サマリー

世界のデータ注釈およびラベル付け市場は、予測期間中に33.2%のCAGRで、2022年の8億米ドルから2027年には36億米ドルに成長すると予測されます。コンピューター駆動の意思決定システムに依存するモデルやシステムは、意思決定の正確さと適切さを保証するために、データに注釈とラベルを付ける必要があります。企業は、MLモデルを構築する際に大量のデータセットを使用し、モデルのトレーニングの必要性に応じて慎重にカスタマイズしています。その結果、機械は、画像、テキスト、動画など、理解しやすいさまざまな形式でアノテーションされたデータを検出することができます。このため、AIやML企業は、このような注釈付きデータを探してMLアルゴリズムに投入し、学習や反復パターンの検出を行うよう訓練し、最終的に正確な推定や予測を行うために同じものを採用しています。
Google、Appen、IBM、Oracle、TELUS International、Adobe、AWSなどの主要な市場プレーヤーは、市場シェアを高めるために、買収、新製品の発売、製品の強化、事業拡張を含む多くの成長戦略を採用している。
組織規模別では、中小企業が予測期間中に最も高いCAGRで成長すると予測されている。
市場競争の激化により、中小企業は最先端の技術に投資し、十分な情報に基づいたビジネス上の意思決定を行うために市場開拓戦略を採用するようになると予想されます。中小企業は、事業運営の改善と合理化のため、また世界経済における市場プレゼンスを拡大するために、新技術の導入に前向きになっています。予測期間中、中小企業は最も高いCAGRで成長すると予測されています。
アプリケーション別では、カタログアマンジメント部門が予測期間中に最も高いCAGRを記録する。




カタログ管理ツールは、多くのAIやMLプロジェクトにまたがる膨大な量の非構造化データの取り扱いを企業が支援します。データアノテーションに取り組むチームには、さまざまなソースからあらゆる種類のデータや情報を、検索可能な単一のデータベースに集めることができる強力なツールが必要です。LabelBoxなどの企業は、メタデータのプロパティに基づいて非構造化データをフィルタリングすることを意図して、カタログ管理を搭載したデータアノテーションツールを開発しました。アプリケーションの中でも、カタログ管理は予測期間中に最も高いCAGRを記録すると予測されています。

アジア太平洋地域は、予測期間中に最も高いCAGRを記録する。
データ注釈・ラベリング市場は、予測期間中、アジア太平洋地域で最も高いCAGRを記録すると予測されています。アジア太平洋地域の国々の急速な工業化とデジタル化の進展は、大量の非構造化データの生成に繋がっています。アジア太平洋地域は、データ注釈およびラベリングソリューションの採用が増加し、未開拓の可能性を示しているため、ほとんどの組織が市場範囲を拡大するためにアジア太平洋地域に移動しています。企業の生産性向上に対する意識の高まりと、各ベンダーが提供するデータ注釈・ラベル付けソリューションの充実により、アジア太平洋地域は非常に有望な地域となっています。
プライマリーの内訳
データアノテーション・ラベリング市場で活動する様々な主要組織の最高経営責任者（CEO）、イノベーション・技術責任者、システムインテグレーター、経営幹部に対して詳細なインタビューを実施したものである。
 企業別：ティアI：35％、ティアII：45％、ティアIII：20
 By Designation：Cレベルエグゼクティブ35％、D-レベルエグゼクティブ：25％、その他：40%
 地域別：北米：45％、アジア太平洋：30％、欧州：20％、列島：5
データアノテーションとラベリングを提供する主要プレイヤーの調査も含まれています。データアノテーションとラベリング市場の主要ベンダーのプロフィールを掲載しています。この市場の主要なプレーヤーは、Google（米国）、Appen（オーストラリア）、IBM（米国）、Oracle（米国）、TELUS International（カナダ）、Adobe（米国）、AWS（米国）、Alegion（米国）、Cogito Tech（米国）、Anolytics（米国）、AI Data Innovation（米国）、Clickworker（ドイツ）、CloudFactory（英国）、CapeStart（米国）、DataPure（米国）、LXT（カナダ）、Precise BPO Solution（インド）、Sigma（米国）、Segment．ai（米国）、Defined.ai（米国）、Dataloop（イスラエル）、Labelbox（米国）、V7（英国）、LightTag（ドイツ）、SuperAnnotate（米国）、Scale（米国）、Datasur（米国）、Kili Technology（フランス）、Understand.ai（ドイツ）、Keylabs（イスラエル）、Label Your Data（ 米国）

調査対象
本調査では、データ注釈とラベリング市場をセグメント横断的にカバーします。コンポーネント、アプリケーション、展開モード、垂直方向、地域などの異なるセグメントにおける市場規模とこの市場の成長可能性を推定することを目的としています。また、市場の主要企業の詳細な競合分析、会社概要、製品および事業の提供に関する主な見解、最近の開発状況、主要な市場戦略も掲載しています。
レポート購入の主なメリット
本レポートは、本市場のマーケットリーダー/新規参入者に、データ注釈・ラベリング市場全体とそのサブセグメントにおける収益数の最も近い近似値に関する情報を提供するだろう。本レポートは、関係者が競争環境を理解し、自社のビジネスを位置づけ、適切な市場参入戦略を計画するために、より良い洞察を得るのに役立つだろう。また、関係者が市場の鼓動を理解するのに役立ち、主要な市場促進要因、阻害要因、課題、および機会に関する情報を提供します。

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目次

1 INTRODUCTION 30
1.1 STUDY OBJECTIVES 30
1.2 MARKET DEFINITION 30
1.2.1 INCLUSIONS AND EXCLUSIONS 31
1.3 MARKET SCOPE 31
1.3.1 MARKET SEGMENTATION 32
1.3.2 REGIONS COVERED 32
1.3.3 YEARS CONSIDERED 33
1.4 CURRENCY CONSIDERED 33
1.5 STAKEHOLDERS 33
2 RESEARCH METHODOLOGY 34
2.1 RESEARCH DATA 34
FIGURE 1 DATA ANNOTATION AND LABELING MARKET: RESEARCH DESIGN 34
2.1.1 SECONDARY DATA 35
2.1.2 PRIMARY DATA 35
TABLE 1 PRIMARY INTERVIEWS 35
2.1.2.1 Breakup of primary profiles 36
2.1.2.2 Key industry insights 36
2.2 MARKET BREAKUP AND DATA TRIANGULATION 37
FIGURE 2 DATA TRIANGULATION 37
2.3 MARKET SIZE ESTIMATION 38
FIGURE 3 DATA ANNOTATION AND LABELING MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES 38
2.3.1 TOP-DOWN APPROACH 38
2.3.2 BOTTOM-UP APPROACH 39
FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 1 (SUPPLY SIDE): REVENUE FROM SOLUTIONS/SERVICES OF DATA ANNOTATION AND LABELING MARKET 39
FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY- APPROACH 2, BOTTOM-UP (SUPPLY SIDE): COLLECTIVE REVENUE FROM SOLUTIONS/SERVICES OF DATA ANNOTATION AND LABELING MARKET 40
FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY-APPROACH 3, BOTTOM-UP (SUPPLY SIDE): COLLECTIVE REVENUE FROM SOLUTIONS/SERVICES OF DATA ANNOTATION AND LABELING MARKET 41
FIGURE 7 MARKET SIZE ESTIMATION METHODOLOGY-APPROACH 4, BOTTOM-UP (DEMAND SIDE): SHARE OF DATA ANNOTATION AND LABELING THROUGH OVERALL DATA ANNOTATION AND LABELING SPENDING 41
2.4 MARKET FORECAST 42
TABLE 2 FACTOR ANALYSIS 42
2.5 ASSUMPTIONS 43
2.6 LIMITATIONS 44
2.7 RECESSION IMPACT ON DATA ANNOTATION AND LABELING MARKET 45
3 EXECUTIVE SUMMARY 46
TABLE 3 GLOBAL DATA ANNOTATION AND LABELING MARKET SIZE AND GROWTH RATE, 2019–2021 (USD MILLION, Y-O-Y %) 47
TABLE 4 GLOBAL DATA ANNOTATION AND LABELING MARKET SIZE AND GROWTH RATE, 2022–2027 (USD MILLION, Y-O-Y %) 47
FIGURE 8 SOLUTIONS SEGMENT DOMINATED IN 2022 47
FIGURE 9 PROFESSIONAL SERVICES HELD LARGER MARKET SHARE IN 2022 48
FIGURE 10 TRAINING AND CONSULTING DOMINATED MARKET IN 2022 48
FIGURE 11 TEXT DATA TYPE SEGMENT LED MARKET IN 2022 48
FIGURE 12 DATASET MANAGEMENT SEGMENT HELD LARGEST MARKET SHARE IN 2022 49
FIGURE 13 MANUAL ANNOTATION TYPE HELD LARGEST SEGMENT IN 2022 49
FIGURE 14 LARGE ENTERPRISES DOMINATED DATA ANNOTATION AND LABELING MARKET IN 2022 49
FIGURE 15 CLOUD SEGMENT HELD LARGER MARKET IN 2022 50
FIGURE 16 HEALTHCARE AND LIFE SCIENCES SEGMENT GREW AT HIGHEST CAGR IN 2022 50
FIGURE 17 NORTH AMERICA HELD LARGEST MARKET SHARE AND ASIA PACIFIC GREW AT HIGHEST CAGR IN 2022 51
4 PREMIUM INSIGHTS 52
4.1 ATTRACTIVE OPPORTUNITIES IN DATA ANNOTATION AND LABELING MARKET 52
FIGURE 18 INCREASING NEED TO IMPROVE MACHINE LEARNING MODELS TO DRIVE MARKET GROWTH 52
4.2 DATA ANNOTATION AND LABELING MARKET: TOP THREE APPLICATIONS 53
FIGURE 19 CATALOGUE MANAGEMENT SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 53
4.3 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY COMPONENT AND TOP THREE VERTICALS 53
FIGURE 20 SOLUTIONS SEGMENT AND BFSI SEGMENT HELD LARGEST MARKET SHARES IN 2022 53
4.4 DATA ANNOTATION AND LABELING MARKET: BY REGION 54
FIGURE 21 NORTH AMERICA HELD LARGEST MARKET SHARE IN 2022 54
5 MARKET OVERVIEW AND INDUSTRY TRENDS 55
5.1 INTRODUCTION 55
5.2 DATA ANNOTATION AND LABELING: ARCHITECTURE 55
FIGURE 22 ARCHITECTURE: DATA ANNOTATION AND LABELING MARKET 55
5.3 MARKET DYNAMICS 56
FIGURE 23 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES: DATA ANNOTATION AND LABELING MARKET 56
5.3.1 DRIVERS 57
5.3.1.1 Increasing need to improve machine learning models and train AI algorithms 57
FIGURE 24 PERCENTAGE OF TIME ALLOCATED TO MACHINE LEARNING PROJECT TASKS 57
5.3.1.2 Growing demand for annotated datasets in autonomous mobility technologies 57
FIGURE 25 AUTONOMOUS DRIVING DISCLOSED DEALS AND EQUITY FUNDING 58
5.3.1.3 Rising popularity of labeled data in medical imaging 58
FIGURE 26 AI IN DRUG DISCOVERY PAPERS PUBLISHED PER YEAR 59
5.3.2 RESTRAINTS 59
5.3.2.1 High costs associated with manual data annotation 59
5.3.2.2 Issues associated with poor quality of training data 59
5.3.2.3 Failure regarding data security regulations and compliance 60
5.3.3 OPPORTUNITIES 60
5.3.3.1 Rising efficiency of AI-assisted automated data annotation 60
5.3.3.2 Rapid adoption of computer vision technologies in novel applications 60
5.3.3.3 Increasing traction of crowdsourced data annotation for improved RoI 61
5.3.4 CHALLENGES 61
5.3.4.1 Complexity in handling vast datasets leads to human bias 61
5.3.4.2 Dearth of skilled data annotators 61
5.4 DATA ANNOTATION AND LABELING: EVOLUTION 62
FIGURE 27 EVOLUTION: DATA ANNOTATION AND LABELING MARKET 62
5.5 DATA ANNOTATION AND LABELING MARKET: ECOSYSTEM 63
TABLE 5 DATA ANNOTATION AND LABELING MARKET: ECOSYSTEM 63
5.6 SUPPLY CHAIN ANALYSIS 64
FIGURE 28 SUPPLY CHAIN ANALYSIS: DATA ANNOTATION AND LABELING MARKET 64
5.7 CASE STUDY ANALYSIS 65
5.7.1 HEALTHCARE AND LIFE SCIENCES 65
5.7.1.1 iMerit to offer AI-driven remote patient monitoring capabilities to cancer centers 65
5.7.1.2 Mindy Support enables a US medtech firm to automate inventory keeping of all surgical equipment 66
5.7.2 RETAIL AND E-COMMERCE 66
5.7.2.1 CogitoTech helps US-based brick and mortar store to combat growing presence of eCommerce stores 66
5.7.2.2 DataLoop enables Standard AI to enable autonomous checkout at retail stores 67
5.7.3 AGRICULTURE 67
5.7.3.1 Cropin helps 2scale to transform and create traceable rice value chain digitally 67
5.7.4 AUTOMOTIVE 68
5.7.4.1 Scale AI helps Toyota to create large volumes of training data for autonomous mobility 68
5.7.5 MEDIA AND ENTERTAINMENT 68
5.7.5.1 DataLoop assists LinkedIn in content moderation 68
5.7.6 IT AND ITES 69
5.7.6.1 Appen helps Adobe to improve search relevance for its massive stock image library 69
5.8 TECHNOLOGY ANALYSIS 69
5.8.1 DATA ANNOTATION AND ARTIFICIAL INTELLIGENCE 69
5.8.2 DATA ANNOTATION AND NATURAL LANGUAGE PROCESSING 70
5.8.3 DATA ANNOTATION AND CLOUD COMPUTING 70
5.8.4 DATA ANNOTATION AND INTERNET OF THINGS (IOT) 70
5.9 PORTER’S FIVE FORCES ANALYSIS 71
FIGURE 29 DATA ANNOTATION AND LABELING: PORTER’S FIVE FORCES ANALYSIS 71
TABLE 6 DATA ANNOTATION AND LABELING MARKET: PORTER’S FIVE FORCES ANALYSIS 71
5.9.1 THREAT OF NEW ENTRANTS 72
5.9.2 THREAT OF SUBSTITUTES 72
5.9.3 BARGAINING POWER OF SUPPLIERS 72
5.9.4 BARGAINING POWER OF BUYERS 72
5.9.5 INTENSITY OF COMPETITIVE RIVALRY 72
5.10 REGULATORY LANDSCAPE 73
5.10.1 HEALTH INSURANCE PORTABILITY AND ACCOUNTABILITY ACT (HIPAA) 73
5.10.2 GENERAL DATA PROTECTION REGULATION (GDPR) 73
5.10.3 PERSONAL INFORMATION PROTECTION AND ELECTRONIC DOCUMENTS ACT 74
5.10.4 INFORMATION SECURITY TECHNOLOGY- PERSONAL INFORMATION SECURITY SPECIFICATION GB/T 35273-2017 74
5.10.5 SECURE INDIA NATIONAL DIGITAL COMMUNICATIONS POLICY 2018 74
5.10.6 GENERAL DATA PROTECTION LAW (LGPD) 75
5.10.7 LAW NO 13 OF 2016 ON PROTECTING PERSONAL DATA 75
5.10.8 NIST SPECIAL PUBLICATION 800-144 - GUIDELINES ON SECURITY AND PRIVACY IN PUBLIC CLOUD COMPUTING 76
5.11 PRICING MODEL ANALYSIS 76
TABLE 7 AVERAGE SELLING PRICING ANALYSIS, 2022 77
5.12 PATENT ANALYSIS 78
5.12.1 METHODOLOGY 78
5.12.2 DOCUMENT TYPE 78
TABLE 8 PATENTS FILED, 2013–2022 78
5.12.3 INNOVATION AND PATENT APPLICATIONS 78
FIGURE 30 TOTAL NUMBER OF PATENTS GRANTED, 2013–2022 79
5.12.3.1 Top applicants 79
FIGURE 31 TOP 10 COMPANIES WITH HIGHEST NUMBER OF PATENT APPLICATIONS IN LAST 10 YEARS, 2013–2022 79
TABLE 9 TOP 10 PATENT OWNERS (US) IN DATA ANNOTATION AND LABELING MARKET, 2013–2022 80
5.13 KEY CONFERENCES AND EVENTS, 2022–2023 80
TABLE 10 DATA ANNOTATION AND LABELING MARKET: DETAILED LIST OF CONFERENCES AND EVENTS, 2023 80
 
5.14 TARIFF AND REGULATORY LANDSCAPE 81
5.14.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 81
TABLE 11 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 81
TABLE 12 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 82
TABLE 13 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 82
TABLE 14 MIDDLE EAST AND AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 83
TABLE 15 LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 83
5.15 TRENDS/DISRUPTIONS IMPACTING BUYERS/CLIENTS OF DATA ANNOTATION AND LABELING MARKET 84
FIGURE 32 DATA ANNOTATION AND LABELING MARKET: TRENDS/DISRUPTIONS IMPACTING BUYERS/CLIENTS 84
5.16 KEY STAKEHOLDERS & BUYING CRITERIA 85
5.16.1 KEY STAKEHOLDERS IN BUYING PROCESS 85
FIGURE 33 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE APPLICATIONS 85
TABLE 16 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE APPLICATIONS 85
5.16.2 BUYING CRITERIA 86
FIGURE 34 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS 86
TABLE 17 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS 86
6 DATA ANNOTATION AND LABELING MARKET, BY COMPONENT 87
6.1 INTRODUCTION 88
6.1.1 COMPONENT: DATA ANNOTATION AND LABELING MARKET DRIVERS 88
FIGURE 35 SERVICES SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 89
TABLE 18 DATA ANNOTATION AND LABELING MARKET, BY COMPONENT, 2019–2021 (USD MILLION) 89
TABLE 19 DATA ANNOTATION AND LABELING MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 89
6.2 SOLUTIONS 90
6.2.1 GROWING ADOPTION OF DATA ANNOTATION AND LABELING SOLUTIONS TO ENHANCE PRODUCTIVITY 90
TABLE 20 SOLUTIONS: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 90
TABLE 21 SOLUTIONS: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 90
6.3 SERVICES 91
6.3.1 RISING NEED FOR CLOUD-BASED SOLUTIONS TO DRIVE MARKET GROWTH 91
FIGURE 36 MANAGED SERVICES TO GROW AT HIGHER CAGR DURING FORECAST PERIOD 91
TABLE 22 DATA ANNOTATION AND LABELING MARKET, BY SERVICE, 2019–2021 (USD MILLION) 91
TABLE 23 DATA ANNOTATION AND LABELING MARKET, BY SERVICE, 2022–2027 (USD MILLION) 92
TABLE 24 SERVICES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 92
TABLE 25 SERVICES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 92
6.3.2 PROFESSIONAL SERVICES 93
FIGURE 37 SYSTEM INTEGRATION AND IMPLEMENTATION TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 93
TABLE 26 DATA ANNOTATION AND LABELING MARKET, BY PROFESSIONAL SERVICE, 2019–2021 (USD MILLION) 93
TABLE 27 DATA ANNOTATION AND LABELING MARKET, BY PROFESSIONAL SERVICE, 2022–2027 (USD MILLION) 94
TABLE 28 PROFESSIONAL SERVICES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 94
TABLE 29 PROFESSIONAL SERVICES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 94
6.3.2.1 Training and Consulting 95
6.3.2.1.1 Consulting services to enable companies to address specific requirements 95
TABLE 30 TRAINING AND CONSULTING: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 95
TABLE 31 TRAINING AND CONSULTING: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 95
6.3.2.2 System Integration and Implementation 96
6.3.2.2.1 System integration and implementation enable businesses to reduce complexities and increase RoI 96
TABLE 32 SYSTEM INTEGRATION AND IMPLEMENTATION: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 96
TABLE 33 SYSTEM INTEGRATION AND IMPLEMENTATION: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 96
6.3.2.3 Support and Maintenance 97
6.3.2.3.1 Support and maintenance services to facilitate 24/7 assistance 97
TABLE 34 SUPPORT AND MAINTENANCE: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 97
TABLE 35 SUPPORT AND MAINTENANCE: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 97
6.3.3 MANAGED SERVICES 98
6.3.3.1 Need to redefine customer experience to fuel adoption of managed services 98
TABLE 36 MANAGED SERVICES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 98
TABLE 37 MANAGED SERVICES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 98
 
7 DATA ANNOTATION AND LABELING MARKET, BY DATA TYPE 99
7.1 INTRODUCTION 100
7.1.1 DATA TYPE: DATA ANNOTATION AND LABELING MARKET DRIVERS 100
FIGURE 38 TEXT SEGMENT TO REGISTER LARGEST MARKET SIZE DURING FORECAST PERIOD 100
TABLE 38 DATA ANNOTATION AND LABELING MARKET, BY DATA TYPE, 2019–2021 (USD MILLION) 100
TABLE 39 DATA ANNOTATION AND LABELING MARKET, BY DATA TYPE, 2022–2027 (USD MILLION) 101
7.2 TEXT 101
7.2.1 GROWING RELIANCE ON TEXT-BASED DATA TO DRIVE DEMAND FOR DATA ANNOTATION AND LABELING SOLUTIONS 101
TABLE 40 TEXT: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 102
TABLE 41 TEXT: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 102
7.3 IMAGE 102
7.3.1 GROWING APPLICATION OF FACIAL RECOGNITION AND ROBOTIC VISION TO BOOST DEMAND FOR IMAGE ANNOTATION AND LABELING 102
TABLE 42 IMAGE: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 103
TABLE 43 IMAGE: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 103
7.4 VIDEO 103
7.4.1 GROWING APPLICATION OF DATA ANNOTATION AND LABELING TO FUEL MARKET GROWTH 103
TABLE 44 VIDEO: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 104
TABLE 45 VIDEO: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 104
7.5 AUDIO 104
7.5.1 RISING DEMAND FOR AUDIO ANNOTATION TO ENHANCE SEARCHABILITY 104
TABLE 46 AUDIO: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 105
TABLE 47 AUDIO: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 105
8 DATA ANNOTATION AND LABELING MARKET, BY DEPLOYMENT TYPE 106
8.1 INTRODUCTION 107
8.1.1 DEPLOYMENT TYPE: DATA ANNOTATION AND LABELING MARKET DRIVERS 107
FIGURE 39 ON-PREMISES SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 107
TABLE 48 DATA ANNOTATION AND LABELING MARKET, BY DEPLOYMENT TYPE, 2019–2021 (USD MILLION) 108
TABLE 49 DATA ANNOTATION AND LABELING MARKET, BY DEPLOYMENT TYPE, 2022–2027 (USD MILLION) 108
 
8.2 ON-PREMISES 108
8.2.1 ABILITY TO PROVIDE CONTROL AND SECURITY TO BOOST DEMAND FOR ON-PREMISES DEPLOYMENT MODE 108
TABLE 50 ON-PREMISES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 109
TABLE 51 ON-PREMISES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 109
8.3 CLOUD 109
8.3.1 EASY UPGRADEABILITY AND ACCESSIBILITY TO BOOST ADOPTION OF CLOUD-BASED SOLUTIONS 109
TABLE 52 CLOUD: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 110
TABLE 53 CLOUD: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 110
9 DATA ANNOTATION AND LABELING MARKET, BY ORGANIZATION SIZE 111
9.1 INTRODUCTION 112
9.1.1 ORGANIZATION SIZE: DATA ANNOTATION AND LABELING MARKET DRIVERS 112
FIGURE 40 SMALL AND MEDIUM-SIZED ENTERPRISES SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD 112
TABLE 54 DATA ANNOTATION AND LABELING MARKET, BY ORGANIZATION SIZE, 2019–2021 (USD MILLION) 113
TABLE 55 DATA ANNOTATION AND LABELING MARKET SIZE, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 113
9.2 SMALL AND MEDIUM-SIZED ENTERPRISES 113
9.2.1 GROWING COMPETITIVE MARKET ENVIRONMENT TO DRIVE SMES TO ADOPT GO-TO-MARKET STRATEGIES 113
TABLE 56 SMALL AND MEDIUM-SIZED ENTERPRISES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 114
TABLE 57 SMALL AND MEDIUM-SIZED ENTERPRISES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 114
9.3 LARGE ENTERPRISES 114
9.3.1 RISING INCLINATION TOWARD CUTTING EDGE TECHNOLOGIES TO DRIVE DEMAND 114
TABLE 58 LARGE ENTERPRISES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 115
TABLE 59 LARGE ENTERPRISES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 115
10 DATA ANNOTATION AND LABELING MARKET, BY ANNOTATION TYPE 116
10.1 INTRODUCTION 117
10.1.1 ANNOTATION TYPE: DATA ANNOTATION AND LABELING MARKET DRIVERS 117
FIGURE 41 MANUAL ANNOTATION TYPE TO HOLD LARGEST MARKET SIZE DURING FORECAST PERIOD 117
TABLE 60 DATA ANNOTATION AND LABELING MARKET, BY ANNOTATION TYPE, 2019–2021 (USD MILLION) 118
TABLE 61 DATA ANNOTATION AND LABELING MARKET, BY ANNOTATION TYPE, 2022–2027 (USD MILLION) 118
10.2 MANUAL 118
10.2.1 CURRENT FAST-PACED DIGITAL ENVIRONMENT TO SHIFT DEMAND FROM MANUAL LABELING TO AUTOMATIC LABELING 118
TABLE 62 MANUAL: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 119
TABLE 63 MANUAL: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 119
10.3 AUTOMATIC 119
10.3.1 ABILITY TO SELF-TRAIN MACHINE LEARNING MODELS TO RECOGNIZE DEMAND FOR AUTOMATIC LABELING 119
TABLE 64 AUTOMATIC: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 120
TABLE 65 AUTOMATIC: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 120
10.4 SEMI-SUPERVISED 120
10.4.1 INTEGRATION OF AUTOMATIC AND MANUAL DATA LABELING TO ENHANCE OUTCOMES COST-EFFECTIVELY 120
TABLE 66 SEMI-SUPERVISED: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 121
TABLE 67 SEMI-SUPERVISED: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 121
11 DATA ANNOTATION AND LABELING MARKET, BY APPLICATION 122
11.1 INTRODUCTION 123
11.1.1 APPLICATION: DATA ANNOTATION AND LABELING MARKET DRIVERS 123
FIGURE 42 CATALOGUE MANAGEMENT SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 124
TABLE 68 DATA ANNOTATION AND LABELING MARKET, BY APPLICATION, 2019–2021 (USD MILLION) 124
TABLE 69 DATA ANNOTATION AND LABELING MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 125
11.2 DATASET MANAGEMENT 125
11.2.1 BIG DATA HANDLING CAPABILITIES TO DELIVER LARGE VOLUMES OF DATA WITH EASE 125
TABLE 70 DATASET MANAGEMENT: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 126
TABLE 71 DATASET MANAGEMENT: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 126
11.3 SECURITY AND COMPLIANCE 126
11.3.1 STRINGENT DATA PRIVACY FEATURES IN DATA ANNOTATION TOOLS TO ENSURE REGULATORY COMPLIANCE 126
TABLE 72 SECURITY AND COMPLIANCE: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 127
TABLE 73 SECURITY AND COMPLIANCE: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 127
11.4 DATA QUALITY CONTROL 128
11.4.1 DATA QUALITY CONTROL EMBEDDED IN DATA ANNOTATION TOOLS TO DELIVER ACCURATE MACHINE LEARNING MODELS 128
TABLE 74 DATA QUALITY CONTROL: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 128
TABLE 75 DATA QUALITY CONTROL: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 129
11.5 WORKFORCE MANAGEMENT 129
11.5.1 WORKFORCE MANAGEMENT TO ESTABLISH AND OPERATE FULLY TRANSPARENT DATA ANNOTATION WORKFLOWS 129
TABLE 76 WORKFORCE MANAGEMENT: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 130
TABLE 77 WORKFORCE MANAGEMENT: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 130
11.6 CONTENT MANAGEMENT 130
11.6.1 CONTENT MANAGEMENT TO BRIDGE INFORMATION SILOS AND ALLOW FOR EASIER SHARING OF WEB CONTENT 130
TABLE 78 CONTENT MANAGEMENT: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 131
TABLE 79 CONTENT MANAGEMENT: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 131
11.7 CATALOGUE MANAGEMENT 131
11.7.1 CATALOGUE MANAGEMENT APPLICATION TO ASSIST ENTERPRISES IN UNSTRUCTURED DATA MANAGEMENT 131
TABLE 80 CATALOGUE MANAGEMENT: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 132
TABLE 81 CATALOGUE MANAGEMENT: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 132
11.8 SENTIMENT ANALYSIS 133
11.8.1 SENTIMENT ANALYSIS APPLICATION TO IMPROVE BRAND REPUTATION 133
TABLE 82 SENTIMENT ANALYSIS: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 133
TABLE 83 SENTIMENT ANALYSIS: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 134
11.9 OTHER APPLICATIONS 134
TABLE 84 OTHER APPLICATIONS: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 134
TABLE 85 OTHER APPLICATIONS: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 135
12 DATA ANNOTATION AND LABELING MARKET, BY VERTICAL 136
12.1 INTRODUCTION 137
12.1.1 VERTICAL: DATA ANNOTATION AND LABELING MARKET DRIVERS 137
12.1.2 DATA ANNOTATION AND LABELING: ENTERPRISE USE CASES 138
FIGURE 43 HEALTHCARE AND LIFE SCIENCES SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 139
TABLE 86 DATA ANNOTATION AND LABELING MARKET BY VERTICAL, 2019–2021 (USD MILLION) 139
TABLE 87 DATA ANNOTATION AND LABELING MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 140
12.2 BFSI 140
12.2.1 DATA LABELING SOLUTIONS TO DETECT FINANCIAL FRAUD AND IMPROVE CUSTOMER EXPERIENCE 140
TABLE 88 BFSI: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 141
TABLE 89 BFSI: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 141
12.3 HEALTHCARE AND LIFE SCIENCES 142
12.3.1 HEALTHCARE INSTITUTIONS TO DEPLOY DATA ANNOTATION FOR AUTOMATED DIAGNOSIS AND CLINICAL RESEARCH 142
TABLE 90 HEALTHCARE AND LIFE SCIENCES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 142
TABLE 91 HEALTHCARE AND LIFE SCIENCES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 143
12.4 TELECOM 143
12.4.1 DATA ANNOTATION SOLUTIONS TO MONITOR VALUABLE TELECOM ASSETS 143
TABLE 92 TELECOM:DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 144
TABLE 93 TELECOM: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 144
12.5 GOVERNMENT, DEFENSE, AND PUBLIC AGENCIES 144
12.5.1 RISING NEED TO CURB NATIONAL SECURITY RISKS AND BOOST PRECISION AGRICULTURE 144
TABLE 94 GOVERNMENT: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 145
TABLE 95 GOVERNMENT: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 145
12.6 IT AND ITES 145
12.6.1 DATA ANNOTATION TO DEVISE PRODUCT LAUNCH STRATEGIES AND REDUCE EMPLOYEE ATTRITION 145
TABLE 96 IT AND ITES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 146
TABLE 97 IT AND ITES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 146
12.7 RETAIL AND CONSUMER GOODS 147
12.7.1 RISING NEED TO IMPROVE SHELF MANAGEMENT AND REDUCE INVENTORY SHRINKAGE TO BOOST MARKET GROWTH 147
TABLE 98 RETAIL AND CONSUMER GOODS: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 147
TABLE 99 RETAIL AND CONSUMER GOODS: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 148
12.8 AUTOMOTIVE 148
12.8.1 DATA ANNOTATION POWERED COMPUTER VISION TO IMPROVE SELF-DRIVING TECHNOLOGIES AND REDUCE DRIVER FATIGUE 148
TABLE 100 AUTOMOTIVE: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 149
TABLE 101 AUTOMOTIVE: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 149
12.9 OTHER VERTICALS 149
TABLE 102 OTHER VERTICALS: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 150
TABLE 103 OTHER VERTICALS: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 150
13 DATA ANNOTATION AND LABELING MARKET, BY REGION 151
13.1 INTRODUCTION 152
FIGURE 44 ASIA PACIFIC TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 152
FIGURE 45 INDIA TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 152
TABLE 104 DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 153
TABLE 105 DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 153
13.2 NORTH AMERICA 153
13.2.1 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET DRIVERS 154
13.2.2 NORTH AMERICA: RECESSION IMPACT 154
FIGURE 46 NORTH AMERICA: MARKET SNAPSHOT 155
TABLE 106 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY COMPONENT, 2019–2021 (USD MILLION) 155
TABLE 107 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 156
TABLE 108 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY SERVICE, 2019–2021 (USD MILLION) 156
TABLE 109 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY SERVICE, 2022–2027 (USD MILLION) 156
TABLE 110 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY PROFESSIONAL SERVICE, 2019–2021 (USD MILLION) 156
TABLE 111 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY PROFESSIONAL SERVICE, 2022–2027 (USD MILLION) 157
TABLE 112 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY DATA TYPE, 2019–2021 (USD MILLION) 157
TABLE 113 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY DATA TYPE, 2022–2027 (USD MILLION) 157
TABLE 114 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY ANNOTATION TYPE, 2019–2021 (USD MILLION) 158
TABLE 115 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY ANNOTATION TYPE, 2022–2027 (USD MILLION) 158
TABLE 116 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY DEPLOYMENT MODE, 2019–2021 (USD MILLION) 158
TABLE 117 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 158
TABLE 118 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY ORGANIZATION SIZE, 2019–2021 (USD MILLION) 159
TABLE 119 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 159
TABLE 120 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY APPLICATION, 2019–2021 (USD MILLION) 159
TABLE 121 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 160
TABLE 122 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY VERTICAL, 2019–2021 (USD MILLION) 160
TABLE 123 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 161
TABLE 124 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY COUNTRY, 2019–2021 (USD MILLION) 161
TABLE 125 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 161
13.2.3 US 162
13.2.3.1 US emerged as major market to witness increasing demand for affordable data annotation services 162
13.2.4 CANADA 162
13.2.4.1 Canada to witness significant investments in data annotation and labeling projects 162
13.3 EUROPE 163
13.3.1 EUROPE: DATA ANNOTATION AND LABELING MARKET DRIVERS 163
13.3.2 EUROPE: RECESSION IMPACT 163
TABLE 126 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY COMPONENT, 2019–2021 (USD MILLION) 164
TABLE 127 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 164
TABLE 128 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY SERVICE, 2019–2021 (USD MILLION) 164
TABLE 129 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY SERVICE, 2022–2027 (USD MILLION) 164
TABLE 130 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY PROFESSIONAL SERVICE, 2019–2021 (USD MILLION) 165
TABLE 131 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY PROFESSIONAL SERVICE, 2022–2027 (USD MILLION) 165
TABLE 132 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY DATA TYPE, 2019–2021 (USD MILLION) 165
TABLE 133 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY DATA TYPE, 2022–2027 (USD MILLION) 166
TABLE 134 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY ANNOTATION TYPE, 2019–2021 (USD MILLION) 166
TABLE 135 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY ANNOTATION TYPE, 2022–2027 (USD MILLION) 166
TABLE 136 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY DEPLOYMENT MODE, 2019–2021 (USD MILLION) 166
TABLE 137 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 167
TABLE 138 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY ORGANIZATION SIZE, 2019–2021 (USD MILLION) 167
TABLE 139 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 167
TABLE 140 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY APPLICATION, 2019–2021 (USD MILLION) 168
TABLE 141 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 168
TABLE 142 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY VERTICAL, 2019–2021 (USD MILLION) 169
TABLE 143 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 169
TABLE 144 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY COUNTRY, 2019–2021 (USD MILLION) 170
TABLE 145 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 170
13.3.3 UK 170
13.3.3.1 European policymakers encourage governments to increase data capture 170
13.3.4 GERMANY 171
13.3.4.1 Germany to improve both business results and competitiveness by democratizing access to data annotation 171
13.3.5 FRANCE 171
13.3.5.1 Significant potential for AI and data management startups to boost market growth 171
13.3.6 REST OF EUROPE 172
13.3.6.1 Growing need to gather important information from unstructured data to boost demand 172
13.4 ASIA PACIFIC 172
13.4.1 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET DRIVERS 172
13.4.2 ASIA PACIFIC: IMPACT OF RECESSION 173
FIGURE 47 ASIA PACIFIC: MARKET SNAPSHOT 173
TABLE 146 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY COMPONENT, 2019–2021 (USD MILLION) 174
TABLE 147 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 174
TABLE 148 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY SERVICE, 2019–2021 (USD MILLION) 174
TABLE 149 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY SERVICE, 2022–2027 (USD MILLION) 174
TABLE 150 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY PROFESSIONAL SERVICE, 2019–2021 (USD MILLION) 175
TABLE 151 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY PROFESSIONAL SERVICE, 2022–2027 (USD MILLION) 175
TABLE 152 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY DATA TYPE, 2019–2021 (USD MILLION) 175
TABLE 153 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY DATA TYPE, 2022–2027 (USD MILLION) 176
TABLE 154 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY ANNOTATION TYPE, 2019–2021 (USD MILLION) 176
TABLE 155 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY ANNOTATION TYPE, 2022–2027 (USD MILLION) 176
TABLE 156 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY DEPLOYMENT MODE, 2019–2021 (USD MILLION) 176
TABLE 157 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 177
TABLE 158 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY ORGANIZATION SIZE, 2019–2021 (USD MILLION) 177
TABLE 159 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 177
TABLE 160 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY APPLICATION, 2019–2021 (USD MILLION) 178
TABLE 161 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 178
TABLE 162 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY VERTICAL, 2019–2021 (USD MILLION) 179
TABLE 163 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 179
TABLE 164 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY COUNTRY, 2019–2021 (USD MILLION) 179
TABLE 165 ASIA PACIFIC: DATA ANNOTATION AND LABELING, BY COUNTRY, 2022–2027 (USD MILLION) 180
13.4.3 INDIA 180
13.4.3.1 Rapid adoption of technologies to accelerate India's current transformation into a prominent global powerhouse for innovation 180
13.4.4 JAPAN 181
13.4.4.1 Growing use of cutting-edge technologies to drive growth of data annotation and labeling market 181
13.4.5 CHINA 181
13.4.5.1 Rapid adoption of innovative technologies across verticals to drive market demand 181
13.4.6 REST OF ASIA PACIFIC 182
13.4.6.1 Development of infrastructure and technological capabilities to drive growth 182