データアノテーションとラベリング市場：データタイプ、アノテーションタイプ、デプロイメント、アプリケーション、業種別-2025-2030年世界予測

データアノテーションとラベリング市場の2023年の市場規模は22億2,000万米ドルで、2024年には26億4,000万米ドルに達すると予測され、CAGR 19.54％で成長し、2030年には77億6,000万米ドルに達すると予測されています。

データのアノテーションとラベリングは、機械学習と人工知能において重要なプロセスであり、アルゴリズムの精度を高めるためにデータにタグを付ける。このプロセスの重要性は、自律走行車からバーチャルアシスタントまでのアプリケーションにまたがるAIシステムのトレーニングにおける役割によって拡大されます。最終用途の範囲は広く、自動車、ヘルスケア、eコマースなどの業界にまたがり、注釈付きデータは機械学習モデルの精度を向上させ、感情分析や物体検出などのタスクを可能にします。注釈付きデータの需要は、AIへの投資の増加と技術の進歩によって急増しています。ビッグデータの急増と洗練された文脈情報のニーズが主要な成長要因となっており、専門的でニッチなアノテーションサービスの開発機会が広がっています。さらに、効率を高め、人的ミスを減らすAI主導のデータラベリングツールの進化は、イノベーションの有望分野です。

しかし、市場の成長は、正確なデータ注釈に必要な高いコストと時間投資などの課題に直面しており、これはリソースを集中させる可能性があります。さらに、品質管理は依然として大きな懸念事項であり、アノテーションの精度を確保するために厳格な監視が必要です。プライバシーの問題や、特に機密データに関する規制上の制約も障壁となっています。市場機会を捉えるために、企業は半教師付き学習と自動化プロセスを活用して手作業を最小限に抑え、コストを削減し一貫性を高めるスケーラブルなアノテーション・プラットフォームに投資すべきです。イノベーションが最も期待される分野のひとつは、AIと人間の協働によるアノテーションシステムの開発であり、機械が予備的なラベリングを行い、人間が結果を微調整することで、効率性と正確性を両立させる。ドメイン固有のアノテーション標準の調査や、デジタルフットプリントが拡大している新興国のような未開拓市場の開拓は、大きな利益をもたらす可能性があります。市場は急速な技術革新に牽引されるダイナミックなものであり、継続的なイノベーションと適応が求められます。持続的な成長のためには、企業は規制状況を巧みに操り、データセキュリティを最優先し、業界全体のAI導入動向の変化に常に敏感でなければならないです。

市場力学：急速に進化するデータアノテーションとラベリング市場の主要市場インサイトを公開

データアノテーションとラベリング市場は、需要と供給のダイナミックな相互作用によって変貌を遂げています。このような市場力学の進化を理解することで、企業は十分な情報に基づいた投資決定、戦略的決定の精緻化、そして新たなビジネスチャンスの獲得に備えることができます。こうした動向を包括的に把握することで、企業は政治的、地理的、技術的、社会的、経済的な領域にわたる様々なリスクを軽減することができるとともに、消費者行動とそれが製造コストや購買動向に与える影響をより明確に理解することができます。

• 市場促進要因
  • 医療画像におけるアノテーションとラベリングデータの採用の増加
  • 自動車および小売業界における画像データアノテーションツールの採用増加
  • 企業における文書検証用データアノテーションの採用増加
• 市場抑制要因
  • データアノテーションツールの不正確さに伴う制約
• 市場機会
  • データアノテーションとラベリングシステムにおける先端技術の統合
  • 高度な自律走行車の生産に向けた有利な投資環境
• 市場の課題
  • 熟練した作業専門家の不足

ポーターの5つの力：データアノテーションとラベリング市場をナビゲートする戦略ツール

ポーターの5つの力フレームワークは、市場情勢の競合情勢を理解するための重要なツールです。ポーターのファイブフォース・フレームワークは、企業の競争力を評価し、戦略的機会を探るための明確な手法を提供します。このフレームワークは、企業が市場内の勢力図を評価し、新規事業の収益性を判断するのに役立ちます。これらの洞察により、企業は自社の強みを活かし、弱みに対処し、潜在的な課題を回避することができ、より強靭な市場でのポジショニングを確保することができます。

PESTLE分析：データアノテーションとラベリング市場における外部からの影響の把握

外部マクロ環境要因は、データアノテーションとラベリング市場の業績ダイナミクスを形成する上で極めて重要な役割を果たします。政治的、経済的、社会的、技術的、法的、環境的要因の分析は、これらの影響をナビゲートするために必要な情報を提供します。PESTLE要因を調査することで、企業は潜在的なリスクと機会をよりよく理解することができます。この分析により、企業は規制、消費者の嗜好、経済動向の変化を予測し、先を見越した積極的な意思決定を行う準備ができます。

市場シェア分析データアノテーションとラベリング市場における競合情勢の把握

データアノテーションとラベリング市場の詳細な市場シェア分析により、ベンダーの業績を包括的に評価することができます。企業は、収益、顧客ベース、成長率などの主要指標を比較することで、競争上のポジショニングを明らかにすることができます。この分析により、市場の集中、断片化、統合の動向が明らかになり、ベンダーは競争が激化する中で自社の地位を高める戦略的な意思決定を行うために必要な知見を得ることができます。

FPNVポジショニング・マトリックスデータアノテーションとラベリング市場におけるベンダーのパフォーマンス評価

FPNVポジショニングマトリックスは、データアノテーションとラベリング市場においてベンダーを評価するための重要なツールです。このマトリックスにより、ビジネス組織はベンダーのビジネス戦略と製品満足度に基づき評価することで、目標に沿った十分な情報に基づいた意思決定を行うことができます。4つの象限によりベンダーを明確かつ的確にセグメント化し、戦略目標に最適なパートナーやソリューションを特定することができます。

戦略分析と推奨データアノテーションとラベリング市場における成功への道筋を描く

データアノテーションとラベリング市場の戦略分析は、世界市場でのプレゼンス強化を目指す企業にとって不可欠です。主要なリソース、能力、業績指標を検討することで、企業は成長機会を特定し、改善に取り組むことができます。このアプローチにより、競合情勢における課題を克服し、新たなビジネスチャンスを活かして長期的な成功を収めるための体制を整えることができます。

本レポートでは、主要な注目分野を網羅した市場の包括的な分析を提供しています：

1.市場の浸透度：現在の市場環境の詳細なレビュー、主要企業による広範なデータ、市場でのリーチと全体的な影響力の評価。

2.市場の開拓度：新興市場における成長機会を特定し、既存分野における拡大可能性を評価し、将来の成長に向けた戦略的ロードマップを提供します。

3.市場の多様化：最近の製品発売、未開拓の地域、業界の主要な進歩、市場を形成する戦略的投資を分析します。

4.競合の評価と情報：競合情勢を徹底的に分析し、市場シェア、事業戦略、製品ポートフォリオ、認証、規制当局の承認、特許動向、主要企業の技術進歩などを検証します。

5.製品開発およびイノベーション：将来の市場成長を促進すると期待される最先端技術、研究開発活動、製品イノベーションをハイライトしています。

また、利害関係者が十分な情報を得た上で意思決定できるよう、重要な質問にも答えています：

1.現在の市場規模と今後の成長予測は？

2.最高の投資機会を提供する製品、セグメント、地域はどこか？

3.市場を形成する主な技術動向と規制の影響とは？

4.主要ベンダーの市場シェアと競合ポジションは？

5.ベンダーの市場参入・撤退戦略の原動力となる収益源と戦略的機会は何か？

目次

第1章 序文

第2章 調査手法

第3章 エグゼクティブサマリー

第4章 市場の概要

第5章 市場洞察

• 市場力学
  • 促進要因
    • 医療画像における注釈およびラベル付けデータの採用増加
    • 自動車および小売業界で画像データ注釈ツールの採用が増加
    • 企業における文書検証のためのデータ注釈の採用が急増
  • 抑制要因
    • データ注釈ツールの不正確さに関連する制約
  • 機会
    • データ注釈およびラベル付けシステムにおける先進技術の統合
    • 先進的な自動運転車の生産に有利な投資情勢
  • 課題
    • 熟練した専門家の不足
• 市場セグメンテーション分析
• ポーターのファイブフォース分析
• PESTEL分析
  • 政治的
  • 経済
  • 社交
  • 技術的
  • 法律上
  • 環境

第6章 データアノテーションとラベリング市場データタイプ別

• オーディオ
• 画像
• 文章
• ビデオ

第7章 データアノテーションとラベリング市場注釈タイプ別

• 自動
• マニュアル
• 半自動

第8章 データアノテーションとラベリング市場：展開別

• クラウド上
• オンプレミス

第9章 データアノテーションとラベリング市場：用途別

• カタログ管理
• コンテンツ管理
• データ品質管理
• データセット管理
• セキュリティとコンプライアンス
• 人材管理

第10章 データアノテーションとラベリング市場：業界別

• 政府およびBFSI
• ヘルスケアとライフサイエンス
• 製造業
• 小売・消費財
• 通信

第11章 南北アメリカのデータアノテーションとラベリング市場

• アルゼンチン
• ブラジル
• カナダ
• メキシコ
• 米国

第12章 アジア太平洋地域のデータアノテーションとラベリング市場

• オーストラリア
• 中国
• インド
• インドネシア
• 日本
• マレーシア
• フィリピン
• シンガポール
• 韓国
• 台湾
• タイ
• ベトナム

第13章 欧州・中東・アフリカのデータアノテーションとラベリング市場

• デンマーク
• エジプト
• フィンランド
• フランス
• ドイツ
• イスラエル
• イタリア
• オランダ
• ナイジェリア
• ノルウェー
• ポーランド
• カタール
• ロシア
• サウジアラビア
• 南アフリカ
• スペイン
• スウェーデン
• スイス
• トルコ
• アラブ首長国連邦
• 英国

第14章 競合情勢

• 市場シェア分析2023
• FPNVポジショニングマトリックス, 2023
• 競合シナリオ分析
  • SciBiteが構造化データ注釈ツールWorkbenchをリリース-表形式のデータキュレーションの手間を省く
  • エストニアのデータラベリングスタートアップCo-oneがAI革命を推進するために64万ユーロを調達
  • RWS、TrainAIの立ち上げによりAIトレーニングデータサービスを拡大
  • CloudFactoryが新しいVision AI製品「Accelerated Annotation」をリリース
  • TELUS International、フルサービスのデジタル製品プロバイダーであるWillowTreeの買収を完了
  • コンセンサス、集合ベースのデータラベリング会社Centaur Labsとの提携を発表
  • Cigniti Technologies、AI/ML、データ分析、ブロックチェーンエンジニアリングサービス企業であるAparaa Digital（RoundSqr）を買収
  • T-AIMsは州内のデータ注釈クラスターに取り組んでおり、Tika Dataと覚書を締結しています。
  • PrimerがLightTagを買収し、エンドツーエンドのNLPプラットフォームにデータラベリング機能を追加
  • AIMMO、データラベリング技術の進歩に向けてシリーズAで1,200万米ドルを獲得
• 戦略分析と提言

企業一覧

• Adobe Inc.
• AI Data Innovation
• AI Touch LLP
• Alegion Inc.
• Amazon Web Services, Inc.
• Anolytics
• Appen Ltd.
• Atexto, LLC
• Cape Start Inc.
• Capgemini SE
• Clarifai, Inc.
• Clickworker GmbH
• Cloud Factory Limited
• Cogito Tech LLC
• Data Pure
• Dataloop Ltd.
• Datarade GmbH
• Datasur Inc.
• Deepen AI, Inc.
• Defined Crowd Corporation
• Fidel Softech Ltd.
• Flatworld Solutions Pvt. Ltd.
• Google LLC
• Hitech Digital Solutions LLP
• iMerit
• International Business Machines Corporation
• John Snow Labs Inc.
• Keylabs.ai Ltd.
• Kili Technology SAS
• Labelbox, Inc.
• LightTag Inc.
• Netscribes
• Oracle Corporation
• Precise BPO Solution
• RWS Holdings PLC
• Samasource Impact Sourcing, Inc.
• Scale AI, Inc.
• Segment.ai
• Shaip
• Steldia Services Ltd.
• Straive
• SunTec.AI
• SuperAnnotate AI, Inc.
• SupportYourApp, Inc.
• TELUS International
• TransPerfect Global, Inc.
• UnderstandAI GmbH
• V7 Ltd.
• Wovenware, Inc.

LIST OF FIGURES

• FIGURE 1. DATA ANNOTATION & LABELING MARKET RESEARCH PROCESS
• FIGURE 2. DATA ANNOTATION & LABELING MARKET SIZE, 2023 VS 2030
• FIGURE 3. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, 2018-2030 (USD MILLION)
• FIGURE 4. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY REGION, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 5. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 6. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2023 VS 2030 (%)
• FIGURE 7. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 8. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2023 VS 2030 (%)
• FIGURE 9. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 10. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2023 VS 2030 (%)
• FIGURE 11. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 12. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2023 VS 2030 (%)
• FIGURE 13. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 14. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2023 VS 2030 (%)
• FIGURE 15. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 16. AMERICAS DATA ANNOTATION & LABELING MARKET SIZE, BY COUNTRY, 2023 VS 2030 (%)
• FIGURE 17. AMERICAS DATA ANNOTATION & LABELING MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 18. UNITED STATES DATA ANNOTATION & LABELING MARKET SIZE, BY STATE, 2023 VS 2030 (%)
• FIGURE 19. UNITED STATES DATA ANNOTATION & LABELING MARKET SIZE, BY STATE, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 20. ASIA-PACIFIC DATA ANNOTATION & LABELING MARKET SIZE, BY COUNTRY, 2023 VS 2030 (%)
• FIGURE 21. ASIA-PACIFIC DATA ANNOTATION & LABELING MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 22. EUROPE, MIDDLE EAST & AFRICA DATA ANNOTATION & LABELING MARKET SIZE, BY COUNTRY, 2023 VS 2030 (%)
• FIGURE 23. EUROPE, MIDDLE EAST & AFRICA DATA ANNOTATION & LABELING MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 24. DATA ANNOTATION & LABELING MARKET SHARE, BY KEY PLAYER, 2023
• FIGURE 25. DATA ANNOTATION & LABELING MARKET, FPNV POSITIONING MATRIX, 2023

LIST OF TABLES

• TABLE 1. DATA ANNOTATION & LABELING MARKET SEGMENTATION & COVERAGE
• TABLE 2. UNITED STATES DOLLAR EXCHANGE RATE, 2018-2023
• TABLE 3. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, 2018-2030 (USD MILLION)
• TABLE 4. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY REGION, 2018-2030 (USD MILLION)
• TABLE 5. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
• TABLE 6. DATA ANNOTATION & LABELING MARKET DYNAMICS
• TABLE 7. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
• TABLE 8. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY AUDIO, BY REGION, 2018-2030 (USD MILLION)
• TABLE 9. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY IMAGE, BY REGION, 2018-2030 (USD MILLION)
• TABLE 10. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY TEXT, BY REGION, 2018-2030 (USD MILLION)
• TABLE 11. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY VIDEO, BY REGION, 2018-2030 (USD MILLION)
• TABLE 12. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
• TABLE 13. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY AUTOMATIC, BY REGION, 2018-2030 (USD MILLION)
• TABLE 14. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY MANUAL, BY REGION, 2018-2030 (USD MILLION)
• TABLE 15. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY SEMI-AUTOMATIC, BY REGION, 2018-2030 (USD MILLION)
• TABLE 16. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 17. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY ON-CLOUD, BY REGION, 2018-2030 (USD MILLION)
• TABLE 18. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY ON-PREMISE, BY REGION, 2018-2030 (USD MILLION)
• TABLE 19. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 20. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY CATALOGUE MANAGEMENT, BY REGION, 2018-2030 (USD MILLION)
• TABLE 21. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY CONTENT MANAGEMENT, BY REGION, 2018-2030 (USD MILLION)
• TABLE 22. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY DATA QUALITY CONTROL, BY REGION, 2018-2030 (USD MILLION)
• TABLE 23. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY DATA SET MANAGEMENT, BY REGION, 2018-2030 (USD MILLION)
• TABLE 24. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY SECURITY & COMPLIANCE, BY REGION, 2018-2030 (USD MILLION)
• TABLE 25. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY WORKFORCE MANAGEMENT, BY REGION, 2018-2030 (USD MILLION)
• TABLE 26. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
• TABLE 27. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY GOVERNMENT & BFSI, BY REGION, 2018-2030 (USD MILLION)
• TABLE 28. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY HEALTHCARE & LIFE SCIENCE, BY REGION, 2018-2030 (USD MILLION)
• TABLE 29. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY MANUFACTURING, BY REGION, 2018-2030 (USD MILLION)
• TABLE 30. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY RETAIL & CONSUMER GOODS, BY REGION, 2018-2030 (USD MILLION)
• TABLE 31. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY TELECOMMUNICATION, BY REGION, 2018-2030 (USD MILLION)
• TABLE 32. AMERICAS DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
• TABLE 33. AMERICAS DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
• TABLE 34. AMERICAS DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 35. AMERICAS DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 36. AMERICAS DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
• TABLE 37. AMERICAS DATA ANNOTATION & LABELING MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
• TABLE 38. ARGENTINA DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
• TABLE 39. ARGENTINA DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
• TABLE 40. ARGENTINA DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 41. ARGENTINA DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 42. ARGENTINA DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
• TABLE 43. BRAZIL DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
• TABLE 44. BRAZIL DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
• TABLE 45. BRAZIL DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 46. BRAZIL DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 47. BRAZIL DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
• TABLE 48. CANADA DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
• TABLE 49. CANADA DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
• TABLE 50. CANADA DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 51. CANADA DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 52. CANADA DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
• TABLE 53. MEXICO DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
• TABLE 54. MEXICO DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
• TABLE 55. MEXICO DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 56. MEXICO DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 57. MEXICO DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
• TABLE 58. UNITED STATES DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
• TABLE 59. UNITED STATES DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
• TABLE 60. UNITED STATES DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 61. UNITED STATES DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 62. UNITED STATES DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
• TABLE 63. UNITED STATES DATA ANNOTATION & LABELING MARKET SIZE, BY STATE, 2018-2030 (USD MILLION)
• TABLE 64. ASIA-PACIFIC DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
• TABLE 65. ASIA-PACIFIC DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
• TABLE 66. ASIA-PACIFIC DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 67. ASIA-PACIFIC DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 68. ASIA-PACIFIC DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
• TABLE 69. ASIA-PACIFIC DATA ANNOTATION & LABELING MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
• TABLE 70. AUSTRALIA DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
• TABLE 71. AUSTRALIA DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
• TABLE 72. AUSTRALIA DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 73. AUSTRALIA DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 74. AUSTRALIA DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
• TABLE 75. CHINA DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
• TABLE 76. CHINA DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
• TABLE 77. CHINA DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 78. CHINA DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 79. CHINA DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
• TABLE 80. INDIA DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
• TABLE 81. INDIA DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
• TABLE 82. INDIA DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 83. INDIA DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 84. INDIA DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
• TABLE 85. INDONESIA DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
• TABLE 86. INDONESIA DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
• TABLE 87. INDONESIA DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 88. INDONESIA DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 89. INDONESIA DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
• TABLE 90. JAPAN DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
• TABLE 91. JAPAN DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
• TABLE 92. JAPAN DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 93. JAPAN DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 94. JAPAN DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
• TABLE 95. MALAYSIA DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
• TABLE 96. MALAYSIA DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
• TABLE 97. MALAYSIA DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 98. MALAYSIA DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 99. MALAYSIA DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
• TABLE 100. PHILIPPINES DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
• TABLE 101. PHILIPPINES DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
• TABLE 102. PHILIPPINES DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 103. PHILIPPINES DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 104. PHILIPPINES DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
• TABLE 105. SINGAPORE DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
• TABLE 106. SINGAPORE DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
• TABLE 107. SINGAPORE DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 108. SINGAPORE DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 109. SINGAPORE DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
• TABLE 110. SOUTH KOREA DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
• TABLE 111. SOUTH KOREA DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
• TABLE 112. SOUTH KOREA DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 113. SOUTH KOREA DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 114. SOUTH KOREA DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
• TABLE 115. TAIWAN DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
• TABLE 116. TAIWAN DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
• TABLE 117. TAIWAN DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 118. TAIWAN DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 119. TAIWAN DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
• TABLE 120. THAILAND DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
• TABLE 121. THAILAND DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
• TABLE 122. THAILAND DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 123. THAILAND DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 124. THAILAND DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
• TABLE 125. VIETNAM DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
• TABLE 126. VIETNAM DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
• TABLE 127. VIETNAM DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 128. VIETNAM DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 129. VIETNAM DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
• TABLE 130. EUROPE, MIDDLE EAST & AFRICA DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
• TABLE 131. EUROPE, MIDDLE EAST & AFRICA DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
• TABLE 132. EUROPE, MIDDLE EAST & AFRICA DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 133. EUROPE, MIDDLE EAST & AFRICA DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 134. EUROPE, MIDDLE EAST & AFRICA DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
• TABLE 135. EUROPE, MIDDLE EAST & AFRICA DATA ANNOTATION & LABELING MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
• TABLE 136. DENMARK DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
• TABLE 137. DENMARK DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
• TABLE 138. DENMARK DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 139. DENMARK DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 140. DENMARK DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
• TABLE 141. EGYPT DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
• TABLE 142. EGYPT DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
• TABLE 143. EGYPT DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 144. EGYPT DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 145. EGYPT DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
• TABLE 146. FINLAND DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
• TABLE 147. FINLAND DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
• TABLE 148. FINLAND DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 149. FINLAND DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 150. FINLAND DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
• TABLE 151. FRANCE DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
• TABLE 152. FRANCE DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
• TABLE 153. FRANCE DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 154. FRANCE DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 155. FRANCE DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
• TABLE 156. GERMANY DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
• TABLE 157. GERMANY DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
• TABLE 158. GERMANY DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 159. GERMANY DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 160. GERMANY DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
• TABLE 161. ISRAEL DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
• TABLE 162. ISRAEL DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
• TABLE 163. ISRAEL DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 164. ISRAEL DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 165. ISRAEL DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
• TABLE 166. ITALY DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
• TABLE 167. ITALY DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
• TABLE 168. ITALY DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 169. ITALY DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 170. ITALY DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
• TABLE 171. NETHERLANDS DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
• TABLE 172. NETHERLANDS DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
• TABLE 173. NETHERLANDS DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 174. NETHERLANDS DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 175. NETHERLANDS DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
• TABLE 176. NIGERIA DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
• TABLE 177. NIGERIA DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
• TABLE 178. NIGERIA DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 179. NIGERIA DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 180. NIGERIA DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
• TABLE 181. NORWAY DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
• TABLE 182. NORWAY DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
• TABLE 183. NORWAY DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 184. NORWAY DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 185. NORWAY DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
• TABLE 186. POLAND DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
• TABLE 187. POLAND DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
• TABLE 188. POLAND DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 189. POLAND DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 190. POLAND DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
• TABLE 191. QATAR DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
• TABLE 192. QATAR DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
• TABLE 193. QATAR DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 194. QATAR DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 195. QATAR DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
• TABLE 196. RUSSIA DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
• TABLE 197. RUSSIA DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
• TABLE 198. RUSSIA DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 199. RUSSIA DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 200. RUSSIA DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
• TABLE 201. SAUDI ARABIA DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
• TABLE 202. SAUDI ARABIA DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
• TABLE 203. SAUDI ARABIA DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 204. SAUDI ARABIA DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 205. SAUDI ARABIA DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
• TABLE 206. SOUTH AFRICA DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
• TABLE 207. SOUTH AFRICA DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
• TABLE 208. SOUTH AFRICA DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 209. SOUTH AFRICA DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 210. SOUTH AFRICA DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
• TABLE 211. SPAIN DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
• TABLE 212. SPAIN DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
• TABLE 213. SPAIN DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 214. SPAIN DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 215. SPAIN DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
• TABLE 216. SWEDEN DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
• TABLE 217. SWEDEN DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
• TABLE 218. SWEDEN DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 219. SWEDEN DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 220. SWEDEN DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
• TABLE 221. SWITZERLAND DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
• TABLE 222. SWITZERLAND DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
• TABLE 223. SWITZERLAND DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 224. SWITZERLAND DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 225. SWITZERLAND DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
• TABLE 226. TURKEY DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
• TABLE 227. TURKEY DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
• TABLE 228. TURKEY DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 229. TURKEY DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 230. TURKEY DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
• TABLE 231. UNITED ARAB EMIRATES DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
• TABLE 232. UNITED ARAB EMIRATES DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
• TABLE 233. UNITED ARAB EMIRATES DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 234. UNITED ARAB EMIRATES DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 235. UNITED ARAB EMIRATES DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
• TABLE 236. UNITED KINGDOM DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
• TABLE 237. UNITED KINGDOM DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
• TABLE 238. UNITED KINGDOM DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 239. UNITED KINGDOM DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 240. UNITED KINGDOM DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
• TABLE 241. DATA ANNOTATION & LABELING MARKET SHARE, BY KEY PLAYER, 2023
• TABLE 242. DATA ANNOTATION & LABELING MARKET, FPNV POSITIONING MATRIX, 2023

The Data Annotation & Labeling Market was valued at USD 2.22 billion in 2023, expected to reach USD 2.64 billion in 2024, and is projected to grow at a CAGR of 19.54%, to USD 7.76 billion by 2030.

Data annotation and labeling is a critical process in machine learning and artificial intelligence, where data is tagged to enhance the accuracy of algorithms. The importance of this process is magnified by its role in training AI systems, spanning applications from autonomous vehicles to virtual assistants. The end-use scope is expansive, spanning industries such as automotive, healthcare, and e-commerce, where annotated data improves machine learning model precision, enabling tasks like sentiment analysis or object detection. Demand for annotated data has soared, driven by increasing investments in AI and technological advancements. The proliferation of big data and the need for refined contextual information stands as a key growth factor, opening opportunities in developing specialized, niche annotation services. Furthermore, the evolution of AI-driven data labeling tools that enhance efficiency and reduce human error is a promising area of innovation.

However, market growth faces challenges such as the high costs and time investment required for accurate data annotation, which can be resource-intensive. Furthermore, quality control remains a substantial concern, necessitating rigorous oversight to ensure annotation precision. Privacy issues and regulatory constraints, especially with sensitive data, also pose barriers. To seize market opportunities, businesses should invest in scalable annotation platforms that leverage semi-supervised learning and automated processes to minimize manual work, thereby reducing costs and enhancing consistency. One of the most promising areas for innovation is the development of collaborative AI-human annotation systems, where machines perform preliminary labeling, and humans fine-tune outcomes, combining efficiency with accuracy. Research into domain-specific annotation standards and exploring untapped markets, like emerging economies, with growing digital footprints, could yield significant benefits. The market is dynamic, driven by rapid technological changes, and requires continuous innovation and adaptation. For sustained growth, companies must navigate the regulatory landscape adeptly, prioritize data security, and stay attuned to shifts in AI adoption trends across industries.

Market Dynamics: Unveiling Key Market Insights in the Rapidly Evolving Data Annotation & Labeling Market

The Data Annotation & Labeling Market is undergoing transformative changes driven by a dynamic interplay of supply and demand factors. Understanding these evolving market dynamics prepares business organizations to make informed investment decisions, refine strategic decisions, and seize new opportunities. By gaining a comprehensive view of these trends, business organizations can mitigate various risks across political, geographic, technical, social, and economic domains while also gaining a clearer understanding of consumer behavior and its impact on manufacturing costs and purchasing trends.

• Market Drivers
  • Rising adoption of annotation and labeling data in medical imaging
  • Increasing adoption of image data annotation tools in the automotive and retail sector
  • Upsurging adoption of data annotation for document verification in corporate settings
• Market Restraints
  • Constraints associated with the inaccuracy of data annotation tools
• Market Opportunities
  • Integration of advanced technologies in data annotation and labeling systems
  • Favorable investment landscape for production of advanced autonomous vehicles
• Market Challenges
  • Dearth of skilled working professionals

Porter's Five Forces: A Strategic Tool for Navigating the Data Annotation & Labeling Market

Porter's five forces framework is a critical tool for understanding the competitive landscape of the Data Annotation & Labeling Market. It offers business organizations with a clear methodology for evaluating their competitive positioning and exploring strategic opportunities. This framework helps businesses assess the power dynamics within the market and determine the profitability of new ventures. With these insights, business organizations can leverage their strengths, address weaknesses, and avoid potential challenges, ensuring a more resilient market positioning.

PESTLE Analysis: Navigating External Influences in the Data Annotation & Labeling Market

External macro-environmental factors play a pivotal role in shaping the performance dynamics of the Data Annotation & Labeling Market. Political, Economic, Social, Technological, Legal, and Environmental factors analysis provides the necessary information to navigate these influences. By examining PESTLE factors, businesses can better understand potential risks and opportunities. This analysis enables business organizations to anticipate changes in regulations, consumer preferences, and economic trends, ensuring they are prepared to make proactive, forward-thinking decisions.

Market Share Analysis: Understanding the Competitive Landscape in the Data Annotation & Labeling Market

A detailed market share analysis in the Data Annotation & Labeling Market provides a comprehensive assessment of vendors' performance. Companies can identify their competitive positioning by comparing key metrics, including revenue, customer base, and growth rates. This analysis highlights market concentration, fragmentation, and trends in consolidation, offering vendors the insights required to make strategic decisions that enhance their position in an increasingly competitive landscape.

FPNV Positioning Matrix: Evaluating Vendors' Performance in the Data Annotation & Labeling Market

The Forefront, Pathfinder, Niche, Vital (FPNV) Positioning Matrix is a critical tool for evaluating vendors within the Data Annotation & Labeling Market. This matrix enables business organizations to make well-informed decisions that align with their goals by assessing vendors based on their business strategy and product satisfaction. The four quadrants provide a clear and precise segmentation of vendors, helping users identify the right partners and solutions that best fit their strategic objectives.

Strategy Analysis & Recommendation: Charting a Path to Success in the Data Annotation & Labeling Market

A strategic analysis of the Data Annotation & Labeling Market is essential for businesses looking to strengthen their global market presence. By reviewing key resources, capabilities, and performance indicators, business organizations can identify growth opportunities and work toward improvement. This approach helps businesses navigate challenges in the competitive landscape and ensures they are well-positioned to capitalize on newer opportunities and drive long-term success.

Key Company Profiles

The report delves into recent significant developments in the Data Annotation & Labeling Market, highlighting leading vendors and their innovative profiles. These include Adobe Inc., AI Data Innovation, AI Touch LLP, Alegion Inc., Amazon Web Services, Inc., Anolytics, Appen Ltd., Atexto, LLC, Cape Start Inc., Capgemini SE, Clarifai, Inc., Clickworker GmbH, Cloud Factory Limited, Cogito Tech LLC, Data Pure, Dataloop Ltd., Datarade GmbH, Datasur Inc., Deepen AI, Inc., Defined Crowd Corporation, Fidel Softech Ltd., Flatworld Solutions Pvt. Ltd., Google LLC, Hitech Digital Solutions LLP, iMerit, International Business Machines Corporation, John Snow Labs Inc., Keylabs.ai Ltd., Kili Technology SAS, Labelbox, Inc., LightTag Inc., Netscribes, Oracle Corporation, Precise BPO Solution, RWS Holdings PLC, Samasource Impact Sourcing, Inc., Scale AI, Inc., Segment.ai, Shaip, Steldia Services Ltd., Straive, SunTec.AI, SuperAnnotate AI, Inc., SupportYourApp, Inc., TELUS International, TransPerfect Global, Inc., UnderstandAI GmbH, V7 Ltd., and Wovenware, Inc..

Market Segmentation & Coverage

This research report categorizes the Data Annotation & Labeling Market to forecast the revenues and analyze trends in each of the following sub-markets:

• Based on Data Type, market is studied across Audio, Image, Text, and Video.
• Based on Annotation Type, market is studied across Automatic, Manual, and Semi-automatic.
• Based on Deployment, market is studied across On-Cloud and On-Premise.
• Based on Application, market is studied across Catalogue Management, Content Management, Data Quality Control, Data Set Management, Security & Compliance, and Workforce Management.
• Based on Vertical, market is studied across Government & BFSI, Healthcare & Life Science, Manufacturing, Retail & Consumer Goods, and Telecommunication.
• Based on Region, market is studied across Americas, Asia-Pacific, and Europe, Middle East & Africa. The Americas is further studied across Argentina, Brazil, Canada, Mexico, and United States. The United States is further studied across California, Florida, Illinois, New York, Ohio, Pennsylvania, and Texas. The Asia-Pacific is further studied across Australia, China, India, Indonesia, Japan, Malaysia, Philippines, Singapore, South Korea, Taiwan, Thailand, and Vietnam. The Europe, Middle East & Africa is further studied across Denmark, Egypt, Finland, France, Germany, Israel, Italy, Netherlands, Nigeria, Norway, Poland, Qatar, Russia, Saudi Arabia, South Africa, Spain, Sweden, Switzerland, Turkey, United Arab Emirates, and United Kingdom.

The report offers a comprehensive analysis of the market, covering key focus areas:

1. Market Penetration: A detailed review of the current market environment, including extensive data from top industry players, evaluating their market reach and overall influence.

2. Market Development: Identifies growth opportunities in emerging markets and assesses expansion potential in established sectors, providing a strategic roadmap for future growth.

3. Market Diversification: Analyzes recent product launches, untapped geographic regions, major industry advancements, and strategic investments reshaping the market.

4. Competitive Assessment & Intelligence: Provides a thorough analysis of the competitive landscape, examining market share, business strategies, product portfolios, certifications, regulatory approvals, patent trends, and technological advancements of key players.

5. Product Development & Innovation: Highlights cutting-edge technologies, R&D activities, and product innovations expected to drive future market growth.

The report also answers critical questions to aid stakeholders in making informed decisions:

1. What is the current market size, and what is the forecasted growth?

2. Which products, segments, and regions offer the best investment opportunities?

3. What are the key technology trends and regulatory influences shaping the market?

4. How do leading vendors rank in terms of market share and competitive positioning?

5. What revenue sources and strategic opportunities drive vendors' market entry or exit strategies?

Table of Contents

1. Preface

• 1.1. Objectives of the Study
• 1.2. Market Segmentation & Coverage
• 1.3. Years Considered for the Study
• 1.4. Currency & Pricing
• 1.5. Language
• 1.6. Stakeholders

2. Research Methodology

• 2.1. Define: Research Objective
• 2.2. Determine: Research Design
• 2.3. Prepare: Research Instrument
• 2.4. Collect: Data Source
• 2.5. Analyze: Data Interpretation
• 2.6. Formulate: Data Verification
• 2.7. Publish: Research Report
• 2.8. Repeat: Report Update

3. Executive Summary

4. Market Overview

5. Market Insights

• 5.1. Market Dynamics
  • 5.1.1. Drivers
    • 5.1.1.1. Rising adoption of annotation and labeling data in medical imaging
    • 5.1.1.2. Increasing adoption of image data annotation tools in the automotive and retail sector
    • 5.1.1.3. Upsurging adoption of data annotation for document verification in corporate settings
  • 5.1.2. Restraints
    • 5.1.2.1. Constraints associated with the inaccuracy of data annotation tools
  • 5.1.3. Opportunities
    • 5.1.3.1. Integration of advanced technologies in data annotation and labeling systems
    • 5.1.3.2. Favorable investment landscape for production of advanced autonomous vehicles
  • 5.1.4. Challenges
    • 5.1.4.1. Dearth of skilled working professionals
• 5.2. Market Segmentation Analysis
• 5.3. Porter's Five Forces Analysis
  • 5.3.1. Threat of New Entrants
  • 5.3.2. Threat of Substitutes
  • 5.3.3. Bargaining Power of Customers
  • 5.3.4. Bargaining Power of Suppliers
  • 5.3.5. Industry Rivalry
• 5.4. PESTLE Analysis
  • 5.4.1. Political
  • 5.4.2. Economic
  • 5.4.3. Social
  • 5.4.4. Technological
  • 5.4.5. Legal
  • 5.4.6. Environmental

6. Data Annotation & Labeling Market, by Data Type

• 6.1. Introduction
• 6.2. Audio
• 6.3. Image
• 6.4. Text
• 6.5. Video

7. Data Annotation & Labeling Market, by Annotation Type

• 7.1. Introduction
• 7.2. Automatic
• 7.3. Manual
• 7.4. Semi-automatic

8. Data Annotation & Labeling Market, by Deployment

• 8.1. Introduction
• 8.2. On-Cloud
• 8.3. On-Premise

9. Data Annotation & Labeling Market, by Application

• 9.1. Introduction
• 9.2. Catalogue Management
• 9.3. Content Management
• 9.4. Data Quality Control
• 9.5. Data Set Management
• 9.6. Security & Compliance
• 9.7. Workforce Management

10. Data Annotation & Labeling Market, by Vertical

• 10.1. Introduction
• 10.2. Government & BFSI
• 10.3. Healthcare & Life Science
• 10.4. Manufacturing
• 10.5. Retail & Consumer Goods
• 10.6. Telecommunication

11. Americas Data Annotation & Labeling Market

• 11.1. Introduction
• 11.2. Argentina
• 11.3. Brazil
• 11.4. Canada
• 11.5. Mexico
• 11.6. United States

12. Asia-Pacific Data Annotation & Labeling Market

• 12.1. Introduction
• 12.2. Australia
• 12.3. China
• 12.4. India
• 12.5. Indonesia
• 12.6. Japan
• 12.7. Malaysia
• 12.8. Philippines
• 12.9. Singapore
• 12.10. South Korea
• 12.11. Taiwan
• 12.12. Thailand
• 12.13. Vietnam

13. Europe, Middle East & Africa Data Annotation & Labeling Market

• 13.1. Introduction
• 13.2. Denmark
• 13.3. Egypt
• 13.4. Finland
• 13.5. France
• 13.6. Germany
• 13.7. Israel
• 13.8. Italy
• 13.9. Netherlands
• 13.10. Nigeria
• 13.11. Norway
• 13.12. Poland
• 13.13. Qatar
• 13.14. Russia
• 13.15. Saudi Arabia
• 13.16. South Africa
• 13.17. Spain
• 13.18. Sweden
• 13.19. Switzerland
• 13.20. Turkey
• 13.21. United Arab Emirates
• 13.22. United Kingdom

14. Competitive Landscape

• 14.1. Market Share Analysis, 2023
• 14.2. FPNV Positioning Matrix, 2023
• 14.3. Competitive Scenario Analysis
  • 14.3.1. SciBite Launches Workbench, a Structured Data Annotation Tool - Taking the Effort Out of Tabular Data Curation
  • 14.3.2. Estonian data labeling startup Co-one secures €640K round to power AI revolution
  • 14.3.3. RWS Expands AI Training Data Services With Launch of TrainAI
  • 14.3.4. CloudFactory launches Accelerated Annotation, a new Vision AI product
  • 14.3.5. TELUS International completes acquisition of WillowTree, a full-service digital product provider
  • 14.3.6. Consensus Announces Their Partnership With Collective Based Data Labeling Company Centaur Labs
  • 14.3.7. Cigniti Technologies to Acquire Aparaa Digital (RoundSqr), an AI/ML, Data Analytics, and Blockchain Engineering Services Company
  • 14.3.8. T-AIMs for data annotation clusters in state, inks MoU with Tika Data
  • 14.3.9. Primer Acquires LightTag, Adds Data Labeling to End-to-end NLP Platform
  • 14.3.10. AIMMO bags $12M Series A to advance data labeling technology
• 14.4. Strategy Analysis & Recommendation

Companies Mentioned

• 1. Adobe Inc.
• 2. AI Data Innovation
• 3. AI Touch LLP
• 4. Alegion Inc.
• 5. Amazon Web Services, Inc.
• 6. Anolytics
• 7. Appen Ltd.
• 8. Atexto, LLC
• 9. Cape Start Inc.
• 10. Capgemini SE
• 11. Clarifai, Inc.
• 12. Clickworker GmbH
• 13. Cloud Factory Limited
• 14. Cogito Tech LLC
• 15. Data Pure
• 16. Dataloop Ltd.
• 17. Datarade GmbH
• 18. Datasur Inc.
• 19. Deepen AI, Inc.
• 20. Defined Crowd Corporation
• 21. Fidel Softech Ltd.
• 22. Flatworld Solutions Pvt. Ltd.
• 23. Google LLC
• 24. Hitech Digital Solutions LLP
• 25. iMerit
• 26. International Business Machines Corporation
• 27. John Snow Labs Inc.
• 28. Keylabs.ai Ltd.
• 29. Kili Technology SAS
• 30. Labelbox, Inc.
• 31. LightTag Inc.
• 32. Netscribes
• 33. Oracle Corporation
• 34. Precise BPO Solution
• 35. RWS Holdings PLC
• 36. Samasource Impact Sourcing, Inc.
• 37. Scale AI, Inc.
• 38. Segment.ai
• 39. Shaip
• 40. Steldia Services Ltd.
• 41. Straive
• 42. SunTec.AI
• 43. SuperAnnotate AI, Inc.
• 44. SupportYourApp, Inc.
• 45. TELUS International
• 46. TransPerfect Global, Inc.
• 47. UnderstandAI GmbH
• 48. V7 Ltd.
• 49. Wovenware, Inc.