast, 2018 - 2032
      • 8.4.5.2 Market estimates and forecast, by data type, 2018 - 2032
      • 8.4.5.3 Market estimates and forecast, by annotation approach, 2018 - 2032
      • 8.4.5.4 Market estimates and forecast, by application, 2018 - 2032
    • 8.4.6 India
      • 8.4.6.1 Market estimates and forecast, 2018 - 2032
      • 8.4.6.2 Market estimates and forecast, by data type, 2018 - 2032
      • 8.4.6.3 Market estimates and forecast, by annotation approach, 2018 - 2032
      • 8.4.6.4 Market estimates and forecast, by application, 2018 - 2032
    • 8.4.7 Japan
      • 8.4.7.1 Market estimates and forecast, 2018 - 2032
      • 8.4.7.2 Market estimates and forecast, by data type, 2018 - 2032
      • 8.4.7.3 Market estimates and forecast, by annotation approach, 2018 - 2032
      • 8.4.7.4 Market estimates and forecast, by application, 2018 - 2032
    • 8.4.8 South Korea
      • 8.4.8.1 Market estimates and forecast, 2018 - 2032
      • 8.4.8.2 Market estimates and forecast, by data type, 2018 - 2032
      • 8.4.8.3 Market estimates and forecast, by annotation approach, 2018 - 2032
      • 8.4.8.4 Market estimates and forecast, by application, 2018 - 2032
    • 8.4.9 Australia
      • 8.4.9.1 Market estimates and forecast, 2018 - 2032
      • 8.4.9.2 Market estimates and forecast, by data type, 2018 - 2032
      • 8.4.9.3 Market estimates and forecast, by annotation approach, 2018 - 2032
      • 8.4.9.4 Market estimates and forecast, by application, 2018 - 2032
    • 8.4.10 Singapore
      • 8.4.10.1 Market estimates and forecast, 2018 - 2032
      • 8.4.10.2 Market estimates and forecast, by data type, 2018 - 2032
      • 8.4.10.3 Market estimates and forecast, by annotation approach, 2018 - 2032
      • 8.4.10.4 Market estimates and forecast, by application, 2018 - 2032
  • 8.5 Latin America
    • 8.5.1 Market estimates and forecast, 2018 - 2032
    • 8.5.2 Market estimates and forecast, by data type, 2018 - 2032
    • 8.5.3 Market estimates and forecast, by annotation approach, 2018 - 2032
    • 8.5.4 Market estimates and forecast, by application, 2018 - 2032
    • 8.5.5 Brazil
      • 8.5.5.1 Market estimates and forecast, 2018 - 2032
      • 8.5.5.2 Market estimates and forecast, by data type, 2018 - 2032
      • 8.5.5.3 Market estimates and forecast, by annotation approach, 2018 - 2032
      • 8.5.5.4 Market estimates and forecast, by application, 2018 - 2032
    • 8.5.6 Mexico
      • 8.5.6.1 Market estimates and forecast, 2018 - 2032
      • 8.5.6.2 Market estimates and forecast, by data type, 2018 - 2032
      • 8.5.6.3 Market estimates and forecast, by annotation approach, 2018 - 2032
      • 8.5.6.4 Market estimates and forecast, by application, 2018 - 2032
    • 8.5.7 Colombia
      • 8.5.7.1 Market estimates and forecast, 2018 - 2032
      • 8.5.7.2 Market estimates and forecast, by data type, 2018 - 2032
      • 8.5.7.3 Market estimates and forecast, by annotation approach, 2018 - 2032
      • 8.5.7.4 Market estimates and forecast, by application, 2018 - 2032
  • 8.6 MEA
    • 8.6.1 Market estimates and forecast, 2018 - 2032
    • 8.6.2 Market estimates and forecast, by data type, 2018 - 2032
    • 8.6.3 Market estimates and forecast, by annotation approach, 2018 - 2032
    • 8.6.4 Market estimates and forecast, by application, 2018 - 2032
    • 8.6.5 UAE
      • 8.6.5.1 Market estimates and forecast, 2018 - 2032
      • 8.6.5.2 Market estimates and forecast, by data type, 2018 - 2032
      • 8.6.5.3 Market estimates and forecast, by annotation approach, 2018 - 2032
      • 8.6.5.4 Market estimates and forecast, by application, 2018 - 2032
    • 8.6.6 South Africa
      • 8.6.6.1 Market estimates and forecast, 2018 - 2032
      • 8.6.6.2 Market estimates and forecast, by data type, 2018 - 2032
      • 8.6.6.3 Market estimates and forecast, by annotation approach, 2018 - 2032
      • 8.6.6.4 Market estimates and forecast, by application, 2018 - 2032
    • 8.6.7 Saudi Arabia
      • 8.6.7.1 Market estimates and forecast, 2018 - 2032
      • 8.6.7.2 Market estimates and forecast, by data type, 2018 - 2032
      • 8.6.7.3 Market estimates and forecast, by annotation approach, 2018 - 2032
      • 8.6.7.4 Market estimates and forecast, by application, 2018 - 2032
    • 8.6.8 Israel
      • 8.6.8.1 Market estimates and forecast, 2018 - 2032
      • 8.6.8.2 Market estimates and forecast, by data type, 2018 - 2032
      • 8.6.8.3 Market estimates and forecast, by annotation approach, 2018 - 2032
      • 8.6.8.4 Market estimates and forecast, by application, 2018 - 2032

Chapter 9 Company Profiles

  • 9.1 Alegion Inc.
    • 9.1.1 Business Overview
    • 9.1.2 Financial Data
    • 9.1.3 Data type Landscape
    • 9.1.4 Strategic Outlook
    • 9.1.5 SWOT Analysis
  • 9.2 Appen Limited
    • 9.2.1 Business Overview
    • 9.2.2 Financial Data
    • 9.2.3 Data type Landscape
    • 9.2.4 Strategic Outlook
    • 9.2.5 SWOT Analysis
  • 9.3 Amazon Web Services, Inc. (Amazon.com, Inc)
    • 9.3.1 Business Overview
    • 9.3.2 Financial Data
    • 9.3.3 Data type Landscape
    • 9.3.4 Strategic Outlook
    • 9.3.5 SWOT Analysis
  • 9.4 Clickworker GmBH
    • 9.4.1 Business Overview
    • 9.4.2 Financial Data
    • 9.4.3 Data type Landscape
    • 9.4.4 Strategic Outlook
    • 9.4.5 SWOT Analysis
  • 9.5 CloudApp, Inc.
    • 9.5.1 Business Overview
    • 9.5.2 Financial Data
    • 9.5.3 Data type Landscape
    • 9.5.4 Strategic Outlook
    • 9.5.5 SWOT Analysis
  • 9.6 CloudFactory Limited
    • 9.6.1 Business Overview
    • 9.6.2 Financial Data
    • 9.6.3 Data type Landscape
    • 9.6.4 Strategic Outlook
    • 9.6.5 SWOT Analysis
  • 9.7 Cogito Tech LLC
    • 9.7.1 Business Overview
    • 9.7.2 Financial Data
    • 9.7.3 Data type Landscape
    • 9.7.4 Strategic Outlook
    • 9.7.5 SWOT Analysis
  • 9.8 Dataturks (Walmart Labs)
    • 9.8.1 Business Overview
    • 9.8.2 Financial Data
    • 9.8.3 Data type Landscape
    • 9.8.4 Strategic Outlook
    • 9.8.5 SWOT Analysis
  • 9.9 Defined AI
    • 9.9.1 Business Overview
    • 9.9.2 Financial Data
    • 9.9.3 Data type Landscape
    • 9.9.4 Strategic Outlook
    • 9.9.5 SWOT Analysis
  • 9.10 Google LLC. (Alphabet Inc.)
    • 9.10.1 Business Overview
    • 9.10.2 Financial Data
    • 9.10.3 Data type Landscape
    • 9.10.4 Strategic Outlook
    • 9.10.5 SWOT Analysis
  • 9.11 Hive (Castle Global, Inc)
    • 9.11.1 Business Overview
    • 9.11.2 Financial Data
    • 9.11.3 Data type Landscape
    • 9.11.4 Strategic Outlook
    • 9.11.5 SWOT Analysis
  • 9.12 IBM Corporation
    • 9.12.1 Business Overview
    • 9.12.2 Financial Data
    • 9.12.3 Data type Landscape
    • 9.12.4 Strategic Outlook
    • 9.12.5 SWOT Analysis
  • 9.13 iMerit
    • 9.13.1 Business Overview
    • 9.13.2 Financial Data
    • 9.13.3 Data type Landscape
    • 9.13.4 Strategic Outlook
    • 9.13.5 SWOT Analysis
  • 9.14 Labelbox, Inc.
    • 9.14.1 Business Overview
    • 9.14.2 Financial Data
    • 9.14.3 Data type Landscape
    • 9.14.4 Strategic Outlook
    • 9.14.5 SWOT Analysis
  • 9.15 Landing AI
    • 9.15.1 Business Overview
    • 9.15.2 Financial Data
    • 9.15.3 Data type Landscape
    • 9.15.4 Strategic Outlook
    • 9.15.5 SWOT Analysis
  • 9.16 Lionbridge AI
    • 9.16.1 Business Overview
    • 9.16.2 Financial Data
    • 9.16.3 Data type Landscape
    • 9.16.4 Strategic Outlook
    • 9.16.5 SWOT Analysis
  • 9.17 Mighty AI
    • 9.17.1 Business Overview
    • 9.17.2 Financial Data
    • 9.17.3 Data type Landscape
    • 9.17.4 Strategic Outlook
    • 9.17.5 SWOT Analysis
  • 9.18 MonkeyLearn Inc.
    • 9.18.1 Business Overview
    • 9.18.2 Financial Data
    • 9.18.3 Data type Landscape
    • 9.18.4 Strategic Outlook
    • 9.18.5 SWOT Analysis
  • 9.19 Neurala Inc.
    • 9.19.1 Business Overview
    • 9.19.2 Financial Data
    • 9.19.3 Data type Landscape
    • 9.19.4 Strategic Outlook
  • 9.20 Playment Inc.
    • 9.20.1 Business Overview
    • 9.20.2 Financial Data
    • 9.20.3 Data type Landscape
    • 9.20.4 Strategic Outlook
    • 9.20.5 SWOT Analysis
  • 9.21 Samasource Inc.
    • 9.21.1 Business Overview
    • 9.21.2 Financial Data
    • 9.21.3 Data type Landscape
    • 9.21.4 Strategic Outlook
    • 9.21.5 SWOT Analysis
  • 9.22 Scale AI, Inc.
    • 9.22.1 Business Overview
    • 9.22.2 Financial Data
    • 9.22.3 Data type Landscape
    • 9.22.4 Strategic Outlook
    • 9.22.5 SWOT Analysis
  • 9.23 Sigma AI
    • 9.23.1 Business Overview
    • 9.23.2 Financial Data
    • 9.23.3 Data type Landscape
    • 9.23.4 Strategic Outlook
  • 9.24 Webtunix AI
    • 9.24.1 Business Overview
    • 9.24.2 Financial Data
    • 9.24.3 Data type Landscape
    • 9.24.4 Strategic Outlook
    • 9.24.5 SWOT Analysis

Data Tables

  • TABLE 1 Revenue mapping, by company
  • TABLE 2 Data annotation tools market share, by region, 2022 (%)
  • TABLE 3 Data annotation tools share, by country, 2022
  • TABLE 4 U.S. market revenue, by data type, 2022 (USD Million)
  • TABLE 5 TAM of data annotation tools market, 2023 - 2032 (USD Million)
  • TABLE 6 Global data annotation tools market, by region, 2018 - 2022 (USD Million)
  • TABLE 7 Global data annotation tools market, by region, 2023 - 2032(USD Million)
  • TABLE 8 Global data annotation tools market, by data type, 2018 - 2022(USD Million)
  • TABLE 9 Global data annotation tools market, by data type, 2022 - 2032(USD Million)
  • TABLE 10 Global data annotation tools market, by annotation approach, 2018 - 2022(USD Million)
  • TABLE 11 Global data annotation tools market, by annotation approach, 2022 - 2032(USD Million)
  • TABLE 12 Global data annotation tools market, by application, 2018 - 2022(USD Million)
  • TABLE 13 Global data annotation tools market, by application, 2022 - 2032(USD Million)
  • TABLE 14 COVID-19 impact on North America data annotation tools market
  • TABLE 15 COVID-19 impact on Europe data annotation tools market
  • TABLE 16 COVID-19 impact on Asia Pacific data annotation tools market
  • TABLE 17 COVID-19 impact on Latin America data annotation tools market
  • TABLE 18 COVID-19 impact on MEA data annotation tools market
  • TABLE 19 Patent analysis
  • TABLE 20 Growth potential analysis, 2022
  • TABLE 21 Company market share, 2022
  • TABLE 22 Competitive analysis of prominent market players
  • TABLE 23 Competitive positioning matrix: Classification criteria
  • TABLE 24 Strategic outlook matrix: Classification criteria
  • TABLE 25 Image/video market size, 2023 - 2032 (USD Million)
  • TABLE 26 Image/video market size, 2023 - 2032 (USD Million)
  • TABLE 27 Bounding box market size, 2018 - 2022 (USD Million)
  • TABLE 28 Bounding box market size, 2023 - 2032 (USD Million)
  • TABLE 29 Semantic annotation market size, 2018 - 2022 (USD Million)
  • TABLE 30 Semantic annotation market size, 2023 - 2032 (USD Million)
  • TABLE 31 Polygon annotation market size, 2018 - 2022 (USD Million)
  • TABLE 32 Polygon annotation market size, 2023 - 2032 (USD Million)
  • TABLE 33 Lines and splines market size, 2018 - 2022 (USD Million)
  • TABLE 34 Lines and splines market size, 2023 - 2032 (USD Million)
  • TABLE 35 Text market size, 2018 - 2022 (USD Million)
  • TABLE 36 Text market size, 2023 - 2032 (USD Million)
  • TABLE 37 Audio market size, 2018 - 2022 (USD Million)
  • TABLE 38 Audio market size, 2023 - 2032 (USD Million)
  • TABLE 39 Manual annotation market size, 2018 - 2022 (USD Million)
  • TABLE 40 Manual annotation market size, 2023 - 2032 (USD Million)
  • TABLE 41 Automated annotation market size, 2018 - 2022 (USD Million)
  • TABLE 42 Automated annotation market size, 2023 - 2032 (USD Million)
  • TABLE 43 IT & Telecom market size, 2018 - 2022 (USD Million)
  • TABLE 44 IT & Telecom market size, 2018 - 2022 (USD Million)
  • TABLE 45 BFSI market size, 2023 - 2032 (USD Million)
  • TABLE 46 BFSI market size, 2018 - 2022 (USD Million)
  • TABLE 47 Healthcare market size, 2023 - 2032 (USD Million)
  • TABLE 48 Healthcare market size, 2023 - 2032 (USD Million)
  • TABLE 49 Retail market size, 2023 - 2032 (USD Million)
  • TABLE 50 Retail market size, 2018 - 2022 (USD Million)
  • TABLE 51 Automotive market size, 2023 - 2032 (USD Million)
  • TABLE 52 Automotive market size, 2018 - 2022 (USD Million)
  • TABLE 53 Agriculture market size, 2023 - 2032 (USD Million)
  • TABLE 54 Agriculture market size, 2018 - 2022 (USD Million)
  • TABLE 55 North America data annotation market, 2018 - 2022 (USD Million)
  • TABLE 56 North America data annotation market, 2023 - 2032 (USD Million)
  • TABLE 57 North America data annotation market, by data type, 2018 - 2022 (USD Million)
  • TABLE 58 North America data annotation market, by data type, 2023 - 2032 (USD Million)
  • TABLE 59 North America data annotation market, by annotation approach, 2018 - 2022 (USD Million)
  • TABLE 60 North America data annotation market, by annotation approach, 2023 - 2032 (USD Million)
  • TABLE 61 North America data annotation market, by application, 2018 - 2022 (USD Million)
  • TABLE 62 North America data annotation market, by application, 2023 - 2032 (USD Million)
  • TABLE 63 U.S. data annotation market, 2023 - 2032 (USD Million)
  • TABLE 64 U.S. data annotation market, by data type, 2018 - 2022 (USD Million)
  • TABLE 65 U.S. data annotation market, by data type, 2023 - 2032 (USD Million)
  • TABLE 66 U.S. data annotation market, by application, 2018 - 2022 (USD Million)
  • TABLE 67 U.S. data annotation market, by application, 2023 - 2032 (USD Million)
  • TABLE 68 U.S. data annotation market, by annotation approach, 2018 - 2022 (USD Million)
  • TABLE 69 U.S. data annotation market, by annotation approach, 2023 - 2032 (USD Million)
  • TABLE 70 Canada data annotation market, 2018 - 2022 (USD Million)
  • TABLE 71 Canada data annotation market, 2023 - 2032 (USD Million)
  • TABLE 72 Canada data annotation market, by data type, 2018 - 2022 (USD Million)
  • TABLE 73 Canada data annotation market, by data type, 2023 - 2032 (USD Million)
  • TABLE 74 Canada data annotation market, by application, 2018 - 2022 (USD Million)
  • TABLE 75 Canada data annotation market, by application, 2023 - 2032 (USD Million)
  • TABLE 76 Canada data annotation market, by annotation approach, 2018 - 2022 (USD Million)
  • TABLE 77 Canada data annotation market, by annotation approach, 2023 - 2032 (USD Million)
  • TABLE 78 Europe data annotation market, 2018 - 2022 (USD Million)
  • TABLE 79 Europe data annotation market, 2023 - 2032 (USD Million)
  • TABLE 80 Europe data annotation market, by data type, 2018 - 2022 (USD Million)
  • TABLE 81 Europe data annotation market, by data type, 2023 - 2032 (USD Million)
  • TABLE 82 Europe data annotation market, by application, 2018 - 2022 (USD Million)
  • TABLE 83 Europe data annotation market, by application, 2023 - 2032 (USD Million)
  • TABLE 84 Europe data annotation market, by annotation approach, 2018 - 2022 (USD Million)
  • TABLE 85 Europe data annotation market, by annotation approach, 2023 - 2032 (USD Million)
  • TABLE 86 UK data annotation market, 2018 - 2022 (USD Million)
  • TABLE 87 UK data annotation market, 2023 - 2032 (USD Million)
  • TABLE 88 UK data annotation market, by data type, 2018 - 2022 (USD Million)
  • TABLE 89 UK data annotation market, by data type, 2023 - 2032 (USD Million)
  • TABLE 90 UK data annotation market, by application, 2018 - 2022 (USD Million)
  • TABLE 91 UK data annotation market, by application, 2023 - 2032 (USD Million)
  • TABLE 92 UK data annotation market, by annotation approach, 2018 - 2022 (USD Million)
  • TABLE 93 UK data annotation market, by annotation approach, 2023 - 2032 (USD Million)
  • TABLE 94 Germany data annotation market, 2018 - 2022 (USD Million)
  • TABLE 95 Germany data annotation market, 2023 - 2032 (USD Million)
  • TABLE 96 Germany data annotation market, by data type, 2018 - 2022 (USD Million)
  • TABLE 97 Germany data annotation market, by data type, 2023 - 2032 (USD Million)
  • TABLE 98 Germany data annotation market, by application, 2018 - 2022 (USD Million)
  • TABLE 99 Germany data annotation market, by application, 2023 - 2032 (USD Million)
  • TABLE 100 Germany data annotation market, by annotation approach, 2018 - 2022 (USD Million)
  • TABLE 101 Germany data annotation market, by annotation approach, 2023 - 2032 (USD Million)
  • TABLE 102 France data annotation market, 2018 - 2022 (USD Million)
  • TABLE 103 France data annotation market, 2023 - 2032 (USD Million)
  • TABLE 104 France data annotation market, by data type, 2018 - 2022 (USD Million)
  • TABLE 105 France data annotation market, by data type, 2023 - 2032 (USD Million)
  • TABLE 106 France data annotation market, by application, 2018 - 2022 (USD Million)
  • TABLE 107 France data annotation market, by application, 2023 - 2032 (USD Million)
  • TABLE 108 France data annotation market, by annotation approach, 2018 - 2022 (USD Million)
  • TABLE 109 France data annotation market, by annotation approach, 2023 - 2032 (USD Million)
  • TABLE 110 Italy data annotation market, 2018 - 2022 (USD Million)
  • TABLE 111 Italy data annotation market, 2023 - 2032 (USD Million)
  • TABLE 112 Italy data annotation market, by data type, 2018 - 2022 (USD Million)
  • TABLE 113 Italy data annotation market, by data type, 2023 - 2032 (USD Million)
  • TABLE 114 Italy data annotation market, by application, 2018 - 2022 (USD Million)
  • TABLE 115 Italy data annotation market, by application, 2023 - 2032 (USD Million)
  • TABLE 116 Italy data annotation market, by annotation approach, 2018 - 2022 (USD Million)
  • TABLE 117 Italy data annotation market, by annotation approach, 2023 - 2032 (USD Million)
  • TABLE 118 Spain data annotation market, 2018 - 2022 (USD Million)
  • TABLE 119 Spain data annotation market, 2023 - 2032 (USD Million)
  • TABLE 120 Spain data annotation market, by data type, 2018 - 2022 (USD Million)
  • TABLE 121 Spain data annotation market, by data type, 2023 - 2032 (USD Million)
  • TABLE 122 Spain data annotation market, by application, 2018 - 2022 (USD Million)
  • TABLE 123 Spain data annotation market, by application, 2023 - 2032 (USD Million)
  • TABLE 124 Spain data annotation market, by annotation approach, 2018 - 2022 (USD Million)
  • TABLE 125 Spain data annotation market, by annotation approach, 2023 - 2032 (USD Million)
  • TABLE 126 Netherlands data annotation market, 2018 - 2022 (USD Million)
  • TABLE 127 Netherlands data annotation market, 2023 - 2032 (USD Million)
  • TABLE 128 Netherlands data annotation market, by data type, 2018 - 2022 (USD Million)
  • TABLE 129 Netherlands data annotation market, by data type, 2023 - 2032 (USD Million)
  • TABLE 130 Netherlands data annotation market, by application, 2018 - 2022 (USD Million)
  • TABLE 131 Netherlands data annotation market, by application, 2023 - 2032 (USD Million)
  • TABLE 132 Netherlands data annotation market, by annotation approach, 2018 - 2022 (USD Million)
  • TABLE 133 Netherlands data annotation market, by annotation approach, 2023 - 2032 (USD Million)
  • TABLE 134 Nordics data annotation market, 2018 - 2022 (USD Million)
  • TABLE 135 Nordics data annotation market, 2023 - 2032 (USD Million)
  • TABLE 136 Nordics data annotation market, by data type, 2018 - 2022 (USD Million)
  • TABLE 137 Nordics data annotation market, by data type, 2023 - 2032 (USD Million)
  • TABLE 138 Nordics data annotation market, by application, 2018 - 2022 (USD Million)
  • TABLE 139 Nordics data annotation market, by application, 2023 - 2032 (USD Million)
  • TABLE 140 Nordics data annotation market, by annotation approach, 2018 - 2022 (USD Million)
  • TABLE 141 Nordics data annotation market, by annotation approach, 2023 - 2032 (USD Million)
  • TABLE 142 Asia Pacific data annotation market, 2018 - 2022 (USD Million)
  • TABLE 143 Asia Pacific data annotation market, 2023 - 2032 (USD Million)
  • TABLE 144 Asia Pacific data annotation market, by data type, 2018 - 2022 (USD Million)
  • TABLE 145 Asia Pacific data annotation market, by data type, 2023 - 2032 (USD Million)
  • TABLE 146 Asia Pacific data annotation market, by application, 2018 - 2022 (USD Million)
  • TABLE 147 Asia Pacific data annotation market, by application, 2023 - 2032 (USD Million)
  • TABLE 148 Asia Pacific data annotation market, by annotation approach, 2018 - 2022 (USD Million)
  • TABLE 149 Asia Pacific data annotation market, by annotation approach, 2023 - 2032 (USD Million)
  • TABLE 150 China data annotation market, 2018 - 2022 (USD Million)
  • TABLE 151 China data annotation market, 2023 - 2032 (USD Million)
  • TABLE 152 China data annotation market, by data type, 2018 - 2022 (USD Million)
  • TABLE 153 China data annotation market, by data type, 2023 - 2032 (USD Million)
  • TABLE 154 China data annotation market, by application, 2018 - 2022 (USD Million)
  • TABLE 155 China data annotation market, by application, 2023 - 2032 (USD Million)
  • TABLE 156 China data annotation market, by annotation approach, 2018 - 2022 (USD Million)
  • TABLE 157 China data annotation market, by annotation approach, 2023 - 2032 (USD Million)
  • TABLE 158 India data annotation market, 2018 - 2022 (USD Million)
  • TABLE 159 India data annotation market, 2023 - 2032 (USD Million)
  • TABLE 160 India data annotation market, by data type, 2018 - 2022 (USD Million)
  • TABLE 161 India data annotation market, by data type, 2023 - 2032 (USD Million)
  • TABLE 162 India data annotation market, by application, 2018 - 2022 (USD Million)
  • TABLE 163 India data annotation market, by application, 2023 - 2032 (USD Million)
  • TABLE 164 India data annotation market, by annotation approach, 2018 - 2022 (USD Million)
  • TABLE 165 India data annotation market, by annotation approach, 2023 - 2032 (USD Million)
  • TABLE 166 Japan data annotation market, 2018 - 2022 (USD Million)
  • TABLE 167 Japan data annotation market, 2023 - 2032 (USD Million)
  • TABLE 168 Japan data annotation market, by data type, 2018 - 2022 (USD Million)
  • TABLE 169 Japan data annotation market, by data type, 2023 - 2032 (USD Million)
  • TABLE 170 Japan data annotation market, by application, 2018 - 2022 (USD Million)
  • TABLE 171 Japan data annotation market, by application, 2023 - 2032 (USD Million)
  • TABLE 172 Japan data annotation market, by annotation approach, 2018 - 2022 (USD Million)
  • TABLE 173 Japan data annotation market, by annotation approach, 2023 - 2032 (USD Million)
  • TABLE 174 South Korea data annotation market, 2018 - 2022 (USD Million)
  • TABLE 175 South Korea data annotation market, 2023 - 2032 (USD Million)
  • TABLE 176 South Korea data annotation market, by data type, 2018 - 2022 (USD Million)
  • TABLE 177 South Korea data annotation market, by data type, 2023 - 2032 (USD Million)
  • TABLE 178 South Korea data annotation market, by application, 2018 - 2022 (USD Million)
  • TABLE 179 South Korea data annotation market, by application, 2023 - 2032 (USD Million)
  • TABLE 180 South Korea data annotation market, by annotation approach, 2018 - 2022 (USD Million)
  • TABLE 181 South Korea data annotation market, by annotation approach, 2023 - 2032 (USD Million)
  • TABLE 182 Australia data annotation market, 2018 - 2022 (USD Million)
  • TABLE 183 Australia data annotation market, 2023 - 2032 (USD Million)
  • TABLE 184 Australia data annotation market, by data type, 2018 - 2022 (USD Million)
  • TABLE 185 Australia data annotation market, by data type, 2023 - 2032 (USD Million)
  • TABLE 186 Australia data annotation market, by application, 2018 - 2022 (USD Million)
  • TABLE 187 Australia data annotation market, by application, 2023 - 2032 (USD Million)
  • TABLE 188 Australia data annotation market, by annotation approach, 2018 - 2022 (USD Million)
  • TABLE 189 Australia data annotation market, by annotation approach, 2023 - 2032 (USD Million)
  • TABLE 190 Singapore data annotation market, 2018 - 2022 (USD Million)
  • TABLE 191 Singapore data annotation market, 2023 - 2032 (USD Million)
  • TABLE 192 Singapore data annotation market, by data type, 2018 - 2022 (USD Million)
  • TABLE 193 Singapore data annotation market, by data type, 2023 - 2032 (USD Million)
  • TABLE 194 Singapore data annotation market, by application, 2018 - 2022 (USD Million)
  • TABLE 195 Singapore data annotation market, by application, 2023 - 2032 (USD Million)
  • TABLE 196 Singapore data annotation market, by annotation approach, 2018 - 2022 (USD Million)
  • TABLE 197 Singapore data annotation market, by annotation approach, 2023 - 2032 (USD Million)
  • TABLE 198 Latin America data annotation market, 2018 - 2022 (USD Million)
  • TABLE 199 Latin America data annotation market, 2023 - 2032 (USD Million)
  • TABLE 200 Latin America data annotation market, by data type, 2018 - 2022 (USD Million)
  • TABLE 201 Latin America data annotation market, by data type, 2023 - 2032 (USD Million)
  • TABLE 202 Latin America data annotation market, by application, 2018 - 2022 (USD Million)
  • TABLE 203 Latin America data annotation market, by application, 2023 - 2032 (USD Million)
  • TABLE 204 Latin America data annotation market, by annotation approach, 2018 - 2022 (USD Million)
  • TABLE 205 Latin America data annotation market, by annotation approach, 2023 - 2032 (USD Million)
  • TABLE 206 Brazil data annotation market, 2018 - 2022 (USD Million)
  • TABLE 207 Brazil data annotation market, 2023 - 2032 (USD Million)
  • TABLE 208 Brazil data annotation market, by data type, 2018 - 2022 (USD Million)
  • TABLE 209 Brazil data annotation market, by data type, 2023 - 2032 (USD Million)
  • TABLE 210 Brazil data annotation market, by application, 2018 - 2022 (USD Million)
  • TABLE 211 Brazil data annotation market, by application, 2023 - 2032 (USD Million)
  • TABLE 212 Brazil data annotation market, by annotation approach, 2018 - 2022 (USD Million)
  • TABLE 213 Brazil data annotation market, by annotation approach, 2023 - 2032 (USD Million)
  • TABLE 214 Mexico data annotation market, 2018 - 2022 (USD Million)
  • TABLE 215 Mexico data annotation market, 2023 - 2032 (USD Million)
  • TABLE 216 Mexico data annotation market, by data type, 2018 - 2022 (USD Million)
  • TABLE 217 Mexico data annotation market, by data type, 2023 - 2032 (USD Million)
  • TABLE 218 Mexico data annotation market, by application, 2018 - 2022 (USD Million)
  • TABLE 219 Mexico data annotation market, by application, 2023 - 2032 (USD Million)
  • TABLE 220 Mexico data annotation market, by annotation approach, 2018 - 2022 (USD Million)
  • TABLE 221 Mexico data annotation market, by annotation approach, 2023 - 2032 (USD Million)
  • TABLE 222 Colombia data annotation market, 2023 - 2032 (USD Million)
  • TABLE 223 Colombia data annotation market, by data type, 2018 - 2022 (USD Million)
  • TABLE 224 Colombia data annotation market, by data type, 2023 - 2032 (USD Million)
  • TABLE 225 Colombia data annotation market, by application, 2018 - 2022 (USD Million)
  • TABLE 226 Colombia data annotation market, by application, 2023 - 2032 (USD Million)
  • TABLE 227 Colombia data annotation market, by annotation approach, 2018 - 2022 (USD Million)
  • TABLE 228 Colombia data annotation market, by annotation approach, 2023 - 2032 (USD Million)
  • TABLE 229 MEA data annotation market, 2018 - 2022 (USD Million)
  • TABLE 230 MEA data annotation market, 2023 - 2032 (USD Million)
  • TABLE 231 MEA data annotation market, by data type, 2018 - 2022 (USD Million)
  • TABLE 232 MEA data annotation market, by data type, 2023 - 2032 (USD Million)
  • TABLE 233 MEA data annotation market, by application, 2018 - 2022 (USD Million)
  • TABLE 234 MEA data annotation market, by application, 2023 - 2032 (USD Million)
  • TABLE 235 MEA data annotation market, by annotation approach, 2018 - 2022 (USD Million)
  • TABLE 236 MEA data annotation market, by annotation approach, 2023 - 2032 (USD Million)
  • TABLE 237 UAE data annotation market, 2018 - 2022 (USD Million)
  • TABLE 238 UAE data annotation market, 2023 - 2032 (USD Million)
  • TABLE 239 UAE data annotation market, by data type, 2018 - 2022 (USD Million)
  • TABLE 240 UAE data annotation market, by data type, 2023 - 2032 (USD Million)
  • TABLE 241 UAE data annotation market, by application, 2018 - 2022 (USD Million)
  • TABLE 242 UAE data annotation market, by application, 2023 - 2032 (USD Million)
  • TABLE 243 UAE data annotation market, by annotation approach, 2018 - 2022 (USD Million)
  • TABLE 244 UAE data annotation market, by annotation approach, 2023 - 2032 (USD Million)
  • TABLE 245 Saudi Arabia data annotation market, 2018 - 2022 (USD Million)
  • TABLE 246 Saudi Arabia data annotation market, 2023 - 2032 (USD Million)
  • TABLE 247 Saudi Arabia data annotation market, by data type, 2018 - 2022 (USD Million)
  • TABLE 248 Saudi Arabia data annotation market, by data type, 2023 - 2032 (USD Million)
  • TABLE 249 Saudi Arabia data annotation market, by application, 2018 - 2022 (USD Million)
  • TABLE 250 Saudi Arabia data annotation market, by application, 2023 - 2032 (USD Million)
  • TABLE 251 Saudi Arabia data annotation market, by annotation approach, 2018 - 2022 (USD Million)
  • TABLE 252 Saudi Arabia data annotation market, by annotation approach, 2023 - 2032 (USD Million)
  • TABLE 253 South Africa data annotation market, 2018 - 2022 (USD Million)
  • TABLE 254 South Africa data annotation market, 2023 - 2032 (USD Million)
  • TABLE 255 South Africa data annotation market, by data type, 2018 - 2022 (USD Million)
  • TABLE 256 South Africa data annotation market, by data type, 2023 - 2032 (USD Million)
  • TABLE 257 South Africa data annotation market, by application, 2018 - 2022 (USD Million)
  • TABLE 258 South Africa data annotation market, by application, 2023 - 2032 (USD Million)
  • TABLE 259 South Africa data annotation market, by annotation approach, 2018 - 2022 (USD Million)
  • TABLE 260 South Africa data annotation market, by annotation approach, 2023 - 2032 (USD Million)
  • TABLE 261 Israel data annotation market, 2018 - 2022 (USD Million)
  • TABLE 262 Israel data annotation market, 2023 - 2032 (USD Million)
  • TABLE 263 Israel data annotation market, by data type, 2018 - 2022 (USD Million)
  • TABLE 264 Israel data annotation market, by data type, 2023 - 2032 (USD Million)
  • TABLE 265 Israel data annotation market, by application, 2018 - 2022 (USD Million)
  • TABLE 266 Israel data annotation market, by application, 2023 - 2032 (USD Million)
  • TABLE 267 Israel data annotation market, by annotation approach, 2018 - 2022 (USD Million)
  • TABLE 268 Israel data annotation market, by annotation approach, 2023 - 2032 (USD Million)

Charts & Figures

  • FIG 1 GMI report coverage: critical research elements
  • FIG 2 Industry segmentation
  • FIG 3 Profile break-up of primary respondents
  • FIG 4 Market forecasting methodology
  • FIG 5 Data annotation tools industry 360 degree synopsis, 2022
  • FIG 6 Data annotation tools industry ecosystem analysis
  • FIG 7 Growth potential analysis
  • FIG 8 Porter's analysis
  • FIG 9 PESTEL analysis
  • FIG 10 Competitive analysis of major market players, 2022
  • FIG 11 Competitive positioning matrix
  • FIG 12 Strategic outlook matrix
  • FIG 13 Data annotation tools market revenue, by data type, 2022 & 2032 (USD Million)
  • FIG 14 Data annotation tools market revenue, by annotation approach, 2022 & 2032 (USD Million)
  • FIG 15 Data annotation tools market revenue, by application, 2022 & 2032 (USD Million)
  • FIG 16 SWOT Analysis, Alegion Inc.
  • FIG 17 SWOT Analysis, Appen Limited
  • FIG 18 SWOT Analysis, Amazon Web Services, Inc. (Amazon.com, Inc)
  • FIG 19 SWOT Analysis, Clickworker GmBH
  • FIG 20 SWOT Analysis, CloudApp, Inc
  • FIG 21 SWOT Analysis, CloudFactory Limited
  • FIG 22 SWOT Analysis, Cogito Tech LLC
  • FIG 23 SWOT Analysis, Dataturks (Walmart Labs)
  • FIG 24 SWOT Analysis, Defined AI
  • FIG 25 SWOT Analysis, Google LLC. (Alphabet Inc.)
  • FIG 26 SWOT Analysis, Hive (Castle Global, Inc)
  • FIG 27 SWOT Analysis, IBM Corporation
  • FIG 28 SWOT Analysis, iMerit
  • FIG 29 SWOT Analysis, Labelbox, Inc.
  • FIG 30 SWOT Analysis, Landing AI
  • FIG 31 SWOT Analysis, Lionbridge AI
  • FIG 32 SWOT Analysis, Mighty AI
  • FIG 33 SWOT Analysis, MonkeyLearn Inc.
  • FIG 34 SWOT Analysis, Neurala Inc.
  • FIG 35 SWOT Analysis, Playment Inc.
  • FIG 36 SWOT Analysis, Samasource Inc.
  • FIG 37 SWOT Analysis, Scale AI, Inc.
  • FIG 38 SWOT Analysis, Sigma AI
  • FIG 39 SWOT Analysis, Webtunix AI