サンプル依頼リスト カート
  • English
  • Korean
  • Traditional Chinese
  • Simplified Chinese
デフォルト表紙
市場調査レポート
商品コード
1611202

データ収集・ラベリングの世界市場規模、シェア、動向分析レポート：データタイプ別、業界別、地域別、セグメント別予測（2025年～2030年）

Data Collection And Labeling Market Size, Share & Trends Analysis Report By Data Type (Text, Image/Video, Audio), By Vertical (Automotive, Government, Healthcare, BFSI, Retail & E-commerce), By Region, And Segment Forecasts, 2025 - 2030

出版日
ページ情報
英文 100 Pages
納期
2～10営業日
カスタマイズ可能
価格
価格表記: USDを日本円(税抜)に換算
本日の銀行送金レート: 1USD=143.57円
データ収集・ラベリングの世界市場規模、シェア、動向分析レポート：データタイプ別、業界別、地域別、セグメント別予測（2025年～2030年）
出版日: 2024年11月25日
発行: Grand View Research
ページ情報: 英文 100 Pages
納期: 2～10営業日
GIIご利用のメリット
  • 全表示
  • 概要
  • 図表
  • 目次
概要

データ収集・ラベリング市場の成長と動向：

Grand View Research, Inc.の最新レポートによると、世界のデータ収集・ラベリングの市場規模は、2030年までに171億米ドルに達し、2025年～2030年のCAGRは28.4％で拡大すると予測されています。

データ収集・ラベリングとは、様々なソースからデータセットを収集し、その性質に基づいてラベリングすることを指します。これにはデータの種類や特徴による分類も含まれます。データ収集とそのアノテーションは、AI技術と組み合わされ、ゲーム、ソーシャルネットワーキング、eコマースなど、いくつかの業界で貴重な成長機会を生み出しています。

例えば、ソーシャルネットワーキングの2大プラットフォームであるツイッターとフェイスブックは、視聴者エンゲージメントにおいて画像処理技術の恩恵を受けています。企業は、機械学習モデル用の生データを特定するために、データラベリング・プラットフォームを使用しています。テキスト、動画、音声などが生データです。例えば、2022年5月、アノテーションツールとデータラベリングプラットフォームのプロバイダーであるHeartex, Inc.は、2,500万米ドルのシリーズA資金調達ラウンドを発表しました。この資金は、AI主導のオープンソースデータラベリングプラットフォームに充てられます。同プラットフォームは、様々なAIユースケースのためのラベリングワークフローを支援することを目的としており、レポート、データ品質管理、分析のための機能を含んでいます。

デジタルキャプチャデバイス、特にスマートフォンに内蔵されたカメラの登場により、画像や動画といったデジタルコンテンツの量は飛躍的に増加しています。多くの視覚情報やデジタル情報が、複数のアプリケーション、ウェブサイト、ソーシャルネットワーク、その他のデジタルチャネルを通じて取り込まれ、共有されています。いくつかの企業は、データアノテーションを使用して、より革新的でより良い顧客サービスを提供するために、このオンラインコンテンツを活用しています。例えば、米国を拠点とする技術系新興企業のScale AI, Inc.は、Waymo LLC、Lyft, Inc.、Zoox、トヨタ・リサーチ・インスティテュートなどの自律走行車の顧客に、価値あるデータラベリング・サービスを提供しています。

しかし、データクリーニングはデータラベリングに関わる重要な課題として残っています。また、機械学習モデルの開発に関連する時間、複雑さ、コストを考慮すると、多くの企業は、許容可能で正確な結果を出すために、より多くのリソースを必要としている可能性があります。そのため、いくつかの企業は、人工知能ベースのデータ収集のビジネスを拡大するための戦略的イニシアチブを取っています。例えば、マイクロソフトは2020年7月、Dynamics 365 Connected Storeの機能を強化するため、米国を拠点とするデータ管理ソリューション・プロバイダーであるOrions Digital Systems, Inc.を買収しました。この買収により、コンピュータビジョンとIoTセンサーの利用が拡大し、小売業者が顧客行動をよりよく理解し、物理的空間を管理できるようになると予想されます。

データ収集・ラベリング市場レポートのハイライト

  • クラウドベースのアプリケーションや通信会社が提供する自動画像整理は、データ収集の最も一般的な用途の1つであり、ユーザーエクスペリエンスを向上させ、この技術に顧客の注目が集まっています。
  • セキュリティの向上や本人確認の自動化など、いくつかの利点があるため、重要な公共スペースやイベントでの顔認識の導入が進んでいます。
  • 技術大手によって提供される大規模なクラウドホスティングAI・機械学習プラットフォームの出現は、顔認識、物体認識、ランドマーク検出などの複数の機能を備えたデータアノテーションの実装につながっています。
  • 様々なデジタルショッピングや文書検証アプリケーションにおいて、デジタル画像処理とモバイルコンピューティングプラットフォームの統合が進んでいることが、市場の成長を後押ししています。

目次

第1章 調査手法と範囲

第2章 エグゼクティブサマリー

第3章 データ収集・ラベリング市場の変数、動向、範囲

  • 市場イントロダクション/系統展望
  • 業界バリューチェーン分析
  • 市場力学
    • 市場促進要因分析
    • 市場抑制要因分析
    • 業界の機会
    • 業界の課題
  • データ収集・ラベリング市場分析ツール
    • ポーターの分析
    • PESTEL分析

第4章 データ収集・ラベリング市場： データタイプの推定・動向分析

  • セグメントダッシュボード
  • データ収集・ラベリング市場：データタイプの変動分析（2024年・2030年）
  • 文章
  • 画像/動画
  • 音声

第5章 データ収集・ラベリング市場：業界の推定・動向分析

  • セグメントダッシュボード
  • データ収集・ラベリング市場：業界の変動分析（2024年・2030年）
  • IT
  • 自動車
  • 政府
  • ヘルスケア
  • BFSI
  • 小売・eコマース
  • その他

第6章 データ収集・ラベリング市場：地域の推定・動向分析

  • データ収集・ラベリングの市場シェア：地域別（2024年・2030年）
  • 北米
    • データタイプ別（2017年～2030年）
    • 業界別（2017年～2030年）
    • 米国
    • カナダ
    • メキシコ
  • 欧州
    • データタイプ別（2017年～2030年）
    • 業界別（2017年～2030年）
    • 英国
    • ドイツ
    • フランス
  • アジア太平洋
    • データタイプ別（2017年～2030年）
    • 業界別（2017年～2030年）
    • 中国
    • 日本
    • インド
    • 韓国
    • オーストラリア
  • ラテンアメリカ
    • データタイプ別（2017年～2030年）
    • 業界別（2017年～2030年）
    • ブラジル
  • 中東・アフリカ
    • データタイプ別（2017年～2030年）
    • 業界別（2017年～2030年）
    • サウジアラビア
    • アラブ首長国連邦
    • 南アフリカ

第7章 競合情勢

  • 主要市場参入企業による最近の動向と影響分析
  • 企業分類
  • 企業の市場ポジショニング
  • 企業の市場シェア分析
  • 企業ヒートマップ分析
  • 戦略マッピング
  • 企業プロファイル
    • Reality AI
    • Globalme Localization Inc.
    • Global Technology Solutions
    • Alegion
    • Labelbox, Inc
    • Dobility, Inc.
    • Scale AI, Inc.
    • Trilldata Technologies Pvt Ltd
    • Appen Limited
    • Playment Inc
図表

List of Tables

  • Table 1. Data Collection And Labeling - Industry snapshot & key buying criteria, 2017 - 2030
  • Table 2. Global Data Collection And Labeling market, 2017 - 2030 (USD Million)
  • Table 3. Global Data Collection And Labeling market estimates and forecasts by region, 2017 - 2030 (USD Million)
  • Table 4. Global Data Collection And Labeling market estimates and forecast by Data Type, 2017 - 2030 (USD Million)
  • Table 5. Global Data Collection And Labeling market estimates and forecast by Vertical, 2017 - 2030 (USD Million)
  • Table 6. Data Collection And Labeling market estimates and forecast by Data Type, 2017 - 2030 (USD Million)
  • Table 7. Data Collection And Labeling market estimates and forecast by Text, 2017 - 2030 (USD Million)
  • Table 8. Data Collection And Labeling market estimates and forecast by Image/Video, 2017 - 2030 (USD Million)
  • Table 9. Data Collection And Labeling market estimates and forecast by Audio, 2017 - 2030 (USD Million)
  • Table 10. Data Collection And Labeling market estimates and forecast by Vertical, 2017 - 2030 (USD Million)
  • Table 11. Data Collection And Labeling market estimates and forecast by IT, 2017 - 2030 (USD Million)
  • Table 12. Data Collection And Labeling market estimates and forecast by Automotive, 2017 - 2030 (USD Million)
  • Table 13. Data Collection And Labeling market estimates and forecast by Government, 2017 - 2030 (USD Million)
  • Table 14. Data Collection And Labeling market estimates and forecast by Healthcare, 2017 - 2030 (USD Million)
  • Table 15. Data Collection And Labeling market estimates and forecast by BFSI, 2017 - 2030 (USD Million)
  • Table 16. Data Collection And Labeling market estimates and forecast by Retail & E-commerce, 2017 - 2030 (USD Million)
  • Table 17. Data Collection And Labeling market estimates and forecast by Others, 2017 - 2030 (USD Million)
  • Table 18. North America Data Collection And Labeling market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 19. North America Data Collection And Labeling market estimates and forecast, by Data Type, 2017 - 2030 (USD Million)
  • Table 20. North America Data Collection And Labeling market estimates and forecast, by Vertical, 2017 - 2030 (USD Million)
  • Table 21. U.S. Data Collection And Labeling market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 22. U.S. Data Collection And Labeling market estimates and forecast, by Data Type, 2017 - 2030 (USD Million)
  • Table 23. U.S. Data Collection And Labeling market estimates and forecast, by Vertical, 2017 - 2030 (USD Million)
  • Table 24. Canada Data Collection And Labeling market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 25. Canada Data Collection And Labeling market estimates and forecast, by Data Type, 2017 - 2030 (USD Million)
  • Table 26. Canada Data Collection And Labeling market estimates and forecast, by Vertical, 2017 - 2030 (USD Million)
  • Table 27. Mexico Data Collection And Labeling market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 28. Mexico Data Collection And Labeling market estimates and forecast, by Data Type, 2017 - 2030 (USD Million)
  • Table 29. Mexico Data Collection And Labeling market estimates and forecast, by Vertical, 2017 - 2030 (USD Million)
  • Table 30. Europe Data Collection And Labeling market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 31. Europe Data Collection And Labeling market estimates and forecast, by Data Type, 2017 - 2030 (USD Million)
  • Table 32. Europe Data Collection And Labeling market estimates and forecast, by Vertical, 2017 - 2030 (USD Million)
  • Table 33. U.K. Data Collection And Labeling market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 34. U.K. Data Collection And Labeling market estimates and forecast, by Data Type, 2017 - 2030 (USD Million)
  • Table 35. U.K. Data Collection And Labeling market estimates and forecast, by Vertical, 2017 - 2030 (USD Million)
  • Table 36. Germany Data Collection And Labeling market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 37. Germany Data Collection And Labeling market estimates and forecast, by Data Type, 2017 - 2030 (USD Million)
  • Table 38. Germany Data Collection And Labeling market estimates and forecast, by Vertical, 2017 - 2030 (USD Million)
  • Table 39. France Data Collection And Labeling market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 40. France Data Collection And Labeling market estimates and forecast, by Data Type, 2017 - 2030 (USD Million)
  • Table 41. France Data Collection And Labeling market estimates and forecast, by Vertical, 2017 - 2030 (USD Million)
  • Table 42. Asia Pacific Data Collection And Labeling market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 43. Asia Pacific Data Collection And Labeling market estimates and forecast, by Data Type, 2017 - 2030 (USD Million)
  • Table 44. Asia Pacific Data Collection And Labeling market estimates and forecast, by Vertical, 2017 - 2030 (USD Million)
  • Table 45. China Data Collection And Labeling market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 46. China Data Collection And Labeling market estimates and forecast, by Data Type, 2017 - 2030 (USD Million)
  • Table 47. China Data Collection And Labeling market estimates and forecast, by Vertical, 2017 - 2030 (USD Million)
  • Table 48. Japan Data Collection And Labeling market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 49. Japan Data Collection And Labeling market estimates and forecast, by Data Type, 2017 - 2030 (USD Million)
  • Table 50. Japan Data Collection And Labeling market estimates and forecast, by Vertical, 2017 - 2030 (USD Million)
  • Table 51. India Data Collection And Labeling market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 52. India Data Collection And Labeling market estimates and forecast, by Data Type, 2017 - 2030 (USD Million)
  • Table 53. India Data Collection And Labeling market estimates and forecast, by Vertical, 2017 - 2030 (USD Million)
  • Table 54. South Korea Data Collection And Labeling market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 55. South Korea Data Collection And Labeling market estimates and forecast, by Data Type, 2017 - 2030 (USD Million)
  • Table 56. South Korea Data Collection And Labeling market estimates and forecast, by Vertical, 2017 - 2030 (USD Million)
  • Table 57. Australia Data Collection And Labeling market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 58. Australia Data Collection And Labeling market estimates and forecast, by Data Type, 2017 - 2030 (USD Million)
  • Table 59. Australia Data Collection And Labeling market estimates and forecast, by Vertical, 2017 - 2030 (USD Million)
  • Table 60. Latin America Data Collection And Labeling market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 61. Latin America Data Collection And Labeling market estimates and forecast, by Data Type, 2017 - 2030 (USD Million)
  • Table 62. Latin America Data Collection And Labeling market estimates and forecast, by Vertical, 2017 - 2030 (USD Million)
  • Table 63. Brazil Data Collection And Labeling market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 64. Brazil Data Collection And Labeling market estimates and forecast, by Data Type, 2017 - 2030 (USD Million)
  • Table 65. Brazil Data Collection And Labeling market estimates and forecast, by Vertical, 2017 - 2030 (USD Million)
  • Table 66. MEA Data Collection And Labeling market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 67. MEA Data Collection And Labeling market estimates and forecast, by Data Type, 2017 - 2030 (USD Million)
  • Table 68. MEA Data Collection And Labeling market estimates and forecast, by Vertical, 2017 - 2030 (USD Million)
  • Table 69. KSA Data Collection And Labeling market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 70. KSA Data Collection And Labeling market estimates and forecast, by Data Type, 2017 - 2030 (USD Million)
  • Table 71. KSA Data Collection And Labeling market estimates and forecast, by Vertical, 2017 - 2030 (USD Million)
  • Table 72. UAE Data Collection And Labeling market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 73. UAE Data Collection And Labeling market estimates and forecast, by Data Type, 2017 - 2030 (USD Million)
  • Table 74. UAE Data Collection And Labeling market estimates and forecast, by Vertical, 2017 - 2030 (USD Million)
  • Table 75. South Africa Data Collection And Labeling market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 76. South Africa Data Collection And Labeling market estimates and forecast, by Data Type, 2017 - 2030 (USD Million)
  • Table 77. South Africa Data Collection And Labeling market estimates and forecast, by Vertical, 2017 - 2030 (USD Million)

List of Figures

  • Fig. 1 Data Collection And Labeling Market Segmentation
  • Fig. 2 Market research process
  • Fig. 3 Data Type landscape
  • Fig. 4 Information Procurement
  • Fig. 5 Primary research pattern
  • Fig. 6 Market research approaches
  • Fig. 7 Parent market analysis
  • Fig. 8 Data Analysis Models
  • Fig. 9 Market Formulation and Validation
  • Fig. 10 Data Validating & Publishing
  • Fig. 11 Market Snapshot
  • Fig. 12 Competitive Landscape Snapshot
  • Fig. 13 Data Collection And Labeling Market: Industry Value Chain Analysis
  • Fig. 14 Data Collection And Labeling Market: Market Dynamics
  • Fig. 15 Market driver relevance analysis (Current & future impact)
  • Fig. 16 Market restraint relevance analysis (Current & future impact)
  • Fig. 17 Data Collection And Labeling Market: PORTER's Analysis
  • Fig. 18 Data Collection And Labeling Market: PESTEL Analysis
  • Fig. 19 Data Collection And Labeling Market: Data Type Outlook Key Takeaways (USD Million)
  • Fig. 20 Data Collection And Labeling Market: Data Type Movement Analysis (USD Million), 2024 & 2030
  • Fig. 21 Text Market Estimates & Forecasts, 2017 - 2030 (Revenue, USD Million)
  • Fig. 22 Image/Video Market Estimates & Forecasts, 2017 - 2030 (Revenue, USD Million)
  • Fig. 23 Audio Market Estimates & Forecasts, 2017 - 2030 (Revenue, USD Million)
  • Fig. 24 Data Collection And Labeling Market: Vertical Outlook Key Takeaways (USD Million)
  • Fig. 25 Data Collection And Labeling Market: Vertical Movement Analysis (USD Million), 2024 & 2030
  • Fig. 26 IT Market Estimates & Forecasts, 2017 - 2030 (Revenue, USD Million)
  • Fig. 27 Automotive Market Estimates & Forecasts, 2017 - 2030 (Revenue, USD Million)
  • Fig. 28 Government Market Estimates & Forecasts, 2017 - 2030 (Revenue, USD Million)
  • Fig. 29 Healthcare Market Estimates & Forecasts, 2017 - 2030 (Revenue, USD Million)
  • Fig. 30 BFSI Market Estimates & Forecasts, 2017 - 2030 (Revenue, USD Million)
  • Fig. 31 Retail & E-commerce Market Estimates & Forecasts, 2017 - 2030 (Revenue, USD Million)
  • Fig. 32 Others Market Estimates & Forecasts, 2017 - 2030 (Revenue, USD Million)
  • Fig. 33 Data Collection And Labeling Market Revenue, by Region, 2024 & 2030 (USD Million)
  • Fig. 34 Regional Marketplace: Key Takeaways
  • Fig. 35 Data Collection And Labeling market: Regional outlook, 2024 & 2030 (USD Million)
  • Fig. 36 North America Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 37 US Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 38 Canada Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 39 Mexico Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 40 Europe Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 41 UK Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 42 Germany Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 43 France Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 44 Asia Pacific Data Collection And Labeling Market Estimates and Forecast, 2017 - 2030 (USD Million)
  • Fig. 45 China Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 46 Japan Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 47 India Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 48 Australia Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 49 South Korea Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 50 Latin America Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 51 Brazil Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 52 MEA Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 53 UAE Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 54 South Africa Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 55 KSA Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 56 Key Company Categorization
  • Fig. 57 Strategic Framework
目次
Product Code: GVR-4-68038-406-2

Data Collection And Labeling Market Growth & Trends:

The global data collection and labeling market size is expected to reach USD 17.10 billion by 2030, expanding at 28.4% CAGR from 2025 to 2030, according to a new report by Grand View Research, Inc. Data collection and labeling refers to the collection of datasets from various sources and labeling them based on their nature. This includes categorizing them by data type, and features. Data gathering and its annotation, combined with AI technology, have created valuable growth opportunities in several verticals, such as gaming, social networking, and e-commerce.

For instance, Twitter and Facebook, two major platforms of social networking, have benefited from image-processing technology in audience engagement. Companies use data labeling platforms to identify raw data for the machine learning model. Text, movies, audio, and other items are raw data. For instance, in May 2022, Heartex, Inc., an annotation tool and data labeling platform provider announced a USD 25 million Series A fundraising round. The funds will go toward its AI-driven open-source data labeling platform. The platform aims to assist in labeling workflows for various AI use cases, and it includes capabilities for reporting, data quality control, and analytics.

The advent of digital capturing devices, particularly cameras built into smartphones, has led to an exponential growth in the volume of digital content in the form of images and videos. Much visual and digital information is being captured and shared through several applications, websites, social networks, and other digital channels. Several businesses have leveraged this online content to deliver more innovative and better customer services using data annotation. For instance, Scale AI, Inc., a U.S.-based tech start-up provides valuable data labeling services to its autonomous driving customers, including Waymo LLC; Lyft, Inc.; Zoox; and Toyota Research Institute.

However, data cleaning remains a significant challenge involved in data labeling. Also, considering the time, complexity, and cost associated with developing machine learning models, many companies may need more resources to produce acceptable and accurate results. Therefore, several companies are taking strategic initiatives to expand their business in artificial intelligence-based data gathering. For instance, in July 2020, Microsoft acquired Orions Digital Systems, Inc., a U.S.-based data management solutions provider, to boost its Dynamics 365 Connected Store capabilities. This acquisition is anticipated to increase the use of computer vision and IoT sensors to help retailers better understand customer behavior and manage their physical spaces.

Data Collection And Labeling Market Report Highlights:

  • Automated image organization offered by cloud-based applications and telecom companies is one of the most popular uses of data gathering that has improved the user experience and draws the attention of customers toward this technology
  • Several benefits, such as better security and automation of identification, encourage the implementation of facial recognition at significant public spaces or events
  • The advent of large-scale cloud-hosted AI and machine learning platforms offered by tech giants has led to the implementation of data annotation with multiple functions, such as facial recognition, object recognition, and landmark detection
  • The growing integration of digital image processing and mobile computing platforms in various digital shopping and document verification applications is propelling the market growth

Table of Contents

Chapter 1. Methodology and Scope

  • 1.1. Market Segmentation and Scope
  • 1.2. Market Definitions
  • 1.3. Research Methodology
    • 1.3.1. Information Procurement
    • 1.3.2. Information or Data Analysis
    • 1.3.3. Market Formulation & Data Visualization
    • 1.3.4. Data Validation & Publishing
  • 1.4. Research Scope and Assumptions
    • 1.4.1. List of Data Sources

Chapter 2. Executive Summary

  • 2.1. Market Outlook
  • 2.2. Segment Outlook
  • 2.3. Competitive Insights

Chapter 3. Data Collection And Labeling Market Variables, Trends, & Scope

  • 3.1. Market Introduction/Lineage Outlook
  • 3.2. Industry Value Chain Analysis
  • 3.3. Market Dynamics
    • 3.3.1. Market Drivers Analysis
    • 3.3.2. Market Restraints Analysis
    • 3.3.3. Industry Opportunities
    • 3.3.4. Industry Challenges
  • 3.4. Data Collection And Labeling Market Analysis Tools
    • 3.4.1. Porter's Analysis
      • 3.4.1.1. Bargaining power of the suppliers
      • 3.4.1.2. Bargaining power of the buyers
      • 3.4.1.3. Threats of substitution
      • 3.4.1.4. Threats from new entrants
      • 3.4.1.5. Competitive rivalry
    • 3.4.2. PESTEL Analysis
      • 3.4.2.1. Political landscape
      • 3.4.2.2. Economic and Social landscape
      • 3.4.2.3. Technological landscape
      • 3.4.2.4. Environmental landscape
      • 3.4.2.5. Legal landscape

Chapter 4. Data Collection And Labeling Market: Data Type Estimates & Trend Analysis

  • 4.1. Segment Dashboard
  • 4.2. Data Collection And Labeling Market: Data Type Movement Analysis, 2024 & 2030 (USD Million)
  • 4.3. Text
    • 4.3.1. Text Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)
  • 4.4. Image/Video
    • 4.4.1. Image/Video Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)
  • 4.5. Audio
    • 4.5.1. Audio Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)

Chapter 5. Data Collection And Labeling Market: Vertical Estimates & Trend Analysis

  • 5.1. Segment Dashboard
  • 5.2. Data Collection And Labeling Market: Vertical Movement Analysis, 2024 & 2030 (USD Million)
  • 5.3. IT
    • 5.3.1. IT Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)
  • 5.4. Automotive
    • 5.4.1. Automotive Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)
  • 5.5. Government
    • 5.5.1. Government Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)
  • 5.6. Healthcare
    • 5.6.1. Healthcare Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)
  • 5.7. BFSI
    • 5.7.1. BFSI Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)
  • 5.8. Retail & E-commerce
    • 5.8.1. Retail & E-commerce Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)
  • 5.9. Others
    • 5.9.1. Others Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)

Chapter 6. Data Collection And Labeling Market: Regional Estimates & Trend Analysis

  • 6.1. Data Collection And Labeling Market Share, By Region, 2024 & 2030 (USD Million)
  • 6.2. North America
    • 6.2.1. North America Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
    • 6.2.2. North America Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
    • 6.2.3. North America Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
    • 6.2.4. U.S.
      • 6.2.4.1. U.S. Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
      • 6.2.4.2. U.S. Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
      • 6.2.4.3. U.S. Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
    • 6.2.5. Canada
      • 6.2.5.1. Canada Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
      • 6.2.5.2. Canada Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
      • 6.2.5.3. Canada Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
    • 6.2.6. Mexico
      • 6.2.6.1. Mexico Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
      • 6.2.6.2. Mexico Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
      • 6.2.6.3. Mexico Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
  • 6.3. Europe
    • 6.3.1. Europe Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
    • 6.3.2. Europe Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
    • 6.3.3. Europe Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
    • 6.3.4. U.K.
      • 6.3.4.1. U.K. Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
      • 6.3.4.2. U.K. Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
      • 6.3.4.3. U.K. Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
    • 6.3.5. Germany
      • 6.3.5.1. Germany Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
      • 6.3.5.2. Germany Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
      • 6.3.5.3. Germany Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
    • 6.3.6. France
      • 6.3.6.1. France Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
      • 6.3.6.2. France Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
      • 6.3.6.3. France Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
  • 6.4. Asia Pacific
    • 6.4.1. Asia Pacific Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
    • 6.4.2. Asia Pacific Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
    • 6.4.3. Asia Pacific Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
    • 6.4.4. China
      • 6.4.4.1. China Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
      • 6.4.4.2. China Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
      • 6.4.4.3. China Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
    • 6.4.5. Japan
      • 6.4.5.1. Japan Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
      • 6.4.5.2. Japan Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
      • 6.4.5.3. Japan Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
    • 6.4.6. India
      • 6.4.6.1. India Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
      • 6.4.6.2. India Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
      • 6.4.6.3. India Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
    • 6.4.7. South Korea
      • 6.4.7.1. South Korea Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
      • 6.4.7.2. South Korea Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
      • 6.4.7.3. South Korea Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
    • 6.4.8. Australia
      • 6.4.8.1. Australia Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
      • 6.4.8.2. Australia Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
      • 6.4.8.3. Australia Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
  • 6.5. Latin America
    • 6.5.1. Latin America Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
    • 6.5.2. Latin America Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
    • 6.5.3. Latin America Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
    • 6.5.4. Brazil
      • 6.5.4.1. Brazil Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
      • 6.5.4.2. Brazil Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
      • 6.5.4.3. Brazil Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
  • 6.6. Middle East and Africa
    • 6.6.1. Middle East and Africa Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
    • 6.6.2. Middle East and Africa Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
    • 6.6.3. Middle East and Africa Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
    • 6.6.4. KSA
      • 6.6.4.1. KSA Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
      • 6.6.4.2. KSA Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
      • 6.6.4.3. KSA Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
    • 6.6.5. UAE
      • 6.6.5.1. UAE Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
      • 6.6.5.2. UAE Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
      • 6.6.5.3. UAE Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
    • 6.6.6. South Africa
      • 6.6.6.1. South Africa Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
      • 6.6.6.2. South Africa Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
      • 6.6.6.3. South Africa Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)

Chapter 7. Competitive Landscape

  • 7.1. Recent Developments & Impact Analysis by Key Market Participants
  • 7.2. Company Categorization
  • 7.3. Company Market Positioning
  • 7.4. Company Market Share Analysis
  • 7.5. Company Heat Map Analysis
  • 7.6. Strategy Mapping
  • 7.7. Company Profiles
    • 7.7.1. Reality AI
      • 7.7.1.1. Participant's Overview
      • 7.7.1.2. Financial Performance
      • 7.7.1.3. Product Benchmarking
      • 7.7.1.4. Recent Developments
    • 7.7.2. Globalme Localization Inc.
      • 7.7.2.1. Participant's Overview
      • 7.7.2.2. Financial Performance
      • 7.7.2.3. Product Benchmarking
      • 7.7.2.4. Recent Developments
    • 7.7.3. Global Technology Solutions
      • 7.7.3.1. Participant's Overview
      • 7.7.3.2. Financial Performance
      • 7.7.3.3. Product Benchmarking
      • 7.7.3.4. Recent Developments
    • 7.7.4. Alegion
      • 7.7.4.1. Participant's Overview
      • 7.7.4.2. Financial Performance
      • 7.7.4.3. Product Benchmarking
      • 7.7.4.4. Recent Developments
    • 7.7.5. Labelbox, Inc
      • 7.7.5.1. Participant's Overview
      • 7.7.5.2. Financial Performance
      • 7.7.5.3. Product Benchmarking
      • 7.7.5.4. Recent Developments
    • 7.7.6. Dobility, Inc.
      • 7.7.6.1. Participant's Overview
      • 7.7.6.2. Financial Performance
      • 7.7.6.3. Product Benchmarking
      • 7.7.6.4. Recent Developments
    • 7.7.7. Scale AI, Inc.
      • 7.7.7.1. Participant's Overview
      • 7.7.7.2. Financial Performance
      • 7.7.7.3. Product Benchmarking
      • 7.7.7.4. Recent Developments
    • 7.7.8. Trilldata Technologies Pvt Ltd
      • 7.7.8.1. Participant's Overview
      • 7.7.8.2. Financial Performance
      • 7.7.8.3. Product Benchmarking
      • 7.7.8.4. Recent Developments
    • 7.7.9. Appen Limited
      • 7.7.9.1. Participant's Overview
      • 7.7.9.2. Financial Performance
      • 7.7.9.3. Product Benchmarking
      • 7.7.9.4. Recent Developments
    • 7.7.10. Playment Inc
      • 7.7.10.1. Participant's Overview
      • 7.7.10.2. Financial Performance
      • 7.7.10.3. Product Benchmarking
      • 7.7.10.4. Recent Developments