データラベリングソリューション・サービスの市場規模、シェア、動向分析レポート：ソーシングタイプ別、タイプ別、ラベリングタイプ別、産業別、地域別、セグメント別予測、2025年～2030年

データラベリングソリューション・サービス市場の成長と動向：

Grand View Research, Inc.の最新レポートによると、世界のデータラベリングソリューション・サービス市場規模は2030年までに576億3,000万米ドルに達すると予測されています。

同市場は2025年から2030年にかけてCAGR 20.3％を記録すると予測されています。自動車産業におけるデータラベリングソリューション・サービスの顕著な使用は、ネットワークシステムとコンピュータが車を運転するのを支援する様々なセンサーを理解する自動運転車と組み合わされ、市場の成長を推進する主要因となっています。

世界のラベリング・ソリューション・サービス市場は、デジタル化に対する一般市民の意識の高まり、ヘルスケア治療の拡大、技術の向上によって牽引されています。大企業、自動車、ヘルスケア分野で使用されるいくつかの産業で顕著な技術向上が、データラベリングソリューション＆サービスの需要を伸ばしています。例えば、トヨタ・リサーチ・インスティテュート、Zoox、Waymo LLC、Lyft, Inc.は、米国を拠点とするデジタル・スタートアップ、Scale AI, Inc.が提供するデータ・ラベリング・サービスを利用しています。ベンダーは、サービスや製品にデータラベリングを利用し、顧客に成分表を提供するケースが増えており、世界市場の拡大が予測されます。例えば、画像処理技術は、TwitterとFacebookという2つの有名なソーシャル・ネットワーキング・サイトの視聴者エンゲージメントを高めるのに役立っています。

さらに、機械学習アプリケーションは、ツイートやニュース記事のようなデータ項目の分類に広く使用されています。このため、将来のデータ項目を自動的に分類するアルゴリズムの開発に役立つ、特定の注釈付き学習データセットが必要となります。しかし、このようなデータセットを手作業で構築するのは複雑な作業であり、コーダーは多大な時間を費やす必要があります。電子カルテシステム（HER）の導入が進むにつれ、臨床データ収集は、主に非構造化テキスト文書であるが、臨床研究のための貴重な資源となっています。臨床文献に隠されたデータを解き明かすために、統計的NLP（自然言語処理）標準が開発されてきました。

テキストラベリングは、センチメント分析の進歩により、推奨システムを作成するためのソーシャルメディアモニタリングで一般的に使用されています。2019年12月、Enlitic, Inc.はトルコを拠点とする民間ヘルスケアプロバイダーであるMLPCareとの提携を発表し、トルコと中央アジアおよび東欧の隣接諸国のヘルスケアシステムに臨床人工知能を統合します。この契約の下、Enlitic, Inc.はトルコの患者を対象としたディープラーニングモデルの開発、トレーニング、検証を行っています。したがって、データラベリングソリューション・サービスのアプリケーションの増加は、市場の成長を促進すると予想されます。

データラベリングソリューション・サービス市場レポートハイライト

• タイプ別では、画像・動画アノテーションセグメントが予測期間中に市場に大きな収益をもたらすと予測されます。この成長は、ヘルスケア、自動車、メディア＆エンターテインメントなど、いくつかの産業でコンピュータビジョンの導入が増加していることに起因しています。
• 業種別では、自動運転車やトラックの開発が進んでいることから、自動車分野が予測期間中に顕著なCAGRで成長すると予測されています。
• 北米のデータラベリングソリューション・サービス市場は、2024年に33.9％のシェアを占め、世界の業界をリードしています。

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 データラベリングソリューション・サービスの市場変数、動向、範囲

• 世界データラベリングソリューション・サービス市場の展望
• 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
  • 業界の課題
• ポーターのファイブフォース分析
  • サプライヤーの力
  • 買い手の力
  • 代替の脅威
  • 新規参入の脅威
  • 競争企業間の敵対関係
• PESTEL分析
  • 政治情勢
  • 経済情勢
  • 社会情勢
  • 技術的情勢
  • 環境情勢
  • 法的な情勢

第4章 データラベリングソリューション・サービス市場：ソーシングタイプの推定と予測

• データラベリングソリューション・サービス市場：ソーシングタイプの変動分析、2024年および2030年

第5章 データラベリングソリューション・サービス市場：タイプ推定と予測

• データラベリングソリューション・サービス市場：タイプ変動分析、2024年および2030年

第6章 データラベリングソリューション・サービス市場：ラベリングタイプの推定と予測

• データラベリングソリューション・サービス市場：ラベリングタイプの変動分析、2024年および2030年

第7章 データラベリングソリューション・サービス市場：産業展望の推定と予測

• データラベリングソリューション・サービス市場：産業変動分析、2024年および2030年
  • IT
  • 自動車
  • 政府
  • ヘルスケア
  • 金融サービス
  • 小売業
  • その他

第8章 データラベリングソリューション・サービス市場：地域推定・動向分析

• データラベリングソリューション・サービスの市場シェア、地域別、2024年および2030年
• 北米
  • 米国
  • カナダ
  • メキシコ
• 欧州
  • 英国
  • ドイツ
  • フランス
• アジア太平洋
  • 中国
  • 日本
  • インド
  • 韓国
  • オーストラリア
• ラテンアメリカ
  • ブラジル
• 中東およびアフリカ
  • アラブ首長国連邦
  • サウジアラビア
  • 南アフリカ

第9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
• ベンダー情勢
  • 企業分類
  • 主要販売代理店およびチャネルパートナーのリスト
  • 潜在顧客リスト/リスト
• 競争のダイナミクス
  • 競合ベンチマーキング
  • 戦略マッピング
  • ヒートマップ分析
• 企業プロファイル/上場企業
  • Alegion
  • Amazon Mechanical Turk, Inc.
  • Appen Limited
  • Clickworker GmbH
  • CloudApp
  • CloudFactory Limited
  • Cogito Tech LLC
  • Deep Systems, LLC
  • edgecase.ai
  • Explosion AI GmbH
  • Heex Technologies
  • Labelbox, Inc.
  • Lotus Quality Assurance
  • Mighty AI, Inc.
  • Playment Inc.
  • Scale AI
  • Shaip
  • Steldia Services Ltd.
  • Tagtog Sp. z oo
  • Trilldata Technologies Pvt Ltd
  • Yandez LLC

List of Tables

• Table 1. Global Data Labeling Solution And Services market estimates and forecasts, by region, 2018 - 2030 (USD Million)
• Table 2. Global Data Labeling Solution And Services market estimates and forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
• Table 3. Global Data Labeling Solution And Services market estimates and forecasts, by Type, 2018 - 2030 (USD Million)
• Table 4. Global Data Labeling Solution And Services market estimates and forecasts, by Labeling Type, 2018 - 2030 (USD Million)
• Table 5. Global Data Labeling Solution And Services market estimates and forecasts, by Vertical, 2018 - 2030 (USD Million)
• Table 6. North America Data Labeling Solution And Services market estimates and forecasts, by country, 2018 - 2030 (USD Million)
• Table 7. North America Data Labeling Solution And Services market estimates and forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
• Table 8. North America Data Labeling Solution And Services market estimates and forecasts, by Type, 2018 - 2030 (USD Million)
• Table 9. North America Data Labeling Solution And Services market estimates and forecasts, by Labeling Type, 2018 - 2030 (USD Million)
• Table 10. North America Data Labeling Solution And Services market estimates and forecasts, by Vertical, 2018 - 2030 (USD Million)
• Table 11. U.S. Data Labeling Solution And Services market estimates and forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
• Table 12. U.S. Data Labeling Solution And Services market estimates and forecasts, by Type, 2018 - 2030 (USD Million)
• Table 13. U.S. Data Labeling Solution And Services market estimates and forecasts, by Labeling Type, 2018 - 2030 (USD Million)
• Table 14. U.S. Data Labeling Solution And Services market estimates and forecasts, by Vertical, 2018 - 2030 (USD Million)
• Table 15. Canada Data Labeling Solution And Services market estimates and forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
• Table 16. Canada Data Labeling Solution And Services market estimates and forecasts, by Type, 2018 - 2030 (USD Million)
• Table 17. Canada Data Labeling Solution And Services market estimates and forecasts, by Labeling Type, 2018 - 2030 (USD Million)
• Table 18. Canada Data Labeling Solution And Services market estimates and forecasts, by Vertical, 2018 - 2030 (USD Million)
• Table 19. Mexico Data Labeling Solution And Services market estimates and forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
• Table 20. Mexico Data Labeling Solution And Services market estimates and forecasts, by Type, 2018 - 2030 (USD Million)
• Table 21. Mexico Data Labeling Solution And Services market estimates and forecasts, by Labeling Type, 2018 - 2030 (USD Million)
• Table 22. Mexico Data Labeling Solution And Services market estimates and forecasts, by Vertical, 2018 - 2030 (USD Million)
• Table 23. Europe Data Labeling Solution And Services market estimates and forecasts, by country, 2018 - 2030 (USD Million)
• Table 24. Europe Data Labeling Solution And Services market estimates and forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
• Table 25. Europe Data Labeling Solution And Services market estimates and forecasts, by Type, 2018 - 2030 (USD Million)
• Table 26. Europe Data Labeling Solution And Services market estimates and forecasts, by Labeling Type, 2018 - 2030 (USD Million)
• Table 27. Europe Data Labeling Solution And Services market estimates and forecasts, by Vertical, 2018 - 2030 (USD Million)
• Table 28. UK Data Labeling Solution And Services market estimates and forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
• Table 29. UK Data Labeling Solution And Services market estimates and forecasts, by Type, 2018 - 2030 (USD Million)
• Table 30. UK Data Labeling Solution And Services market estimates and forecasts, by Labeling Type, 2018 - 2030 (USD Million)
• Table 31. UK Data Labeling Solution And Services market estimates and forecasts, by Vertical, 2018 - 2030 (USD Million)
• Table 32. Germany Data Labeling Solution And Services market estimates and forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
• Table 33. Germany Data Labeling Solution And Services market estimates and forecasts, by Type, 2018 - 2030 (USD Million)
• Table 34. Germany Data Labeling Solution And Services market estimates and forecasts, by Labeling Type, 2018 - 2030 (USD Million)
• Table 35. Germany Data Labeling Solution And Services market estimates and forecasts, by Vertical, 2018 - 2030 (USD Million)
• Table 36. France Data Labeling Solution And Services market estimates and forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
• Table 37. France Data Labeling Solution And Services market estimates and forecasts, by Type, 2018 - 2030 (USD Million)
• Table 38. France Data Labeling Solution And Services market estimates and forecasts, by Labeling Type, 2018 - 2030 (USD Million)
• Table 39. France Data Labeling Solution And Services market estimates and forecasts, by Vertical, 2018 - 2030 (USD Million)
• Table 40. Asia Pacific Data Labeling Solution And Services market estimates and forecasts, by country, 2018 - 2030 (USD Million)
• Table 41. Asia Pacific Data Labeling Solution And Services market estimates and forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
• Table 42. Asia Pacific Data Labeling Solution And Services market estimates and forecasts, by Type, 2018 - 2030 (USD Million)
• Table 43. Asia Pacific Data Labeling Solution And Services market estimates and forecasts, by Labeling Type, 2018 - 2030 (USD Million)
• Table 44. Asia Pacific Data Labeling Solution And Services market estimates and forecasts, by Vertical, 2018 - 2030 (USD Million)
• Table 45. China Data Labeling Solution And Services market estimates and forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
• Table 46. China Data Labeling Solution And Services market estimates and forecasts, by Type, 2018 - 2030 (USD Million)
• Table 47. China Data Labeling Solution And Services market estimates and forecasts, by Labeling Type, 2018 - 2030 (USD Million)
• Table 48. China Data Labeling Solution And Services market estimates and forecasts, by Vertical, 2018 - 2030 (USD Million)
• Table 49. Japan Data Labeling Solution And Services market estimates and forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
• Table 50. Japan Data Labeling Solution And Services market estimates and forecasts, by Type, 2018 - 2030 (USD Million)
• Table 51. Japan Data Labeling Solution And Services market estimates and forecasts, by Labeling Type, 2018 - 2030 (USD Million)
• Table 52. Japan Data Labeling Solution And Services market estimates and forecasts, by Vertical, 2018 - 2030 (USD Million)
• Table 53. India Data Labeling Solution And Services market estimates and forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
• Table 54. India Data Labeling Solution And Services market estimates and forecasts, by Type, 2018 - 2030 (USD Million)
• Table 55. India Data Labeling Solution And Services market estimates and forecasts, by Labeling Type, 2018 - 2030 (USD Million)
• Table 56. India Data Labeling Solution And Services market estimates and forecasts, by Vertical, 2018 - 2030 (USD Million)
• Table 57. Australia Data Labeling Solution And Services market estimates and forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
• Table 58. Australia Data Labeling Solution And Services market estimates and forecasts, by Type, 2018 - 2030 (USD Million)
• Table 59. Australia Data Labeling Solution And Services market estimates and forecasts, by Labeling Type, 2018 - 2030 (USD Million)
• Table 60. Australia Data Labeling Solution And Services market estimates and forecasts, by Vertical, 2018 - 2030 (USD Million)
• Table 61. South Korea Data Labeling Solution And Services market estimates and forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
• Table 62. South Korea Data Labeling Solution And Services market estimates and forecasts, by Type, 2018 - 2030 (USD Million)
• Table 63. South Korea Data Labeling Solution And Services market estimates and forecasts, by Labeling Type, 2018 - 2030 (USD Million)
• Table 64. South Korea Data Labeling Solution And Services market estimates and forecasts, by Vertical, 2018 - 2030 (USD Million)
• Table 65. Latin America Data Labeling Solution And Services market estimates and forecasts, by country, 2018 - 2030 (USD Million)
• Table 66. Latin America Data Labeling Solution And Services market estimates and forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
• Table 67. Latin America Data Labeling Solution And Services market estimates and forecasts, by Type, 2018 - 2030 (USD Million)
• Table 68. Latin America Data Labeling Solution And Services market estimates and forecasts, by Labeling Type, 2018 - 2030 (USD Million)
• Table 69. Latin America Data Labeling Solution And Services market estimates and forecasts, by Vertical, 2018 - 2030 (USD Million)
• Table 70. Brazil Data Labeling Solution And Services market estimates and forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
• Table 71. Brazil Data Labeling Solution And Services market estimates and forecasts, by Type, 2018 - 2030 (USD Million)
• Table 72. Brazil Data Labeling Solution And Services market estimates and forecasts, by Labeling Type, 2018 - 2030 (USD Million)
• Table 73. Brazil Data Labeling Solution And Services market estimates and forecasts, by Vertical, 2018 - 2030 (USD Million)
• Table 74. Middle East & Africa Data Labeling Solution And Services market estimates and forecasts, by country, 2018 - 2030 (USD Million)
• Table 75. Middle East & Africa Data Labeling Solution And Services market estimates and forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
• Table 76. Middle East & Africa Data Labeling Solution And Services market estimates and forecasts, by Type, 2018 - 2030 (USD Million)
• Table 77. Middle East & Africa Data Labeling Solution And Services market estimates and forecasts, by Labeling Type, 2018 - 2030 (USD Million)
• Table 78. Middle East & Africa Data Labeling Solution And Services market estimates and forecasts, by Vertical, 2018 - 2030 (USD Million)
• Table 79. Saudi Arabia Data Labeling Solution And Services market estimates and forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
• Table 80. Saudi Arabia Data Labeling Solution And Services market estimates and forecasts, by Type, 2018 - 2030 (USD Million)
• Table 81. Saudi Arabia Data Labeling Solution And Services market estimates and forecasts, by Labeling Type, 2018 - 2030 (USD Million)
• Table 82. Saudi Arabia Data Labeling Solution And Services market estimates and forecasts, by Vertical, 2018 - 2030 (USD Million)
• Table 83. UAE Data Labeling Solution And Services market estimates and forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
• Table 84. UAE Data Labeling Solution And Services market estimates and forecasts, by Type, 2018 - 2030 (USD Million)
• Table 85. UAE Data Labeling Solution And Services market estimates and forecasts, by Labeling Type, 2018 - 2030 (USD Million)
• Table 86. UAE Data Labeling Solution And Services market estimates and forecasts, by Vertical, 2018 - 2030 (USD Million)
• Table 87. South Africa Data Labeling Solution And Services market estimates and forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
• Table 88. South Africa Data Labeling Solution And Services market estimates and forecasts, by Type, 2018 - 2030 (USD Million)
• Table 89. South Africa Data Labeling Solution And Services market estimates and forecasts, by Labeling Type, 2018 - 2030 (USD Million)
• Table 90. South Africa Data Labeling Solution And Services market estimates and forecasts, by Vertical, 2018 - 2030 (USD Million)

List of Figures

• Fig. 1 Data Labeling Solution And Services market segmentation
• Fig. 2 Market research process
• Fig. 3 Information procurement
• Fig. 4 Primary research pattern
• Fig. 5 Market research approaches
• Fig. 6 Parent market analysis
• Fig. 7 Market formulation & validation
• Fig. 8 Data Labeling Solution And Services market snapshot
• Fig. 9 Data Labeling Solution And Services market segment snapshot
• Fig. 10 Data Labeling Solution And Services market competitive landscape snapshot
• Fig. 11 Market driver relevance analysis (Current & future impact)
• Fig. 12 Market restraint relevance analysis (Current & future impact)
• Fig. 13 Value Chain Analysis
• Fig. 14 Data Labeling Solution And Services market, Sourcing Type outlook key takeaways (USD million)
• Fig. 15 Data Labeling Solution And Services market Sourcing Type movement analysis (USD million), 2024 & 2030
• Fig. 16 In-House market revenue estimates and forecasts, 2018 - 2030 (USD million)
• Fig. 17 Outsourced market revenue estimates and forecasts, 2018 - 2030 (USD million)
• Fig. 18 Data Labeling Solution And Services market: Type outlook key takeaways (USD million)
• Fig. 19 Data Labeling Solution And Services market: Type movement analysis (USD million), 2024 & 2030
• Fig. 20 Text market revenue estimates and forecasts, 2018 - 2030 (USD million)
• Fig. 21 Image/Video market revenue estimates and forecasts, 2018 - 2030 (USD million)
• Fig. 22 Audio market revenue estimates and forecasts, 2018 - 2030 (USD million)
• Fig. 23 Data Labeling Solution And Services market: Labeling Type outlook key takeaways (USD million)
• Fig. 24 Data Labeling Solution And Services market: Labeling Type movement analysis (USD million), 2024 & 2030
• Fig. 25 Manual market revenue estimates and forecasts, 2018 - 2030 (USD million)
• Fig. 26 Semi-Supervised market revenue estimates and forecasts, 2018 - 2030 (USD million)
• Fig. 27 Automatic market revenue estimates and forecasts, 2018 - 2030 (USD million)
• Fig. 28 Data Labeling Solution And Services market: Vertical outlook key takeaways (USD million)
• Fig. 29 Data Labeling Solution And Services market: Vertical movement analysis (USD million), 2024 & 2030
• Fig. 30 IT market revenue estimates and forecasts, 2018 - 2030 (USD million)
• Fig. 31 Automotive market revenue estimates and forecasts, 2018 - 2030 (USD million)
• Fig. 32 Government market revenue estimates and forecasts, 2018 - 2030 (USD million)
• Fig. 33 Healthcare market revenue estimates and forecasts, 2018 - 2030 (USD million)
• Fig. 34 Financial Services market revenue estimates and forecasts, 2018 - 2030 (USD million)
• Fig. 35 Retails market revenue estimates and forecasts, 2018 - 2030 (USD million)
• Fig. 36 Others market revenue estimates and forecasts, 2018 - 2030 (USD million)
• Fig. 37 Regional marketplace: Key takeaways
• Fig. 38 Data Labeling Solution And Services market: Regional outlook, 2024 & 2030, USD Million
• Fig. 39 North America Data Labeling Solution And Services market estimates and forecasts, 2018 - 2030 (USD million)
• Fig. 40 U.S. Data Labeling Solution And Services market estimates and forecasts, 2018 - 2030 (USD million)
• Fig. 41 Canada Data Labeling Solution And Services market estimates and forecasts, 2018 - 2030 (USD million)
• Fig. 42 Mexico Data Labeling Solution And Services market estimates and forecasts, 2018 - 2030 (USD million)
• Fig. 43 Europe Data Labeling Solution And Services market estimates and forecasts, 2018 - 2030 (USD million)
• Fig. 44 U.K. Data Labeling Solution And Services market estimates and forecasts, 2018 - 2030 (USD million)
• Fig. 45 Germany Data Labeling Solution And Services market estimates and forecasts, 2018 - 2030 (USD million)
• Fig. 46 France Data Labeling Solution And Services market estimates and forecasts, 2018 - 2030 (USD million)
• Fig. 47 Asia Pacific Data Labeling Solution And Services market estimates and forecasts, 2018 - 2030 (USD million)
• Fig. 48 China Data Labeling Solution And Services market estimates and forecasts, 2018 - 2030 (USD million)
• Fig. 49 Japan Data Labeling Solution And Services market estimates and forecasts, 2018 - 2030 (USD million)
• Fig. 50 India Data Labeling Solution And Services market estimates and forecasts, 2018 - 2030 (USD million)
• Fig. 51 Australia Data Labeling Solution And Services market estimates and forecasts, 2018 - 2030 (USD million)
• Fig. 52 South Korea Data Labeling Solution And Services market estimates and forecasts, 2018 - 2030 (USD million)
• Fig. 53 Latin America Data Labeling Solution And Services market estimates and forecasts, 2018 - 2030 (USD million)
• Fig. 54 Brazil Data Labeling Solution And Services market estimates and forecasts, 2018 - 2030 (USD million)
• Fig. 55 MEA Data Labeling Solution And Services market estimates and forecasts, 2018 - 2030 (USD million)
• Fig. 56 KSA Data Labeling Solution And Services market estimates and forecasts, 2018 - 2030 (USD million)
• Fig. 57 UAE Data Labeling Solution And Services market estimates and forecasts, 2018 - 2030 (USD million)
• Fig. 58 South Africa Data Labeling Solution And Services market estimates and forecasts, 2018 - 2030 (USD million)
• Fig. 59 Strategy framework
• Fig. 60 Company Categorization

Data Labeling Solution And Services Market Growth & Trends:

The global data labeling solution and services market size is expected to reach USD 57.63 billion by 2030, according to a new report by Grand View Research, Inc. The market is anticipated to register a CAGR of 20.3% from 2025 to 2030. The prominent use of data labeling solutions and services in the automotive industry, combined with its self-driving vehicles that comprehend networking systems and various sensors that assist the computer in driving the car, is the key factor propelling the market's growth.

The global labeling solution and services market is driven by increased public awareness of digitalization, growing healthcare treatments, and improved technology. Prominent technology improvements in several industries for use in large enterprises, automotive, and the healthcare sector is growing the demand for data labeling solution & services. For instance, Toyota Research Institute, Zoox, Waymo LLC, and Lyft, Inc., use data labeling services provided by Scale AI, Inc., a digital start-up based in the United States. Vendors increasingly use data labeling on services and products to deliver customers with ingredient lists, which is projected to enhance the global market. For instance, Image processing technology has helped Twitter and Facebook, two well-known social networking sites, increase audience engagement since it has prompted users to post photographs and tag their contacts, resulting in a more connected experience.

Moreover, Machine learning applications are extensively used to classify data items like tweets or news articles. This, in turn, calls for a specific annotated training dataset, which helps in developing algorithms that automatically classify future data items. Yet, manually constructing such a dataset is a complex task and requires coders to expend a significant amount of time. With the growing execution of electronic health record systems (HER), clinical data collection, mostly unstructured text documents, has become a valuable resource for clinical research. To unlock data hidden in clinical literature, statistical NLP (natural language processing) standards have been developed.

Text labelling is commonly used in social media monitoring to create recommendation systems because to advancements in sentiment analysis. In December 2019, Enlitic, Inc. announced a partnership with MLPCare, a Turkey-based private healthcare provider, to integrate clinical artificial intelligence into the healthcare systems of Turkey and adjacent countries in Central Asia and Eastern Europe. Under the agreement, Enlitic, Inc. is developing, training, and validating its deep learning models for patients in Turkey. Hence the increased application of Data Labeling Solution and Services is expected to propel the growth of the market.

Data Labeling Solution And Services Market Report Highlights:

• In terms of type, the image & video annotation segment is expected to contribute significant revenue to the market over the forecast period. This growth is attributed to the increasing implementation of computer vision in several industries, including healthcare, automotive, and media & entertainment
• In terms of vertical, the automotive segment is expected to grow at the prominent CAGR over the forecast period owing to rising development of self-driving cars and trucks
• North America data labeling solution and services market led the global industry accounting for a 33.9% share in 2024

Table of Contents

Chapter 1. Methodology and Scope

• 1.1. Market Segmentation & Scope
• 1.2. Market Definition
• 1.3. Information Procurement
  • 1.3.1. Purchased Database
  • 1.3.2. GVR's Internal Database
  • 1.3.3. Secondary Sources & Third-Party Perspectives
  • 1.3.4. Primary Research
• 1.4. Information Analysis
  • 1.4.1. Data Analysis Models
• 1.5. Market Formulation & Data Visualization
• 1.6. Data Validation & Publishing

Chapter 2. Executive Summary

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

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

• 3.1. Global Data Labeling Solution And Services Market Outlook
• 3.2. Industry Value Chain Analysis
• 3.3. Market Dynamics
  • 3.3.1. Market Driver Analysis
  • 3.3.2. Market Restraint Analysis
  • 3.3.3. Industry Challenges
• 3.4. Porter's Five Forces Analysis
  • 3.4.1. Supplier Power
  • 3.4.2. Buyer Power
  • 3.4.3. Substitution Threat
  • 3.4.4. Threat from New Entrant
  • 3.4.5. Competitive Rivalry
• 3.5. PESTEL Analysis
  • 3.5.1. Political Landscape
  • 3.5.2. Economic Landscape
  • 3.5.3. Social Landscape
  • 3.5.4. Technological Landscape
  • 3.5.5. Environmental Landscape
  • 3.5.6. Legal Landscape

Chapter 4. Data Labeling Solution And Services Market: Sourcing Type Estimates & Forecasts

• 4.1. Data Labeling Solution And Services Market: Sourcing Type Movement Analysis, 2024 & 2030
  • 4.1.1. In-House
    • 4.1.1.1. In-House Market estimates and forecast, 2018 - 2030 (USD Million)
  • 4.1.2. Outsourced
    • 4.1.2.1. Outsourced Market estimates and forecast, 2018 - 2030 (USD Million)

Chapter 5. Data Labeling Solution And Services Market: Type Estimates & Forecasts

• 5.1. Data Labeling Solution And Services Market: Type Movement Analysis, 2024 & 2030
  • 5.1.1. Text
    • 5.1.1.1. Text Market estimates and forecast, 2018 - 2030 (USD Million)
  • 5.1.2. Image/Video
    • 5.1.2.1. Image/Video Market estimates and forecast, 2018 - 2030 (USD Million)
  • 5.1.3. Audio
    • 5.1.3.1. Audio Market estimates and forecast, 2018 - 2030 (USD Million)

Chapter 6. Data Labeling Solution And Services Market: Labeling Type Estimates & Forecasts

• 6.1. Data Labeling Solution And Services Market: Labeling Type Movement Analysis, 2024 & 2030
  • 6.1.1. Manual
    • 6.1.1.1. Manual Market estimates and forecast, 2018 - 2030 (USD Million)
  • 6.1.2. Semi-Supervised
    • 6.1.2.1. Semi-Supervised Market estimates and forecast, 2018 - 2030 (USD Million)
  • 6.1.3. Automatic
    • 6.1.3.1. Automatic Market estimates and forecast, 2018 - 2030 (USD Million)

Chapter 7. Data Labeling Solution And Services Market: Vertical Outlook Estimates & Forecasts

• 7.1. Data Labeling Solution And Services Market: Vertical Movement Analysis, 2024 & 2030
  • 7.1.1. IT
    • 7.1.1.1. IT Market estimates and forecast, 2018 - 2030 (USD Million)
  • 7.1.2. Automotive
    • 7.1.2.1. Automotive Market estimates and forecast, 2018 - 2030 (USD Million)
  • 7.1.3. Government
    • 7.1.3.1. Government Market estimates and forecast, 2018 - 2030 (USD Million)
  • 7.1.4. Healthcare
    • 7.1.4.1. Healthcare Market estimates and forecast, 2018 - 2030 (USD Million)
  • 7.1.5. Financial Services
    • 7.1.5.1. Financial Services Market estimates and forecast, 2018 - 2030 (USD Million)
  • 7.1.6. Retails
    • 7.1.6.1. Retails Market estimates and forecast, 2018 - 2030 (USD Million)
  • 7.1.7. Others
    • 7.1.7.1. Others Market estimates and forecast, 2018 - 2030 (USD Million)

Chapter 8. Data Labeling Solution And Services Market: Regional Estimates & Trend Analysis

• 8.1. Data Labeling Solution And Services Market Share, By Region, 2024 & 2030, USD Million
• 8.2. North America
  • 8.2.1. North America Data Labeling Solution And Services Market Estimates and Forecasts, 2018 - 2030 (USD Million)
    • 8.2.1.1. North America Data Labeling Solution And Services Market Estimates and Forecasts, by Country, 2018 - 2030 (USD Million)
    • 8.2.1.2. North America Data Labeling Solution And Services Market Estimates and Forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
    • 8.2.1.3. North America Data Labeling Solution And Services Market Estimates and Forecasts, by Type, 2018 - 2030 (USD Million)
    • 8.2.1.4. North America Data Labeling Solution And Services Market Estimates and Forecasts, by Labeling Type, 2018 - 2030 (USD Million)
    • 8.2.1.5. North America Data Labeling Solution And Services Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
  • 8.2.2. U.S.
    • 8.2.2.1. U.S. Data Labeling Solution And Services Market Estimates and Forecasts, 2018 - 2030 (USD Million)
    • 8.2.2.2. U.S. Data Labeling Solution And Services Market Estimates and Forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
    • 8.2.2.3. U.S. Data Labeling Solution And Services Market Estimates and Forecasts, by Type, 2018 - 2030 (USD Million)
    • 8.2.2.4. U.S. Data Labeling Solution And Services Market Estimates and Forecasts, by Labeling Type, 2018 - 2030 (USD Million)
    • 8.2.2.5. U.S. Data Labeling Solution And Services Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
  • 8.2.3. Canada
    • 8.2.3.1. Canada Data Labeling Solution And Services Market Estimates and Forecasts, 2018 - 2030 (USD Million)
    • 8.2.3.2. Canada Data Labeling Solution And Services Market Estimates and Forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
    • 8.2.3.3. Canada Data Labeling Solution And Services Market Estimates and Forecasts, by Type, 2018 - 2030 (USD Million)
    • 8.2.3.4. Canada Data Labeling Solution And Services Market Estimates and Forecasts, by Labeling Type, 2018 - 2030 (USD Million)
    • 8.2.3.5. Canada Data Labeling Solution And Services Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
  • 8.2.4. Mexico
    • 8.2.4.1. Mexico Data Labeling Solution And Services Market Estimates and Forecasts, 2018 - 2030 (USD Million)
    • 8.2.4.2. Mexico Data Labeling Solution And Services Market Estimates and Forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
    • 8.2.4.3. Mexico Data Labeling Solution And Services Market Estimates and Forecasts, by Type, 2018 - 2030 (USD Million)
    • 8.2.4.4. Mexico Data Labeling Solution And Services Market Estimates and Forecasts, by Labeling Type, 2018 - 2030 (USD Million)
    • 8.2.4.5. Mexico Data Labeling Solution And Services Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
• 8.3. Europe
  • 8.3.1. Europe Data Labeling Solution And Services Market Estimates and Forecasts, 2018 - 2030 (USD Million)
    • 8.3.1.1. Europe Data Labeling Solution And Services Market Estimates and Forecasts, by Country, 2018 - 2030 (USD Million)
    • 8.3.1.2. Europe Data Labeling Solution And Services Market Estimates and Forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
    • 8.3.1.3. Europe Data Labeling Solution And Services Market Estimates and Forecasts, by Type, 2018 - 2030 (USD Million)
    • 8.3.1.4. Europe Data Labeling Solution And Services Market Estimates and Forecasts, by Labeling Type, 2018 - 2030 (USD Million)
    • 8.3.1.5. Europe Data Labeling Solution And Services Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
  • 8.3.2. U.K.
    • 8.3.2.1. U.K. Data Labeling Solution And Services Market Estimates and Forecasts, 2018 - 2030 (USD Million)
    • 8.3.2.2. U.K. Data Labeling Solution And Services Market Estimates and Forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
    • 8.3.2.3. U.K. Data Labeling Solution And Services Market Estimates and Forecasts, by Type, 2018 - 2030 (USD Million)
    • 8.3.2.4. U.K. Data Labeling Solution And Services Market Estimates and Forecasts, by Labeling Type, 2018 - 2030 (USD Million)
    • 8.3.2.5. U.K. Data Labeling Solution And Services Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
  • 8.3.3. Germany
    • 8.3.3.1. Germany Data Labeling Solution And Services Market Estimates and Forecasts, 2018 - 2030 (USD Million)
    • 8.3.3.2. Germany Data Labeling Solution And Services Market Estimates and Forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
    • 8.3.3.3. Germany Data Labeling Solution And Services Market Estimates and Forecasts, by Type, 2018 - 2030 (USD Million)
    • 8.3.3.4. Germany Data Labeling Solution And Services Market Estimates and Forecasts, by Labeling Type, 2018 - 2030 (USD Million)
    • 8.3.3.5. Germany Data Labeling Solution And Services Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
  • 8.3.4. France
    • 8.3.4.1. France Data Labeling Solution And Services Market Estimates and Forecasts, 2018 - 2030 (USD Million)
    • 8.3.4.2. France Data Labeling Solution And Services Market Estimates and Forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
    • 8.3.4.3. France Data Labeling Solution And Services Market Estimates and Forecasts, by Type, 2018 - 2030 (USD Million)
    • 8.3.4.4. France Data Labeling Solution And Services Market Estimates and Forecasts, by Labeling Type, 2018 - 2030 (USD Million)
    • 8.3.4.5. France Data Labeling Solution And Services Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
• 8.4. Asia Pacific
  • 8.4.1. Asia Pacific Data Labeling Solution And Services Market Estimates and Forecasts, 2018 - 2030 (USD Million)
    • 8.4.1.1. Asia Pacific Data Labeling Solution And Services Market Estimates and Forecasts, by Country, 2018 - 2030 (USD Million)
    • 8.4.1.2. Asia Pacific Data Labeling Solution And Services Market Estimates and Forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
    • 8.4.1.3. Asia Pacific Data Labeling Solution And Services Market Estimates and Forecasts, by Type, 2018 - 2030 (USD Million)
    • 8.4.1.4. Asia Pacific Data Labeling Solution And Services Market Estimates and Forecasts, by Labeling Type, 2018 - 2030 (USD Million)
    • 8.4.1.5. Asia Pacific Data Labeling Solution And Services Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
  • 8.4.2. China
    • 8.4.2.1. China Data Labeling Solution And Services Market Estimates and Forecasts, 2018 - 2030 (USD Million)
    • 8.4.2.2. China Data Labeling Solution And Services Market Estimates and Forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
    • 8.4.2.3. China Data Labeling Solution And Services Market Estimates and Forecasts, by Type, 2018 - 2030 (USD Million)
    • 8.4.2.4. China Data Labeling Solution And Services Market Estimates and Forecasts, by Labeling Type, 2018 - 2030 (USD Million)
    • 8.4.2.5. China Data Labeling Solution And Services Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
  • 8.4.3. Japan
    • 8.4.3.1. Japan Data Labeling Solution And Services Market Estimates and Forecasts, 2018 - 2030 (USD Million)
    • 8.4.3.2. Japan Data Labeling Solution And Services Market Estimates and Forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
    • 8.4.3.3. Japan Data Labeling Solution And Services Market Estimates and Forecasts, by Type, 2018 - 2030 (USD Million)
    • 8.4.3.4. Japan Data Labeling Solution And Services Market Estimates and Forecasts, by Labeling Type, 2018 - 2030 (USD Million)
    • 8.4.3.5. Japan Data Labeling Solution And Services Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
  • 8.4.4. India
    • 8.4.4.1. India Data Labeling Solution And Services Market Estimates and Forecasts, 2018 - 2030 (USD Million)
    • 8.4.4.2. India Data Labeling Solution And Services Market Estimates and Forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
    • 8.4.4.3. India Data Labeling Solution And Services Market Estimates and Forecasts, by Type, 2018 - 2030 (USD Million)
    • 8.4.4.4. India Data Labeling Solution And Services Market Estimates and Forecasts, by Labeling Type, 2018 - 2030 (USD Million)
    • 8.4.4.5. India Data Labeling Solution And Services Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
  • 8.4.5. South Korea
    • 8.4.5.1. South Korea Data Labeling Solution And Services Market Estimates and Forecasts, 2018 - 2030 (USD Million)
    • 8.4.5.2. South Korea Data Labeling Solution And Services Market Estimates and Forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
    • 8.4.5.3. South Korea Data Labeling Solution And Services Market Estimates and Forecasts, by Type, 2018 - 2030 (USD Million)
    • 8.4.5.4. Market Estimates and Forecasts, by Labeling Type, 2018 - 2030 (USD Million)
    • 8.4.5.5. South Korea Data Labeling Solution And Services Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
  • 8.4.6. Australia
    • 8.4.6.1. Australia Data Labeling Solution And Services Market Estimates and Forecasts, 2018 - 2030 (USD Million)
    • 8.4.6.2. Australia Data Labeling Solution And Services Market Estimates and Forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
    • 8.4.6.3. Australia Data Labeling Solution And Services Market Estimates and Forecasts, by Type, 2018 - 2030 (USD Million)
    • 8.4.6.4. Australia Data Labeling Solution And Services Market Estimates and Forecasts, by Labeling Type, 2018 - 2030 (USD Million)
    • 8.4.6.5. Australia Data Labeling Solution And Services Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
• 8.5. Latin America
  • 8.5.1. Latin America Data Labeling Solution And Services Market Estimates and Forecasts, 2018 - 2030 (USD Million)
    • 8.5.1.1. Latin America Data Labeling Solution And Services Market Estimates and Forecasts, by Country, 2018 - 2030 (USD Million)
    • 8.5.1.2. Latin America Data Labeling Solution And Services Market Estimates and Forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
    • 8.5.1.3. Latin America Data Labeling Solution And Services Market Estimates and Forecasts, by Type, 2018 - 2030 (USD Million)
    • 8.5.1.4. Latin America Data Labeling Solution And Services Market Estimates and Forecasts, by Labeling Type, 2018 - 2030 (USD Million)
    • 8.5.1.5. Latin America Data Labeling Solution And Services Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
  • 8.5.2. Brazil
    • 8.5.2.1. Brazil Data Labeling Solution And Services Market Estimates and Forecasts, 2018 - 2030 (USD Million)
    • 8.5.2.2. Brazil Data Labeling Solution And Services Market Estimates and Forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
    • 8.5.2.3. Brazil Data Labeling Solution And Services Market Estimates and Forecasts, by Type, 2018 - 2030 (USD Million)
    • 8.5.2.4. Brazil Data Labeling Solution And Services Market Estimates and Forecasts, by Labeling Type, 2018 - 2030 (USD Million)
    • 8.5.2.5. Brazil Data Labeling Solution And Services Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
• 8.6. Middle East and Africa
  • 8.6.1. Middle East and Africa Data Labeling Solution And Services Market Estimates and Forecasts, 2018 - 2030 (USD Million)
    • 8.6.1.1. Middle East and Africa Data Labeling Solution And Services Market Estimates and Forecasts, by Country, 2018 - 2030 (USD Million)
    • 8.6.1.2. Middle East and Africa Data Labeling Solution And Services Market Estimates and Forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
    • 8.6.1.3. Middle East and Africa Data Labeling Solution And Services Market Estimates and Forecasts, by Type, 2018 - 2030 (USD Million)
    • 8.6.1.4. Middle East and Africa Data Labeling Solution And Services Market Estimates and Forecasts, by Labeling Type, 2018 - 2030 (USD Million)
    • 8.6.1.5. Middle East and Africa Data Labeling Solution And Services Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
  • 8.6.2. UAE
    • 8.6.2.1. UAE Data Labeling Solution And Services Market Estimates and Forecasts, 2018 - 2030 (USD Million)
    • 8.6.2.2. UAE Data Labeling Solution And Services Market Estimates and Forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
    • 8.6.2.3. UAE Data Labeling Solution And Services Market Estimates and Forecasts, by Type, 2018 - 2030 (USD Million)
    • 8.6.2.4. UAE Data Labeling Solution And Services Market Estimates and Forecasts, by Labeling Type, 2018 - 2030 (USD Million)
    • 8.6.2.5. UAE Data Labeling Solution And Services Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
  • 8.6.3. KSA
    • 8.6.3.1. KSA Data Labeling Solution And Services Market Estimates and Forecasts, 2018 - 2030 (USD Million)
    • 8.6.3.2. KSA Data Labeling Solution And Services Market Estimates and Forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
    • 8.6.3.3. KSA Data Labeling Solution And Services Market Estimates and Forecasts, by Type, 2018 - 2030 (USD Million)
    • 8.6.3.4. KSA Data Labeling Solution And Services Market Estimates and Forecasts, by Labeling Type, 2018 - 2030 (USD Million)
    • 8.6.3.5. KSA Data Labeling Solution And Services Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
  • 8.6.4. South Africa
    • 8.6.4.1. South Africa Data Labeling Solution And Services Market Estimates and Forecasts, 2018 - 2030 (USD Million)
    • 8.6.4.2. South Africa Data Labeling Solution And Services Market Estimates and Forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
    • 8.6.4.3. South Africa Data Labeling Solution And Services Market Estimates and Forecasts, by Type, 2018 - 2030 (USD Million)
    • 8.6.4.4. South Africa Data Labeling Solution And Services Market Estimates and Forecasts, by Labeling Type, 2018 - 2030 (USD Million)
    • 8.6.4.5. South Africa Data Labeling Solution And Services Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)

Chapter 9. Competitive Landscape

• 9.1. Recent Developments & Impact Analysis, By Key Market Participants
• 9.2. Vendor Landscape
  • 9.2.1. Company categorization
  • 9.2.2. List of Key Distributors and channel Partners
  • 9.2.3. List of Potential Customers/Listing
• 9.3. Competitive Dynamics
  • 9.3.1. Competitive Benchmarking
  • 9.3.2. Strategy Mapping
  • 9.3.3. Heat Map Analysis
• 9.4. Company Profiles/Listing
  • 9.4.1. Alegion
    • 9.4.1.1. Participant's overview
    • 9.4.1.2. Financial performance
    • 9.4.1.3. Type benchmarking
    • 9.4.1.4. Strategic initiatives
  • 9.4.2. Amazon Mechanical Turk, Inc.
    • 9.4.2.1. Participant's overview
    • 9.4.2.2. Financial performance
    • 9.4.2.3. Type benchmarking
    • 9.4.2.4. Strategic initiatives
  • 9.4.3. Appen Limited
    • 9.4.3.1. Participant's overview
    • 9.4.3.2. Financial performance
    • 9.4.3.3. Type benchmarking
    • 9.4.3.4. Strategic initiatives
  • 9.4.4. Clickworker GmbH
    • 9.4.4.1. Participant's overview
    • 9.4.4.2. Financial performance
    • 9.4.4.3. Type benchmarking
    • 9.4.4.4. Strategic initiatives
  • 9.4.5. CloudApp
    • 9.4.5.1. Participant's overview
    • 9.4.5.2. Financial performance
    • 9.4.5.3. Type benchmarking
    • 9.4.5.4. Strategic initiatives
  • 9.4.6. CloudFactory Limited
    • 9.4.6.1. Participant's overview
    • 9.4.6.2. Financial performance
    • 9.4.6.3. Type benchmarking
    • 9.4.6.4. Strategic initiatives
  • 9.4.7. Cogito Tech LLC
    • 9.4.7.1. Participant's overview
    • 9.4.7.2. Financial performance
    • 9.4.7.3. Type benchmarking
    • 9.4.7.4. Strategic initiatives
  • 9.4.8. Deep Systems, LLC
    • 9.4.8.1. Participant's overview
    • 9.4.8.2. Financial performance
    • 9.4.8.3. Type benchmarking
    • 9.4.8.4. Strategic initiatives
  • 9.4.9. edgecase.ai
    • 9.4.9.1. Participant's overview
    • 9.4.9.2. Financial performance
    • 9.4.9.3. Type benchmarking
    • 9.4.9.4. Strategic initiatives
  • 9.4.10. Explosion AI GmbH
    • 9.4.10.1. Participant's overview
    • 9.4.10.2. Financial performance
    • 9.4.10.3. Type benchmarking
    • 9.4.10.4. Strategic initiatives
  • 9.4.11. Heex Technologies
    • 9.4.11.1. Participant's overview
    • 9.4.11.2. Financial performance
    • 9.4.11.3. Type benchmarking
    • 9.4.11.4. Strategic initiatives
  • 9.4.12. Labelbox, Inc.
    • 9.4.12.1. Participant's overview
    • 9.4.12.2. Financial performance
    • 9.4.12.3. Type benchmarking
    • 9.4.12.4. Strategic initiatives
  • 9.4.13. Lotus Quality Assurance
    • 9.4.13.1. Participant's overview
    • 9.4.13.2. Financial performance
    • 9.4.13.3. Type benchmarking
    • 9.4.13.4. Strategic initiatives
  • 9.4.14. Mighty AI, Inc.
    • 9.4.14.1. Participant's overview
    • 9.4.14.2. Financial performance
    • 9.4.14.3. Type benchmarking
    • 9.4.14.4. Strategic initiatives
  • 9.4.15. Playment Inc.
    • 9.4.15.1. Participant's overview
    • 9.4.15.2. Financial performance
    • 9.4.15.3. Type benchmarking
    • 9.4.15.4. Strategic initiatives
  • 9.4.16. Scale AI
    • 9.4.16.1. Participant's overview
    • 9.4.16.2. Financial performance
    • 9.4.16.3. Type benchmarking
    • 9.4.16.4. Strategic initiatives
  • 9.4.17. Shaip
    • 9.4.17.1. Participant's overview
    • 9.4.17.2. Financial performance
    • 9.4.17.3. Type benchmarking
    • 9.4.17.4. Strategic initiatives
  • 9.4.18. Steldia Services Ltd.
    • 9.4.18.1. Participant's overview
    • 9.4.18.2. Financial performance
    • 9.4.18.3. Type benchmarking
    • 9.4.18.4. Strategic initiatives
  • 9.4.19. Tagtog Sp. z o.o.
    • 9.4.19.1. Participant's overview
    • 9.4.19.2. Financial performance
    • 9.4.19.3. Type benchmarking
    • 9.4.19.4. Strategic initiatives
  • 9.4.20. Trilldata Technologies Pvt Ltd
    • 9.4.20.1. Participant's overview
    • 9.4.20.2. Financial performance
    • 9.4.20.3. Type benchmarking
    • 9.4.20.4. Strategic initiatives
  • 9.4.21. Yandez LLC
    • 9.4.21.1. Participant's overview
    • 9.4.21.2. Financial performance
    • 9.4.21.3. Type benchmarking
    • 9.4.21.4. Strategic initiatives