AI 교육 데이터세트 시장 – 2029년까지의 세계 예측

조사회사 : MarketsandMarkets (마켓츠앤마켓츠)   출판년월 : 2024년10월

AI Training Dataset Market – Global Forecast to 2029

AI 교육 데이터세트 시장 – 데이터세트 생성(데이터 수집, 데이터 주석, 합성 데이터 생성), 데이터세트 판매(기성 데이터세트, 데이터세트 마켓플레이스), 데이터 모달리티(텍스트, 이미지, 비디오, 오디오, 멀티모달) – 2029년까지의 세계 예측

AI Training Dataset Market by Dataset Creation (Data Collection, Data Annotation, Synthetic Data Generation), Dataset Selling (Off-the-Shelf Datasets, Dataset Marketplaces), Data Modality (Text, Image, Video, Audio, Multimodal) – Global Forecast to 2029

　　　　주문/문의　　　　조사회사/라이센스/납기안내

Report Overview

The market for AI training datasets is expected to increase from USD 2.82 billion in 2024 to USD 9.58 billion in 2029, experiencing a compound annual growth rate (CAGR) of 27.7% from 2024 to 2029.

AI 교육 데이터세트 시장은 2024년 28억 2000만 달러에서 2029년 95억 8000만 달러로 증가했으며, 2024년에서 2029년까지 연평균 성장률(CAGR)은 27.7%가 될 것으로 예상 되었습니다.

The demand for AI training datasets is rapidly increasing as various sectors look for more machine learning and AI uses. A key factor driving the growth of the market is the increasing demand for top-notch, varied data collections to properly train AI models, especially in industries such as healthcare, finance, and autonomous vehicles. However, concerns regarding data privacy and compliance with regulations continue to pose a major barrier that could hinder data collection and restrict access to personal data. Businesses encounter difficulties in obtaining and controlling data that comply with performance and regulation requirements, while also harmonizing innovation and ethical factors.

“By offering, dataset creation segment is expected to register the fastest market growth rate during the forecast period.”

The dataset creation segment is expected to have the quickest increase in the market in the forecast period, due to the growing need for top-notch data in different industries. Businesses are realizing the significance of making decisions based on data and are therefore making substantial investments in developing thorough and precise sets of data. This part takes advantage of AI and ML progress, which simplify data collection and processing, enabling businesses to create datasets more quickly and on a larger scale. Additionally, the rapid growth of this sector is fueled by the increasing number of IoT devices, and the growing amount of data produced from digital interactions. Companies are prioritizing the creation of large data sets to conduct predictive analysis, comprehend customer actions, and devise tailored marketing tactics to improve their results. Rules like GDPR and CCPA have prompted businesses to focus on ethical ways of collecting data, creating a demand for customized datasets that abide by the regulations. Companies require tailored data sets to meet specific business requirements in order to stay competitive in their respective industries and experience market growth.

“By dataset selling, Off-the-Shelf (OTS) datasets segment is expected to have the largest market share during the forecast period.”

The OTS datasets are expected to lead the dataset selling segment in market because of their inexpensive price, easy access, and immediate suitability for various uses. Companies are opting for pre-made datasets more often as they save time on data collection and preparation, enabling a swift adoption of data-driven strategies. The rising demand for data analysis in different sectors such as healthcare, finance, and marketing are pushing this trend further, as companies seek to leverage existing data for improved decision-making and obtaining valuable insights. In addition, the rise of artificial intelligence and machine learning technologies has raised the demand for top-notch data to train models, resulting in a heavier reliance on pre-made datasets. The use of ready-made datasets is expected to rise steadily in the upcoming years as businesses prioritize adaptability and remaining competitive.

“By annotation type, synthetic datasets segment is expected to register the fastest market growth rate during the forecast period.”

Throughout the predicted period, the synthetic datasets segment in the AI training dataset market is expected to experience the most significant increase in growth rate. Synthetic datasets generate abundant data simulating real-world scenarios, solving problems of insufficient data and privacy issues associated with authentic datasets. Customizing synthetic data to suit particular purposes increases its attractiveness, since it can be tailored to fulfill the diverse demands of artificial intelligence models across different industries. Progress in developing models and simulation techniques enhances the accuracy and authenticity of synthetic data, ultimately boosting its efficacy in training machine learning algorithms. The demand for robust and flexible datasets is projected to increase as companies focus on improving their AI capabilities, underscoring the importance of synthetic datasets in future AI projects. This phenomenon is encouraging ethical AI methods by employing artificial data to reduce prejudice and ensure fairer outcomes in AI uses.

“By Region, North America to have the largest market share in 2024, and Asia Pacific is slated to grow at the fastest rate during the forecast period.”

In 2024, North America is expected to dominate the AI training dataset market with the largest market share. The reason for this dominance is the existence of big tech firms, significant investments in AI, and a strong network of data-centric advancements. Companies in North America are increasingly integrating artificial intelligence to enhance their operations, leading to a demand for high-quality training data. In the meantime, it is expected that the Asia Pacific region will show the highest rate of growth in the predicted period. The rapid expansion is due to additional investments in AI, higher internet usage, and a growing number of AI and machine learning startups. China and India are leading the way in embracing AI technologies, thanks to their abundant data and young population well-versed in technology.

Breakdown of primaries

In-depth interviews were conducted with Chief Executive Officers (CEOs), innovation and technology directors, system integrators, and executives from various key organizations operating in the AI training dataset market.

• By Company: Tier I – 18%, Tier II – 52%, and Tier III – 30%
• By Designation: C-Level Executives – 42%, D-Level Executives – 36%, and others – 22%
• By Region: North America – 42%, Europe – 26%, Asia Pacific – 21%, Middle East & Africa – 4%, and Latin America – 7%

The report includes the study of key players offering AI training dataset solutions. It profiles major vendors in the AI training dataset market. The major players in the AI training dataset market include Google (US), IBM (US), AWS (US), Microsoft (US), NVIDIA (US), Snorkel (US), Gretel (US), Shaip (US), Clickworker (US), Appen (Australia), Nexdata (US), Bitext (US), Aimleap (US), Deep Vision Data (US), Cogito Tech (US), Sama (US), Scale AI (US), Lionbridge Technologies (US), Alegion (US), TELUS International (Canada), iMerit (US), Labelbox (US), V7Labs (UK), Defined.ai (US), SuperAnnotate (US), LXT (Canada), Toloka AI (Netherlands), Innodata (US), Kili technology (France), HumanSignal (US), Superb AI (US), Hugging Face (US), CloudFactory (UK), FileMarket (Hong Kong), TagX (UAE), Roboflow (US), Supervise.ly (Estonia), Encord (UK), TransPerfect (US), Keylabs (Israel), and Data.world (US).

Research coverage

This research report categorizes the AI training dataset Market by Offering (Dataset Creation and Dataset Selling), by Dataset Creation (Dataset Creation Software, and Dataset Creation Services), by Dataset Selling (Off-The-Shelf (OTS) Datasets, and Dataset Marketplaces), by Annotation Type (Pre-Labeled Datasets, Unlabeled Datasets, and Synthetic Datasets), by Data Modality (Text, Image, Audio & Speech, Video and Multimodal), By Type (Generative AI and Other AI), by End User (BFSI, Software & Technology Providers, Telecommunications, Automotive, Media & Entertainment, Government & Defense, Healthcare & Life Sciences, Manufacturing, Retail & Consumer Goods, And Other End Users) and by Region (North America, Europe, Asia Pacific, Middle East & Africa, and Latin America). The scope of the report covers detailed information regarding the major factors, such as drivers, restraints, challenges, and opportunities, influencing the growth of the AI training dataset market. A detailed analysis of the key industry players has been done to provide insights into their business overview, solutions, and services; key strategies; contracts, partnerships, agreements, new product & service launches, mergers and acquisitions, and recent developments associated with the AI training dataset market. Competitive analysis of upcoming startups in the AI training dataset market ecosystem is covered in this report.

Key Benefits of Buying the Report

The report would provide the market leaders/new entrants in this market with information on the closest approximations of the revenue numbers for the overall AI training dataset market and its subsegments. It would help stakeholders understand the competitive landscape and gain more insights better to position their business and plan suitable go-to-market strategies. It also helps stakeholders understand the pulse of the market and provides them with information on key market drivers, restraints, challenges, and opportunities.

The report provides insights on the following pointers:

• Analysis of key drivers (increasing demand for diverse and continuously updated multimodal datasets for generative AI models, rising demand for multilingual datasets for conversational AI, demand for high-quality labeled data for autonomous vehicles, and Increased used of synthetic data for rare event simulation), restraints (legal risks of web-scraped data due to copyright infringement and limited access to high-quality medical datasets due to HIPAA compliance), opportunities (growing demand for specialized data annotation services in diverse fields, synthetic data generation and privacy-preserving techniques for augmented training data, and creation of customized AI Datasets and specialized formats (3D, AR/VR) for Enterprise Solutions), and challenges (data quality and relevance issues like inconsistency, bias, keeping datasets up to date, and diverse dataset formats and inconsistent annotation practices may hinder integration and reliability).
• Product Development/Innovation: Detailed insights on upcoming technologies, research & development activities, and new product & service launches in the AI training dataset market.
• Market Development: Comprehensive information about lucrative markets – the report analyses the AI training dataset market across varied regions.
• Market Diversification: Exhaustive information about new products & services, untapped geographies, recent developments, and investments in the AI training dataset market.
• Competitive Assessment: In-depth assessment of market shares, growth strategies and service offerings of leading players like Google (US), IBM (US), AWS (US), Microsoft (US), NVIDIA (US), Snorkel (US), Gretel (US), Shaip (US), Clickworker (US), Appen (Australia), Nexdata (US), Bitext (US), Aimleap (US), Deep Vision Data (US), Cogito Tech (US), Sama (US), Scale AI (US), Lionbridge Technologies (US), Alegion (US), TELUS International (Canada), iMerit (US), Labelbox (US), V7Labs (UK), Defined.ai (US), SuperAnnotate (US), LXT (Canada), Toloka AI (Netherlands), Innodata (US), Kili technology (France), HumanSignal (US), Superb AI (US), Hugging Face (US), CloudFactory (UK), FileMarket (Hong Kong), TagX (UAE), Roboflow (US), Supervise.ly (Estonia), Encord (UK), TransPerfect (US), Keylabs (Israel), and Data.world (US) among others in the AI training dataset market. The report also helps stakeholders understand the pulse of the AI training dataset market and provides them with information on key market drivers, restraints, challenges, and opportunities.

Table of Contents

1            INTRODUCTION            43

1.1         STUDY OBJECTIVES      43

1.2         MARKET DEFINITION   43

1.2.1      INCLUSIONS AND EXCLUSIONS 44

1.3         MARKET SCOPE             45

1.3.1      MARKET SEGMENTATION         45

1.3.2      YEARS CONSIDERED     48

1.4         CURRENCY CONSIDERED          49

1.5         STAKEHOLDERS            49

2            RESEARCH METHODOLOGY     50

2.1         RESEARCH DATA           50

2.1.1      SECONDARY DATA       51

2.1.2      PRIMARY DATA 51

2.1.2.1   Breakup of primary profiles             52

2.1.2.2   Key industry insights          52

2.2         MARKET BREAKUP AND DATA TRIANGULATION           53

2.3         MARKET SIZE ESTIMATION       54

2.3.1      TOP-DOWN APPROACH             54

2.3.2      BOTTOM-UP APPROACH           55

2.4         MARKET FORECAST      59

2.5         RESEARCH ASSUMPTIONS         60

2.6         RESEARCH LIMITATIONS           62

3            EXECUTIVE SUMMARY 63

4            PREMIUM INSIGHTS      71

4.1         ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN AI TRAINING DATASET MARKET        71

4.2         AI TRAINING DATASET MARKET, BY TOP THREE DATA MODALITIES              72

4.3         NORTH AMERICA: AI TRAINING DATASET MARKET,

BY ANNOTATION TYPE AND END USER              72

4.4         AI TRAINING DATASET MARKET, BY REGION    73

5            MARKET OVERVIEW AND INDUSTRY TRENDS   74

5.1         INTRODUCTION            74

5.2         MARKET DYNAMICS     74

5.2.1      DRIVERS            75

5.2.1.1   Increasing need for diverse and continuously updated multimodal datasets for generative AI models         75

5.2.1.2   Rising use of multilingual datasets in conversational AI              75

5.2.1.3   Growing demand for high-quality labeled data for autonomous vehicles  76

5.2.1.4   Rising adoption of synthetic data for rare event simulation         76

5.2.2      RESTRAINTS     77

5.2.2.1   Legal risks of web-scraped data due to copyright infringement   77

5.2.2.2   Limited access to high-quality medical datasets due to HIPAA compliance              77

5.2.3      OPPORTUNITIES           78

5.2.3.1   Growing demand for specialized data annotation services in diverse fields              78

5.2.3.2   Synthetic data generation and privacy-preserving techniques for augmented training data        78

5.2.3.3   Creation of customized AI datasets and specialized formats for enterprise solutions              79

5.2.4      CHALLENGES   79

5.2.4.1   Data quality and relevance issues     79

5.2.4.2   Diverse dataset formats and inconsistent annotation practices   79

5.3         EVOLUTION OF AI TRAINING DATASET             80

5.4         SUPPLY CHAIN ANALYSIS          82

5.5         ECOSYSTEM ANALYSIS 84

5.5.1      DATA COLLECTION SOFTWARE PROVIDERS     86

5.5.2      DATA LABELING AND ANNOTATION PLATFORM PROVIDERS   87

5.5.3      SYNTHETIC DATA PROVIDERS 87

5.5.4      DATA AUGMENTATION TOOL PROVIDERS       87

5.5.5      OFF-THE-SHELF (OTS) DATASET PROVIDERS   87

5.5.6      AI TRAINING DATASET SERVICE PROVIDERS    88

5.6         INVESTMENT AND FUNDING SCENARIO            88

5.7         IMPACT OF GENERATIVE AI ON AI TRAINING DATASET MARKET              91

5.7.1      DATA AUGMENTATION FOR IMAGE RECOGNITION      92

5.7.2      SYNTHETIC TEXT GENERATION FOR NLP          92

5.7.3      SPEECH AND AUDIO DATA SYNTHESIS 92

5.7.4      SIMULATED USER INTERACTION DATA             92

5.7.5      BIAS MITIGATION IN DATASETS            92

5.7.6      SCENARIO TESTING FOR PREDICTIVE MODELS 92

5.8         CASE STUDY ANALYSIS 93

5.8.1      CASE STUDY 1: CLICKWORKER BOOSTS AI TRAINING DATASET FOR AUTOMOTIVE SYSTEMS, IMPROVING SPEECH RECOGNITION ACCURACY              93

5.8.2      CASE STUDY 2: APPEN ENHANCES MICROSOFT TRANSLATOR WITH COMPREHENSIVE AI TRAINING DATASETS FOR 110 LANGUAGES           93

5.8.3      CASE STUDY 3: COGITO TECH LLC ENHANCES CARDIAC SURGERY WITH AI-DRIVEN AORTIC VALVE DATASETS     94

5.8.4      CASE STUDY 4: ENHANCING AI TRAINING DATASETS FOR PAIN REDUCTION THROUGH HINGE HEALTH’S SUCCESS WITH SUPERANNOTATE              94

5.8.5      CASE STUDY 5: OUTREACH ENHANCES AI TRAINING WITH LABEL STUDIO             95

5.8.6      CASE STUDY 6: ENCORD ADDRESSES KEY CHALLENGES IN SURGICAL VIDEO ANNOTATION FOR ENHANCED DATA QUALITY AND EFFICIENCY              96

5.9         TECHNOLOGY ANALYSIS           96

5.9.1      KEY TECHNOLOGIES    97

5.9.1.1   Data labeling and annotation           97

5.9.1.2   Synthetic data generation  97

5.9.1.3   Data augmentation            97

5.9.1.4   Human-in-the-loop (HITL) feedback systems             98

5.9.1.5   Active learning     98

5.9.1.6   Data cleansing and preprocessing    98

5.9.1.7   Bias detection and mitigation           99

5.9.1.8   Dataset versioning and management              99

5.9.2      COMPLEMENTARY TECHNOLOGIES     99

5.9.2.1   Cloud storage and data lakes            99

5.9.2.2   MLOps and model management      100

5.9.2.3   Data governance  100

5.9.2.4   Machine learning frameworks          100

5.9.3      ADJACENT TECHNOLOGIES      101

5.9.3.1   Federated learning             101

5.9.3.2   Edge AI for data processing             101

5.9.3.3   Differential privacy            101

5.9.3.4   AutoML 102

5.9.3.5   Transfer learning 102

5.10       REGULATORY LANDSCAPE       102

5.10.1    REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS          103

5.10.2    REGULATIONS: AI TRAINING DATASET 107

5.10.2.1 North America     107

5.10.2.1.1            Blueprint for an AI Bill of Rights (US)           107

5.10.2.1.2            Directive on Automated Decision-Making (Canada)   107

5.10.2.2 Europe  108

5.10.2.2.1            UK AI Regulation White Paper        108

5.10.2.2.2            Gesetz zur Regulierung Künstlicher Intelligenz (AI Regulation Law – Germany)            108

5.10.2.2.3            Loi pour une République numérique (Digital Republic Act – France)              108

5.10.2.2.4            Codice in materia di protezione dei dati personali (Data Protection Code – Italy)   109

5.10.2.2.5            Ley de Servicios Digitales (Digital Services Act – Spain)            109

5.10.2.2.6            Dutch Data Protection Authority (Autoriteit Persoonsgegevens) Guidelines           109

5.10.2.2.7            The Swedish National Board of Trade AI Guidelines   110

5.10.2.2.8            Danish Data Protection Agency (Datatilsynet) AI Recommendations              110

5.10.2.2.9            Artificial Intelligence 4.0 (AI 4.0) Program – Finland   110

5.10.2.3 Asia Pacific          111

5.10.2.3.1            Personal Data Protection Bill (PDPB) & National Strategy on AI (NSAI) – India    111

5.10.2.3.2            The Basic Act on the Advancement of Utilizing Public and Private Sector Data & AI Guidelines – Japan           111

5.10.2.3.3            New Generation Artificial Intelligence Development Plan & AI Ethics Guidelines – China             111

5.10.2.3.4            Framework Act on Intelligent Informatization – South Korea     112

5.10.2.3.5            AI Ethics Framework (Australia) & AI Strategy (New Zealand) 112

5.10.2.3.6            Model AI Governance Framework – Singapore             113

5.10.2.3.7            National AI Framework – Malaysia   113

5.10.2.3.8            National AI Roadmap – Philippines  113

5.10.2.4 Middle East & Africa          114

5.10.2.4.1            Saudi Data & Artificial Intelligence Authority (SDAIA) Regulations              114

5.10.2.4.2            UAE National AI Strategy 2031       114

5.10.2.4.3            Qatar National AI Strategy 114

5.10.2.4.4            National Artificial Intelligence Strategy (2021-2025)- Turkey   115

5.10.2.4.5            African Union (AU) AI Framework 115

5.10.2.4.6            Egyptian Artificial Intelligence Strategy         115

5.10.2.4.7            Kuwait National Development Plan (New Kuwait Vision 2035) 116

5.10.2.5 Latin America      116

5.10.2.5.1            Brazilian General Data Protection Law (LGPD)         116

5.10.2.5.2            Federal Law on the Protection of Personal Data Held by Private Parties – Mexico 116

5.10.2.5.3            Argentina Personal Data Protection Law (PDPL) & AI Ethics Framework          117

5.10.2.5.4            Chilean Data Protection Law & National AI Policy      117

5.10.2.5.5            Colombian Data Protection Law (Law 1581) & AI Ethics Guidelines              117

5.10.2.5.6            Peruvian Personal Data Protection Law & National AI Strategy 118

5.11       PATENT ANALYSIS        118

5.11.1    METHODOLOGY           118

5.11.2    PATENTS FILED, BY DOCUMENT TYPE 118

5.11.3    INNOVATION AND PATENT APPLICATIONS      119

5.12       PRICING ANALYSIS        123

5.12.1    PRICING DATA, BY OFFERING   124

5.12.2    PRICING DATA, BY PRODUCT TYPE       124

5.13       KEY CONFERENCES AND EVENTS, 2024–2025     125

5.14       PORTER’S FIVE FORCES ANALYSIS         126

5.14.1    THREAT OF NEW ENTRANTS    127

5.14.2    THREAT OF SUBSTITUTES         128

5.14.3    BARGAINING POWER OF SUPPLIERS     128

5.14.4    BARGAINING POWER OF BUYERS           128

5.14.5    INTENSITY OF COMPETITIVE RIVALRY 128

5.15       KEY STAKEHOLDERS AND BUYING CRITERIA    129

5.15.1    KEY STAKEHOLDERS IN BUYING PROCESS         129

5.15.2    BUYING CRITERIA         130

5.16       TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS       131

6            AI TRAINING DATASET MARKET, BY OFFERING 132

6.1         INTRODUCTION            133

6.1.1      OFFERING: AI TRAINING DATASET MARKET DRIVERS   133

6.2         DATASET CREATION    134

6.2.1      DATASET CREATION KEY TO DEVELOPING ROBUST AI APPLICATIONS              134

6.3         DATASET SELLING        135

6.3.1      MONETIZING DATA FOR AI DEVELOPMENT THROUGH ETHICAL DATA SELLING 135

7            AI TRAINING DATASET MARKET, BY DATASET CREATION         137

7.1         INTRODUCTION            138

7.1.1      DATASET CREATION: AI TRAINING DATASET MARKET DRIVERS              138

7.2         DATASET CREATION SOFTWARE           140

7.2.1      DATASET CREATION SOFTWARE FUELING INNOVATIONS ACROSS VARIOUS SECTORS        140

7.2.2      DATA COLLECTION SOFTWARE             141

7.2.2.1   Web scraping tools             142

7.2.2.2   Data sourcing API             143

7.2.2.3   Crowdsourcing platforms   144

7.2.2.4   Sensor data collection software        145

7.2.3      DATA LABELING & ANNOTATION          146

7.2.3.1   Image annotation 147

7.2.3.2   Text annotation   148

7.2.3.3   Video annotation 149

7.2.3.4   Audio annotation 151

7.2.3.5   3D data annotation            152

7.2.4      SYNTHETIC DATA GENERATION SOFTWARE    153

7.2.5      DATA AUGMENTATION SOFTWARE      154

7.3         DATASET CREATION SERVICES 155

7.3.1      CUSTOMIZED DATA CREATION SERVICES FOR OPTIMAL AI MODEL ALIGNMENT     155

7.3.2      DATA COLLECTION SERVICES  156

7.3.3      DATA ANNOTATION & LABELING SERVICES     157

7.3.4      DATA VALIDATION SERVICES   158

8            AI TRAINING DATASET MARKET, BY DATASET SELLING             160

8.1         INTRODUCTION            161

8.1.1      DATASET SELLING: AI TRAINING DATASET MARKET DRIVERS  161

8.2         OFF-THE-SHELF (OTS) DATASETS         162

8.2.1      SCALABILITY AND EASE OF DISTRIBUTION MAKE OTS DATASETS APPEALING FOR AI TRAINING  162

8.3         DATASET MARKETPLACES        164

8.3.1      DATASET MARKETPLACES ACCELERATE AI INNOVATION BY DEMOCRATIZING ACCESS TO CRITICAL RESOURCES    164

9            AI TRAINING DATASET MARKET, BY ANNOTATION TYPE          165

9.1         INTRODUCTION            166

9.1.1      ANNOTATION TYPE: AI TRAINING DATASET MARKET DRIVERS              166

9.2         PRE-LABELED DATASETS          168

9.2.1      HIGH-QUALITY PRE-LABELED DATASETS ACCELERATE AI DEVELOPMENT ACROSS VARIOUS SECTORS     168

9.3         UNLABELED DATASETS             169

9.3.1      UNLABELED DATASETS ENABLE ROBUST AI MODEL TRAINING              169

9.4         SYNTHETIC DATASETS 170

9.4.1      ADVANCEMENTS IN GENERATIVE MODELS ENHANCE QUALITY OF SYNTHETIC DATASETS 170

10          AI TRAINING DATASET MARKET, BY DATA MODALITY 172

10.1       INTRODUCTION            173

10.1.1    DATA TYPE: AI TRAINING DATASET MARKET DRIVERS 173

10.2       TEXT    174

10.2.1    BUSINESSES PRIORITIZE CURATING DIVERSE, LABELED TEXT DATASETS TO ENHANCE MODEL ACCURACY   174

10.2.2    TEXT CLASSIFICATION 175

10.2.3    CHATBOTS       176

10.2.4    SENTIMENT ANALYSIS 177

10.2.5    DOCUMENT PARSING  178

10.2.6    OTHER TEXT DATA MODALITIES          179

10.3       IMAGE 181

10.3.1    ADVANCEMENTS IN DEEP LEARNING TECHNIQUES, PARTICULARLY CONVOLUTIONAL NEURAL NETWORKS, ELEVATE ROLE OF IMAGE DATA IN AI DEVELOPMENT             181

10.3.2    OBJECT DETECTION    182

10.3.3    FACIAL RECOGNITION 183

10.3.4    MEDICAL IMAGING       184

10.3.5    SATELLITE IMAGERY    185

10.3.6    OTHER IMAGE DATA MODALITIES        186

10.4       AUDIO & SPEECH          187

10.4.1    RISING POPULARITY OF VOICE-ACTIVATED TECHNOLOGIES FUELS DEMAND FOR DIVERSE, HIGH-QUALITY AUDIO DATASETS       187

10.4.2    SPEECH RECOGNITION 188

10.4.3    AUDIO CLASSIFICATION            189

10.4.4    MUSIC GENERATION    190

10.4.5    VOICE SYNTHESIS         191

10.4.6    OTHER AUDIO & SPEECH DATA MODALITIES   192

10.5       VIDEO  194

10.5.1    SURGE IN DEMAND FOR HIGH-QUALITY LABELED VIDEO DATASETS AS ORGANIZATIONS SEEK TO HARNESS VIDEO CONTENT POTENTIAL 194

10.5.2    ACTION RECOGNITION             195

10.5.3    AUTONOMOUS DRIVING           196

10.5.4    VIDEO SURVEILLANCE 197

10.5.5    VIDEO CONTENT MODERATION           198

10.5.6    OTHER VIDEO DATA MODALITIES        199

10.6       MULTIMODAL 200

10.6.1    RISING DEMAND FOR MULTIMODAL DATASETS BOOSTS INNOVATION AND ADVANCES IN AI APPLICATIONS     200

10.6.2    SPEECH-TO-TEXT         201

10.6.3    CONTENT RECOMMENDATION             202

10.6.4    VISUAL QUESTION ANSWERING (VQA) 203

10.6.5    MULTIMODAL ANALYTICS        204

10.6.6    OTHER MULTIMODALITIES      205

11          AI TRAINING DATASET MARKET, BY TYPE         207

11.1       INTRODUCTION            208

11.1.1    TYPE: AI TRAINING DATASET MARKET DRIVERS            208

11.2       GENERATIVE AI             210

11.2.1    GENERATIVE AI REVOLUTIONIZES CREATIVITY ACROSS INDUSTRIES THROUGH DIVERSE TRAINING DATASETS        210

11.2.2    LLM EVALUATION        211

11.2.3    RAG OPTIMIZATION     212

11.2.4    LLM FINE TUNING         214

11.2.5    CONVERSATIONAL AGENTS     215

11.2.6    CONTENT CREATION   216

11.2.7    CODE GENERATION     217

11.2.8    OTHER GENERATIVE AI             218

11.3       OTHER AI          219

11.3.1    RISING ROLE OF NLP AND COMPUTER VISION IN ENTERPRISE AI APPLICATIONS TO BOOST OTHER AI DATASET DEMAND          219

11.3.2    NATURAL LANGUAGE PROCESSING (NLP)        220

11.3.2.1 Text classification 221

11.3.2.2 Named entity recognition (NER)     222

11.3.2.3 Sentiment analysis             223

11.3.2.4 Document parsing and extraction    224

11.3.3    COMPUTER VISION       225

11.3.3.1 Image classification            226

11.3.3.2 Object detection  227

11.3.3.3 Video analysis      228

11.3.3.4 Optical character recognition (OCR)             229

11.3.4    PREDICTIVE ANALYTICS            230

11.3.4.1 Time series forecasting      232

11.3.4.2 Anomaly detection             233

11.3.4.3 Customer behavior prediction          234

11.3.4.4 Risk scoring and management          235

11.3.5    RECOMMENDATION SYSTEMS 236

11.3.5.1 Product and content recommendations          237

11.3.5.2 Personalized marketing and ads       238

11.3.5.3 Collaborative filtering        239

11.3.6    SPEECH AND AUDIO PROCESSING         240

11.3.6.1 Speech recognition            241

11.3.6.2 Audio classification            242

11.3.6.3 Voice command recognition             243

11.3.6.4 Speech-to-text transcription            244

11.3.7    OTHER TYPES  245

12          AI TRAINING DATASET MARKET, BY END USER 246

12.1       INTRODUCTION            247

12.1.1    END USER: AI TRAINING DATASET MARKET DRIVERS   247

12.2       BFSI      249

12.2.1    FINANCIAL INSTITUTIONS LEVERAGE AI TRAINING DATASETS TO ENHANCE FRAUD DETECTION AND RISK MANAGEMENT          249

12.2.2    BANKING           250

12.2.3    FINANCIAL SERVICES   251

12.2.4    INSURANCE      252

12.3       TELECOMMUNICATIONS          253

12.3.1    TELECOM COMPANIES BOOST PERFORMANCE AND CUSTOMER SERVICES WITH AI-POWERED INTELLIGENT SYSTEMS  253

12.4       GOVERNMENT & DEFENSE        254

12.4.1    AI TRAINING DATASETS PROPEL ADVANCES IN NATIONAL SECURITY AND DEFENSE OPERATIONS     254

12.5       HEALTHCARE & LIFE SCIENCES 256

12.5.1    AI TRAINING DATASETS SPEARHEAD TRANSFORMATIVE BREAKTHROUGHS IN PRECISION MEDICINE AND DIAGNOSTICS           256

12.6       MANUFACTURING        257

12.6.1    AI TRAINING DATASETS DRIVE EFFICIENCY IN MANUFACTURING WITH AUTOMATION AND PREDICTIVE MAINTENANCE             257

12.7       RETAIL & CONSUMER GOODS  258

12.7.1    RETAILERS ENHANCE PERSONALIZED CUSTOMER EXPERIENCES WITH AI-DRIVEN RECOMMENDATIONS AND OPTIMIZED SUPPLY CHAINS              258

12.8       SOFTWARE & TECHNOLOGY PROVIDERS           259

12.8.1    INNOVATION ACCELERATES AS SOFTWARE AND TECHNOLOGY PROVIDERS HARNESS AI TRAINING DATASETS FOR CUTTING-EDGE SOLUTIONS      259

12.8.2    CLOUD HYPERSCALERS             260

12.8.3    FOUNDATION MODEL/LLM PROVIDERS            261

12.8.4    AI TECHNOLOGY PROVIDERS   262

12.8.5    IT & IT-ENABLED SERVICE PROVIDERS 263

12.9       AUTOMOTIVE  264

12.9.1    RAPID ADVANCEMENTS IN AUTONOMOUS VEHICLE DEVELOPMENT FUELED BY AI TRAINING DATASETS CAPTURING REAL-WORLD DRIVING BEHAVIORS AND CONDITIONS 264

12.10     MEDIA & ENTERTAINMENT      265

12.10.1  AI TRAINING DATASETS FUEL INNOVATION IN CONTENT CREATION ACROSS MEDIA, GAMING, AND ENTERTAINMENT INDUSTRIES 265

12.11     OTHER END USERS        266

13          AI TRAINING DATASET MARKET, BY REGION    268

13.1       INTRODUCTION            269

13.2       NORTH AMERICA          270

13.2.1    NORTH AMERICA: AI TRAINING DATASET MARKET DRIVERS    271

13.2.2    NORTH AMERICA: MACROECONOMIC OUTLOOK          271

13.2.3    US         280

13.2.3.1 Reliance of companies across various sectors on large, diverse datasets to improve accuracy and performance of AI algorithms to drive market       280

13.2.4    CANADA            281

13.2.4.1 Government focus on gathering insights from stakeholders to maximize AI investment benefits to drive market 281

13.3       EUROPE             282

13.3.1    EUROPE: AI TRAINING DATASET MARKET DRIVERS      282

13.3.2    EUROPE: MACROECONOMIC OUTLOOK            283

13.3.3    UK         291

13.3.3.1 Rising demand for quality data and innovative solutions from various sectors to drive market        291

13.3.4    GERMANY         292

13.3.4.1 Industry demand, government support, and data privacy regulations to drive market   292

13.3.5    FRANCE             293

13.3.5.1 Increasing adoption of AI solutions by tech companies and startups to maintain competitive edge  293

13.3.6    ITALY   294

13.3.6.1 Advances in data collection and management enable companies to access diverse datasets tailored to various AI applications     294

13.3.7    SPAIN   295

13.3.7.1 Strategic government initiatives and industry innovation to drive market 295

13.3.8    NETHERLANDS 296

13.3.8.1 Focus on ethical AI and expanding digital infrastructure to accelerate demand for high-quality, diverse training datasets            296

13.3.9    REST OF EUROPE           297

13.4       ASIA PACIFIC    298

13.4.1    ASIA PACIFIC: AI TRAINING DATASET MARKET DRIVERS            298

13.4.2    ASIA PACIFIC: MACROECONOMIC OUTLOOK    298

13.4.3    CHINA  308

13.4.3.1 Increasing demand for high-quality data for training models from various sectors to drive market    308

13.4.4    JAPAN  309

13.4.4.1 Supportive government policies and strategic corporate initiatives to drive market              309

13.4.5    INDIA   310

13.4.5.1 Increasing demand for AI solutions across various sectors to drive market              310

13.4.6    SOUTH KOREA 311

13.4.6.1 Increasing AI adoption and necessity for high-quality datasets to drive market              311

13.4.7    AUSTRALIA       312

13.4.7.1 Demand for quality data and ethical standards to drive market   312

13.4.8    SINGAPORE      313

13.4.8.1 Initiatives like Infocomm Media Development Authority (IMDA) promote data literacy and use of AI         313

13.4.9    REST OF ASIA PACIFIC  314

13.5       MIDDLE EAST & AFRICA             315

13.5.1    MIDDLE EAST & AFRICA: AI TRAINING DATASET MARKET DRIVERS              315

13.5.2    MIDDLE EAST & AFRICA: MACROECONOMIC OUTLOOK            315

13.5.3    MIDDLE EAST  324

13.5.3.1 UAE      325

13.5.3.1.1            Initiatives by healthcare sector to build vast medical datasets for predictive analytics and disease detection to drive market          325

13.5.3.2 Saudi Arabia        326

13.5.3.2.1            Launch of Saudi Open Data Platform and partnership with global tech firms to accelerate AI training dataset development     326

13.5.3.3 Qatar     327

13.5.3.3.1            Strategic investments in startups specializing in streaming data to drive market   327

13.5.3.4 Turkey   328

13.5.3.4.1            Government initiatives and increasing demand for high-quality datasets from various sectors to drive market 328

13.5.3.5 Rest of Middle East            329

13.5.4    AFRICA 330

13.5.4.1 Increasing potential for AI application in various sectors to drive market  330

13.6       LATIN AMERICA             331

13.6.1    LATIN AMERICA: AI TRAINING DATASET MARKET DRIVERS      331

13.6.2    LATIN AMERICA: MACROECONOMIC OUTLOOK            332

13.6.3    BRAZIL 340

13.6.3.1 Growth in IT and healthcare sectors to drive market    340

13.6.4    MEXICO             341

13.6.4.1 Government initiatives and private sector investments to drive market    341

13.6.5    ARGENTINA      342

13.6.5.1 Government transparency initiatives and startup support to drive market 342

13.6.6    REST OF LATIN AMERICA          343

14          COMPETITIVE LANDSCAPE       344

14.1       OVERVIEW        344

14.2       KEY PLAYER STRATEGIES/RIGHT TO WIN, 2021–2024     344

14.3       REVENUE ANALYSIS, 2019–2023 347

14.4       MARKET SHARE ANALYSIS, 2023             349

14.4.1    MARKET RANKING ANALYSIS   350

14.5       PRODUCT COMPARATIVE ANALYSIS    352

14.5.1    AWS SAGEMAKER (AWS)            353

14.5.2    AI DATA PLATFORM (APPEN)   353

14.5.3    SAMA PLATFORM (SAMA)          353

14.5.4    DATA ENGINE, SCALE GEN AI PLATFORM (SCALE AI)    353

14.5.5    IMERIT PLATFORMS (IMERIT)  353

14.6       COMPANY VALUATION AND FINANCIAL METRICS, 2024             353

14.7       COMPANY EVALUATION MATRIX: KEY PLAYERS, 2023   355

14.7.1    STARS  355

14.7.2    EMERGING LEADERS    355

14.7.3    PERVASIVE PLAYERS     355

14.7.4    PARTICIPANTS 355

14.7.5    COMPANY FOOTPRINT: KEY PLAYERS, 2023      357

14.7.5.1 Company footprint            357

14.7.5.2 Region footprint  358

14.7.5.3 Offering footprint 359

14.7.5.4 Data modality footprint     360

14.7.5.5 End user footprint             361

14.8       COMPANY EVALUATION MATRIX: STARTUPS/SMES, 2023          362

14.8.1    PROGRESSIVE COMPANIES       362

14.8.2    RESPONSIVE COMPANIES          362

14.8.3    DYNAMIC COMPANIES 362

14.8.4    STARTING BLOCKS       362

14.8.5    COMPETITIVE BENCHMARKING: STARTUPS/SMES, 2023             364

14.8.5.1 Detailed list of key startups/SMEs   364

14.8.5.2 Competitive benchmarking of key startups/SMEs        366

14.9       COMPETITIVE SCENARIO          367

14.9.1    PRODUCT LAUNCHES AND ENHANCEMENTS   367

14.9.2    DEALS  370

15          COMPANY PROFILES    371

15.1       INTRODUCTION            371

15.2       KEY PLAYERS   371

15.2.1    GOOGLE           371

15.2.1.1 Business overview 371

15.2.1.2 Products/Solutions/Services offered 372

15.2.1.3 Recent developments         373

15.2.1.3.1            Product launches and enhancements             373

15.2.1.3.2            Deals     373

15.2.1.4 MnM view           374

15.2.1.4.1            Key strengths       374

15.2.1.4.2            Strategic choices  374

15.2.1.4.3            Weaknesses and competitive threats 374

15.2.2    MICROSOFT      375

15.2.2.1 Business overview 375

15.2.2.2 Products/Solutions/Services offered 376

15.2.2.3 Recent developments         377

15.2.2.3.1            Product launches and enhancements             377

15.2.2.4 MnM view           377

15.2.2.4.1            Key strengths       377

15.2.2.4.2            Strategic choices  377

15.2.2.4.3            Weaknesses and competitive threats 378

15.2.3    AWS      379

15.2.3.1 Business overview 379

15.2.3.2 Products/Solutions/Services offered 380

15.2.3.3 Recent developments         380

15.2.3.3.1            Product launches and enhancements             380

15.2.3.3.2            Deals     381

15.2.3.4 MnM view           381

15.2.3.4.1            Key strengths       381

15.2.3.4.2            Strategic choices  381

15.2.3.4.3            Weaknesses and competitive threats 381

15.2.4    APPEN 382

15.2.4.1 Business overview 382

15.2.4.2 Products/Solutions/Services offered 383

15.2.4.3 Recent developments         384

15.2.4.3.1            Product launches and enhancements             384

15.2.4.3.2            Deals     384

15.2.4.4 MnM view           385

15.2.4.4.1            Key strengths       385

15.2.4.4.2            Strategic choices  385

15.2.4.4.3            Weaknesses and competitive threats 385

15.2.5    NVIDIA 386

15.2.5.1 Business overview 386

15.2.5.2 Products/Solutions/Services offered 387

15.2.5.3 Recent developments         388

15.2.5.3.1            Product launches and enhancements             388

15.2.5.4 MnM view           388

15.2.5.4.1            Key strengths       388

15.2.5.4.2            Strategic choices  388

15.2.5.4.3            Weaknesses and competitive threats 389

15.2.6    IBM       390

15.2.6.1 Business overview 390

15.2.6.2 Products/Solutions/Services offered 391

15.2.7    TELUS INTERNATIONAL            392

15.2.7.1 Business overview 392

15.2.7.2 Products/Solutions/Services offered 393

15.2.8    INNODATA       394

15.2.8.1 Business overview 394

15.2.8.2 Products/Solutions/Services offered 395

15.2.8.3 Recent developments         396

15.2.8.3.1            Product launches and enhancements             396

15.2.9    COGITO TECH 397

15.2.9.1 Business overview 397

15.2.9.2 Products/Solutions/Services offered 398

15.2.10  SAMA   399

15.2.10.1             Business overview 399

15.2.10.2             Products/Solutions/Services offered 399

15.2.10.3             Recent developments         400

15.2.10.3.1          Product launches and enhancements             400

15.2.11  CLICKWORKER 401

15.2.12  TRANSPERFECT             401

15.2.13  CLOUDFACTORY           402

15.2.14  IMERIT 402

15.2.15  LIONBRIDGE TECHNOLOGIES  403

15.2.16  SCALE AI            404

15.3       STARTUPS/SMES           405

15.3.1    SNORKEL AI      405

15.3.2    GRETEL             406

15.3.3    SHAIP   407

15.3.4    NEXDATA          408

15.3.5    BITEXT 409

15.3.6    AIMLEAP           410

15.3.7    ALEGION           410

15.3.8    DEEP VISION DATA       411

15.3.9    LABELBOX        411

15.3.10  V7LABS 412

15.3.11  DEFINED.AI      413

15.3.12  SUPERANNOTATE         414

15.3.13  TOLOKA AI       414

15.3.14  KILI TECHNOLOGY       415

15.3.15  HUMANSIGNAL 415

15.3.16  SUPERB AI         416

15.3.17  HUGGING FACE             416

15.3.18  FILEMARKET    417

15.3.19  TAGX   418

15.3.20  ROBOFLOW      419

15.3.21  SUPERVISELY   419

15.3.22  ENCORD            420

15.3.23  KEYLABS           420

15.3.24  LXT       421

15.3.25  DATA.WORLD  421

16          ADJACENT AND RELATED MARKETS     422

16.1       INTRODUCTION            422

16.2       DATA ANNOTATION AND LABELING MARKET 422

16.2.1    MARKET DEFINITION   422

16.2.2    MARKET OVERVIEW     422

16.2.2.1 Data annotation and labeling market, by component    423

16.2.2.2 Data annotation and labeling market, by data type       424

16.2.2.3 Data annotation and labeling market, by deployment type         424

16.2.2.4 Data annotation and labeling market, by organization size         425

16.2.2.5 Data annotation and labeling market, by annotation type           426

16.2.2.6 Data annotation and labeling market, by application    427

16.2.2.7 Data annotation and labeling market, by vertical          429

16.2.2.8 Data annotation and labeling market, by region           430

16.3       SYNTHETIC DATA GENERATION MARKET         431

16.3.1    MARKET DEFINITION   431

16.3.2    MARKET OVERVIEW     431

16.3.2.1 Synthetic data generation market, by offering 431

16.3.2.2 Synthetic data generation market, by data type            432

16.3.2.3 Synthetic data generation market, by application         433

16.3.2.4 Synthetic data generation market, by vertical 434

16.3.2.5 Synthetic data generation market, by region   435

17          APPENDIX         437

17.1       DISCUSSION GUIDE      437

17.2       KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL             443

17.3       CUSTOMIZATION OPTIONS      445

17.4       RELATED REPORTS       445

17.5       AUTHOR DETAILS         446

LIST OF TABLES

TABLE 1             AI TRAINING DATASET MARKET DETAILED SEGMENTATION              46

TABLE 2             USD EXCHANGE RATE, 2019–2023           49

TABLE 3             PRIMARY INTERVIEWS 51

TABLE 4             FACTOR ANALYSIS        59

TABLE 5             AI TRAINING DATASET MARKET SIZE AND GROWTH RATE,

2019–2023 (USD MILLION, Y-O-Y %)        66

TABLE 6             AI TRAINING DATASET MARKET SIZE AND GROWTH RATE,

2024–2029 (USD MILLION, Y-O-Y %)        66

TABLE 7             ROLE OF COMPANIES IN ECOSYSTEM   84

TABLE 8             NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES,

AND OTHER ORGANIZATIONS 103

TABLE 9             EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS         104

TABLE 10           ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS         105

TABLE 11           MIDDLE EAST & AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS         106

TABLE 12           LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS         106

TABLE 13           PATENTS FILED, 2015–2024        118

TABLE 14           LIST OF FEW PATENTS IN AI TRAINING DATASET MARKET, 2022–2024          120

TABLE 15           PRICING DATA OF AI TRAINING DATASETS, BY OFFERING              124

TABLE 16           PRICING DATA OF AI TRAINING DATASETS, BY PRODUCT TYPE    125

TABLE 17           AI TRAINING DATASET MARKET: DETAILED LIST OF CONFERENCES AND EVENTS, 2024–2025             125

TABLE 18           IMPACT OF PORTER’S FIVE FORCES ON AI TRAINING DATASET MARKET            126

TABLE 19           INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE END USERS             129

TABLE 20           KEY BUYING CRITERIA FOR TOP THREE END USERS      130

TABLE 21           AI TRAINING DATASET MARKET, BY OFFERING, 2019–2023 (USD MILLION) 134

TABLE 22           AI TRAINING DATASET MARKET, BY OFFERING, 2024–2029 (USD MILLION) 134

TABLE 23           DATASET CREATION: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          135

TABLE 24           DATASET CREATION: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          135

TABLE 25           DATASET SELLING: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          136

TABLE 26           DATASET SELLING: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          136

TABLE 27           AI TRAINING DATASET MARKET, BY DATASET CREATION,

2019–2023 (USD MILLION)          139

TABLE 28           AI TRAINING DATASET MARKET, BY DATASET CREATION,

2024–2029 (USD MILLION)          139

TABLE 29           DATASET CREATION SOFTWARE: AI TRAINING DATASET MARKET, BY SOFTWARE TYPE, 2019–2023 (USD MILLION)          140

TABLE 30           DATASET CREATION SOFTWARE: AI TRAINING DATASET MARKET, BY SOFTWARE TYPE, 2024–2029 (USD MILLION)          140

TABLE 31           DATA COLLECTION SOFTWARE: AI TRAINING DATASET MARKET, BY TYPE,

2019–2023 (USD MILLION)          141

TABLE 32          DATA COLLECTION: AI TRAINING DATASET MARKET, BY TYPE,

2024–2029 (USD MILLION)          141

TABLE 33           WEB SCRAPING TOOLS: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          142

TABLE 34           WEB SCRAPING TOOLS: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          142

TABLE 35           DATA SOURCING API: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          143

TABLE 36           DATA SOURCING API: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          143

TABLE 37           CROWDSOURCING PLATFORMS: AI TRAINING DATASET MARKET, BY REGION, 2019–2023 (USD MILLION)            144

TABLE 38           CROWDSOURCING PLATFORMS: AI TRAINING DATASET MARKET, BY REGION, 2024–2029 (USD MILLION)            144

TABLE 39           SENSOR DATA COLLECTION SOFTWARE: AI TRAINING DATASET MARKET,

BY REGION, 2019–2023 (USD MILLION)  145

TABLE 40           SENSOR DATA COLLECTION SOFTWARE: AI TRAINING DATASET MARKET,

BY REGION, 2024–2029 (USD MILLION)  145

TABLE 41           DATA LABELING & ANNOTATION SOFTWARE: AI TRAINING DATASET MARKET,

BY TYPE, 2019–2023 (USD MILLION)       146

TABLE 42           DATA LABELING & ANNOTATION: AI TRAINING DATASET MARKET, BY TYPE,

2024–2029 (USD MILLION)          146

TABLE 43           IMAGE ANNOTATION: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          147

TABLE 44           IMAGE ANNOTATION: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          148

TABLE 45           TEXT ANNOTATION: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          149

TABLE 46           TEXT ANNOTATION: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          149

TABLE 47           VIDEO ANNOTATION: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          150

TABLE 48           VIDEO ANNOTATION: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          150

TABLE 49           AUDIO ANNOTATION: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          151

TABLE 50           AUDIO ANNOTATION: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          151

TABLE 51           3D DATA ANNOTATION: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          152

TABLE 52           3D DATA ANNOTATION: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          153

TABLE 53           SYNTHETIC DATA GENERATION SOFTWARE: AI TRAINING DATASET MARKET,

BY REGION, 2019–2023 (USD MILLION)  153

TABLE 54           SYNTHETIC DATA GENERATION SOFTWARE: AI TRAINING DATASET MARKET,

BY REGION, 2024–2029 (USD MILLION)  154

TABLE 55           DATA AUGMENTATION SOFTWARE: AI TRAINING DATASET MARKET, BY REGION, 2019–2023 (USD MILLION)            154

TABLE 56           DATA AUGMENTATION SOFTWARE: AI TRAINING DATASET MARKET, BY REGION, 2024–2029 (USD MILLION)            155

TABLE 57           DATASET CREATION SERVICES: AI TRAINING DATASET MARKET, BY SERVICE TYPE, 2019–2023 (USD MILLION) 155

TABLE 58           DATASET CREATION SERVICES: AI TRAINING DATASET MARKET, BY SERVICE TYPE, 2024–2029 (USD MILLION) 156

TABLE 59           DATA COLLECTION SERVICES: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          156

TABLE 60           DATA COLLECTION SERVICES: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          157

TABLE 61           DATA ANNOTATION & LABELING SERVICES: AI TRAINING DATASET MARKET,

BY REGION, 2019–2023 (USD MILLION)  157

TABLE 62           DATA ANNOTATION & LABELING SERVICES: AI TRAINING DATASET MARKET,

BY REGION, 2024–2029 (USD MILLION)  158

TABLE 63           DATA VALIDATION SERVICES: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          158

TABLE 64           DATA VALIDATION SERVICES: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          159

TABLE 65           AI TRAINING DATASET MARKET, BY DATASET SELLING, 2019–2023 (USD MILLION)     162

TABLE 66           AI TRAINING DATASET MARKET, BY DATASET SELLING, 2024–2029 (USD MILLION)     162

TABLE 67           OFF-THE-SHELF (OTS) DATASETS: AI TRAINING DATASET MARKET, BY REGION, 2019–2023 (USD MILLION)            163

TABLE 68           OFF-THE-SHELF (OTS) DATASETS: AI TRAINING DATASET MARKET, BY REGION, 2024–2029 (USD MILLION)            163

TABLE 69           DATASET MARKETPLACES: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          164

TABLE 70           DATASET MARKETPLACES: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          164

TABLE 71           AI TRAINING DATASET MARKET, BY ANNOTATION TYPE,

2019–2023 (USD MILLION)          167

TABLE 72           AI TRAINING DATASET MARKET, BY ANNOTATION TYPE,

2024–2029 (USD MILLION)          167

TABLE 73           PRE-LABELED DATASETS: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          168

TABLE 74           PRE-LABELED DATASETS: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          169

TABLE 75           UNLABELED DATASETS: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          169

TABLE 76           UNLABELED DATASETS: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          170

TABLE 77           SYNTHETIC DATASETS: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          171

TABLE 78           SYNTHETIC DATASETS: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          171

TABLE 79           AI TRAINING DATASET MARKET, BY DATA MODALITY, 2019–2023 (USD MILLION)     174

TABLE 80           AI TRAINING DATASET MARKET, BY DATA MODALITY, 2024–2029 (USD MILLION)     174

TABLE 81           TEXT: AI TRAINING DATASET MARKET, BY TYPE, 2019–2023 (USD MILLION) 175

TABLE 82           TEXT: AI TRAINING DATASET MARKET, BY TYPE, 2024–2029 (USD MILLION) 175

TABLE 83           TEXT CLASSIFICATION: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          176

TABLE 84           TEXT CLASSIFICATION: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          176

TABLE 85           CHATBOTS: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          177

TABLE 86           CHATBOTS: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          177

TABLE 87           SENTIMENT ANALYSIS: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          178

TABLE 88           SENTIMENT ANALYSIS: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          178

TABLE 89           DOCUMENT PARSING: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          179

TABLE 90           DOCUMENT PARSING: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          179

TABLE 91           OTHER TEXT DATA MODALITIES: AI TRAINING DATASET MARKET, BY REGION, 2019–2023 (USD MILLION)            180

TABLE 92           OTHER TEXT DATA MODALITIES: AI TRAINING DATASET MARKET, BY REGION, 2024–2029 (USD MILLION)            180

TABLE 93           IMAGE: AI TRAINING DATASET MARKET, BY TYPE, 2019–2023 (USD MILLION) 181

TABLE 94           IMAGE: AI TRAINING DATASET MARKET, BY TYPE, 2024–2029 (USD MILLION) 182

TABLE 95           OBJECT DETECTION: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          182

TABLE 96           OBJECT DETECTION: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          183

TABLE 97           FACIAL RECOGNITION: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          183

TABLE 98           FACIAL RECOGNITION: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          184

TABLE 99           MEDICAL IMAGING: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          184

TABLE 100         MEDICAL IMAGING: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          185

TABLE 101         SATELLITE IMAGERY: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          185

TABLE 102         SATELLITE IMAGERY: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          186

TABLE 103         OTHER IMAGE DATA MODALITIES: AI TRAINING DATASET MARKET, BY REGION, 2019–2023 (USD MILLION)            186

TABLE 104         OTHER IMAGE DATA MODALITIES: AI TRAINING DATASET MARKET, BY REGION, 2024–2029 (USD MILLION)            187

TABLE 105         AUDIO & SPEECH: AI TRAINING DATASET MARKET, BY TYPE,

2019–2023 (USD MILLION)          188

TABLE 106         AUDIO & SPEECH: AI TRAINING DATASET MARKET, BY TYPE,

2024–2029 (USD MILLION)          188

TABLE 107         SPEECH RECOGNITION: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          189

TABLE 108         SPEECH RECOGNITION: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          189

TABLE 109         AUDIO CLASSIFICATION: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          190

TABLE 110         AUDIO CLASSIFICATION: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          190

TABLE 111         MUSIC GENERATION: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          191

TABLE 112         MUSIC GENERATION: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          191

TABLE 113         VOICE SYNTHESIS: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          192

TABLE 114         VOICE SYNTHESIS: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          192

TABLE 115         OTHER AUDIO & SPEECH DATA MODALITIES: AI TRAINING DATASET MARKET,

BY REGION, 2019–2023 (USD MILLION)  193

TABLE 116         OTHER AUDIO & SPEECH DATA MODALITIES: AI TRAINING DATASET MARKET,

BY REGION, 2024–2029 (USD MILLION)  193

TABLE 117         VIDEO: AI TRAINING DATASET MARKET, BY TYPE, 2019–2023 (USD MILLION) 194

TABLE 118         VIDEO: AI TRAINING DATASET MARKET, BY TYPE, 2024–2029 (USD MILLION) 194

TABLE 119         ACTION RECOGNITION: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          195

TABLE 120         ACTION RECOGNITION: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          195

TABLE 121         AUTONOMOUS DRIVING: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          196

TABLE 122         AUTONOMOUS DRIVING: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          196

TABLE 123         VIDEO SURVEILLANCE: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          197

TABLE 124         VIDEO SURVEILLANCE: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          197

TABLE 125         VIDEO CONTENT MODERATION: AI TRAINING DATASET MARKET, BY REGION, 2019–2023 (USD MILLION)            198

TABLE 126         VIDEO CONTENT MODERATION: AI TRAINING DATASET MARKET, BY REGION, 2024–2029 (USD MILLION)            198

TABLE 127         OTHER VIDEO DATA MODALITIES: AI TRAINING DATASET MARKET, BY REGION, 2019–2023 (USD MILLION)            199

TABLE 128         OTHER VIDEO DATA MODALITIES: AI TRAINING DATASET MARKET, BY REGION, 2024–2029 (USD MILLION)            199

TABLE 129         MULTIMODAL: AI TRAINING DATASET MARKET, BY TYPE,

2019–2023 (USD MILLION)          200

TABLE 130         MULTIMODAL: AI TRAINING DATASET MARKET, BY TYPE,

2024–2029 (USD MILLION)          201

TABLE 131         SPEECH-TO-TEXT: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          201

TABLE 132         SPEECH-TO-TEXT: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          202

TABLE 133         CONTENT RECOMMENDATION: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          202

TABLE 134         CONTENT RECOMMENDATION: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          203

TABLE 135         VISUAL QUESTION ANSWERING (VQA): AI TRAINING DATASET MARKET, BY REGION, 2019–2023 (USD MILLION)            203

TABLE 136         VISUAL QUESTION ANSWERING (VQA): AI TRAINING DATASET MARKET, BY REGION, 2024–2029 (USD MILLION)            204

TABLE 137         MULTIMODAL ANALYTICS: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)        204

TABLE 138         MULTIMODAL ANALYTICS: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          205

TABLE 139         OTHER MULTIMODALITIES: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          206

TABLE 140         OTHER MULTIMODALITIES: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          206

TABLE 141         AI TRAINING DATASET MARKET, BY TYPE, 2019–2023 (USD MILLION)          209

TABLE 142         AI TRAINING DATASET MARKET, BY TYPE, 2024–2029 (USD MILLION)          209

TABLE 143         GENERATIVE AI: AI TRAINING DATASET MARKET, BY TYPE,

2019–2023 (USD MILLION)          211

TABLE 144         GENERATIVE AI: AI TRAINING DATASET MARKET, BY TYPE,

2024–2029 (USD MILLION)          211

TABLE 145         LLM EVALUATION: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          212

TABLE 146         LLM EVALUATION: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          212

TABLE 147         RAG OPTIMIZATION: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          213

TABLE 148         RAG OPTIMIZATION: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          213

TABLE 149         LLM FINE TUNING: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          214

TABLE 150         LLM FINE TUNING: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          214

TABLE 151         CONVERSATIONAL AGENTS: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          215

TABLE 152         CONVERSATIONAL AGENTS: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          215

TABLE 153         CONTENT CREATION: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          216

TABLE 154         CONTENT CREATION: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          216

TABLE 155         CODE GENERATION: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          217

TABLE 156         CODE GENERATION: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          217

TABLE 157         OTHER GENERATIVE AI: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          218

TABLE 158         OTHERS: AI TRAINING DATASET MARKET, BY REGION, 2024–2029 (USD MILLION)     218

TABLE 159         OTHER AI: AI TRAINING DATASET MARKET, BY TYPE, 2019–2023 (USD MILLION)     220

TABLE 160         OTHER AI: AI TRAINING DATASET MARKET, BY TYPE, 2024–2029 (USD MILLION)     220

TABLE 161         NATURAL LANGUAGE PROCESSING: AI TRAINING DATASET MARKET, BY TYPE, 2019–2023 (USD MILLION)    221

TABLE 162         NATURAL LANGUAGE PROCESSING: AI TRAINING DATASET MARKET, BY TYPE, 2024–2029 (USD MILLION)    221

TABLE 163         TEXT CLASSIFICATION: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          222

TABLE 164         TEXT CLASSIFICATION: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          222

TABLE 165         NAMED ENTITY RECOGNITION (NER): AI TRAINING DATASET MARKET, BY REGION, 2019–2023 (USD MILLION)            223

TABLE 166         NAMED ENTITY RECOGNITION (NER): AI TRAINING DATASET MARKET, BY REGION, 2024–2029 (USD MILLION)            223

TABLE 167         SENTIMENT ANALYSIS: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          224

TABLE 168         SENTIMENT ANALYSIS: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          224

TABLE 169         DOCUMENT PARSING AND EXTRACTION: AI TRAINING DATASET MARKET,

BY REGION, 2019–2023 (USD MILLION)  225

TABLE 170         DOCUMENT PARSING AND EXTRACTION: AI TRAINING DATASET MARKET,

BY REGION, 2024–2029 (USD MILLION)  225

TABLE 171        COMPUTER VISION: AI TRAINING DATASET MARKET, BY TYPE,

2019–2023 (USD MILLION)          226

TABLE 172        COMPUTER VISION: AI TRAINING DATASET MARKET, BY TYPE,

2024–2029 (USD MILLION)          226

TABLE 173         IMAGE CLASSIFICATION: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          227

TABLE 174         IMAGE CLASSIFICATION: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          227

TABLE 175         OBJECT DETECTION: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          228

TABLE 176         OBJECT DETECTION: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          228

TABLE 177        VIDEO ANALYSIS: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          229

TABLE 178        VIDEO ANALYSIS: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          229

TABLE 179         OPTICAL CHARACTER RECOGNITION (OCR): AI TRAINING DATASET MARKET,

BY REGION, 2019–2023 (USD MILLION)  230

TABLE 180         OPTICAL CHARACTER RECOGNITION (OCR): AI TRAINING DATASET MARKET,

BY REGION, 2024–2029 (USD MILLION)  230

TABLE 181         PREDICTIVE ANALYTICS: AI TRAINING DATASET MARKET, BY TYPE,

2019–2023 (USD MILLION)          231

TABLE 182         PREDICTIVE ANALYTICS: AI TRAINING DATASET MARKET, BY TYPE,

2024–2029 (USD MILLION)          231

TABLE 183         TIME SERIES FORECASTING: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          232

TABLE 184         TIME SERIES FORECASTING: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          232

TABLE 185         ANOMALY DETECTION: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          233

TABLE 186         ANOMALY DETECTION: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          233

TABLE 187         CUSTOMER BEHAVIOR PREDICTION: AI TRAINING DATASET MARKET, BY REGION, 2019–2023 (USD MILLION)            234

TABLE 188         CUSTOMER BEHAVIOR PREDICTION: AI TRAINING DATASET MARKET, BY REGION, 2024–2029 (USD MILLION)            234

TABLE 189         RISK SCORING AND MANAGEMENT: AI TRAINING DATASET MARKET, BY REGION, 2019–2023 (USD MILLION)            235

TABLE 190         RISK SCORING AND MANAGEMENT: AI TRAINING DATASET MARKET, BY REGION, 2024–2029 (USD MILLION)            235

TABLE 191         RECOMMENDATION SYSTEMS: AI TRAINING DATASET MARKET, BY TYPE,

2019–2023 (USD MILLION)          236

TABLE 192         RECOMMENDATION SYSTEMS: AI TRAINING DATASET MARKET, BY TYPE,

2024–2029 (USD MILLION)          236

TABLE 193         PRODUCT AND CONTENT RECOMMENDATIONS: AI TRAINING DATASET MARKET,

BY REGION, 2019–2023 (USD MILLION)  237

TABLE 194         PRODUCT AND CONTENT RECOMMENDATIONS: AI TRAINING DATASET MARKET,

BY REGION, 2024–2029 (USD MILLION)  237

TABLE 195         PERSONALIZED MARKETING AND ADS: AI TRAINING DATASET MARKET,

BY REGION, 2019–2023 (USD MILLION)  238

TABLE 196         PERSONALIZED MARKETING AND ADS: AI TRAINING DATASET MARKET,

BY REGION, 2024–2029 (USD MILLION) 238

TABLE 197        COLLABORATIVE FILTERING: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          239

TABLE 198        COLLABORATIVE FILTERING: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          239

TABLE 199         SPEECH AND AUDIO PROCESSING: AI TRAINING DATASET MARKET, BY TYPE, 2019–2023 (USD MILLION)    240

TABLE 200         SPEECH AND AUDIO PROCESSING: AI TRAINING DATASET MARKET, BY TYPE, 2024–2029 (USD MILLION)    240

TABLE 201         SPEECH RECOGNITION: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          241

TABLE 202         SPEECH RECOGNITION: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          241

TABLE 203         AUDIO CLASSIFICATION: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          242

TABLE 204         AUDIO CLASSIFICATION: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          242

TABLE 205         VOICE COMMAND RECOGNITION: AI TRAINING DATASET MARKET, BY REGION, 2019–2023 (USD MILLION)            243

TABLE 206         VOICE COMMAND RECOGNITION: AI TRAINING DATASET MARKET, BY REGION, 2024–2029 (USD MILLION)            243

TABLE 207         SPEECH-TO-TEXT TRANSCRIPTION: AI TRAINING DATASET MARKET, BY REGION, 2019–2023 (USD MILLION)            244

TABLE 208         SPEECH-TO-TEXT TRANSCRIPTION: AI TRAINING DATASET MARKET, BY REGION, 2024–2029 (USD MILLION)            244

TABLE 209         OTHER TYPES: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          245

TABLE 210         OTHER TYPES: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          245

TABLE 211         AI TRAINING DATASET MARKET, BY END USER, 2019–2023 (USD MILLION)          248

TABLE 212         AI TRAINING DATASET MARKET, BY END USER, 2024–2029 (USD MILLION)          249

TABLE 213         BFSI: AI TRAINING DATASET MARKET, BY TYPE, 2019–2023 (USD MILLION) 250

TABLE 214         BFSI: AI TRAINING DATASET MARKET, BY TYPE, 2024–2029 (USD MILLION) 250

TABLE 215         BANKING: AI TRAINING DATASET MARKET, BY REGION, 2019–2023 (USD MILLION)     251

TABLE 216         BANKING: AI TRAINING DATASET MARKET, BY REGION, 2024–2029 (USD MILLION)     251

TABLE 217         FINANCIAL SERVICES: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          252

TABLE 218         FINANCIAL SERVICES: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          252

TABLE 219         INSURANCE: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          253

TABLE 220         INSURANCE: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          253

TABLE 221         TELECOMMUNICATIONS: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          254

TABLE 222         TELECOMMUNICATIONS: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          254

TABLE 223         GOVERNMENT & DEFENSE: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          255

TABLE 224         GOVERNMENT & DEFENSE: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          255

TABLE 225         HEALTHCARE & LIFE SCIENCES: AI TRAINING DATASET MARKET, BY REGION, 2019–2023 (USD MILLION)            256

TABLE 226         HEALTHCARE & LIFE SCIENCES: AI TRAINING DATASET MARKET, BY REGION, 2024–2029 (USD MILLION)            256

TABLE 227         MANUFACTURING: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          257

TABLE 228         MANUFACTURING: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          257

TABLE 229         RETAIL & CONSUMER GOODS: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          258

TABLE 230         RETAIL & CONSUMER GOODS: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          259

TABLE 231         SOFTWARE & TECHNOLOGY PROVIDERS: AI TRAINING DATASET MARKET, BY TYPE, 2019–2023 (USD MILLION)             260

TABLE 232         SOFTWARE & TECHNOLOGY PROVIDERS: AI TRAINING DATASET MARKET, BY TYPE, 2024–2029 (USD MILLION)             260

TABLE 233         CLOUD HYPERSCALERS: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          261

TABLE 234         CLOUD HYPERSCALERS: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          261

TABLE 235         FOUNDATION MODEL/LLM PROVIDERS: AI TRAINING DATASET MARKET,

BY REGION, 2019–2023 (USD MILLION)  262

TABLE 236         FOUNDATION MODEL/LLM PROVIDERS: AI TRAINING DATASET MARKET,

BY REGION, 2024–2029 (USD MILLION)  262

TABLE 237         AI TECHNOLOGY PROVIDERS: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          263

TABLE 238         AI TECHNOLOGY PROVIDERS: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          263

TABLE 239         IT & IT-ENABLED SERVICE PROVIDERS: AI TRAINING DATASET MARKET, BY REGION, 2019–2023 (USD MILLION)            264

TABLE 240         IT & IT-ENABLED SERVICE PROVIDERS: AI TRAINING DATASET MARKET, BY REGION, 2024–2029 (USD MILLION)            264

TABLE 241         AUTOMOTIVE: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          265

TABLE 242         AUTOMOTIVE: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          265

TABLE 243         MEDIA & ENTERTAINMENT: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          266

TABLE 244         MEDIA & ENTERTAINMENT: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          266

TABLE 245         OTHER END USERS: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          267

TABLE 246         OTHER END USERS: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          267

TABLE 247         AI TRAINING DATASET MARKET, BY REGION, 2019–2023 (USD MILLION)          270

TABLE 248         AI TRAINING DATASET MARKET, BY REGION, 2024–2029 (USD MILLION)          270

TABLE 249         NORTH AMERICA: AI TRAINING DATASET MARKET, BY OFFERING,

2019–2023 (USD MILLION)          272

TABLE 250         NORTH AMERICA: AI TRAINING DATASET MARKET, BY OFFERING,

2024–2029 (USD MILLION)          273

TABLE 251         NORTH AMERICA: AI TRAINING DATASET MARKET, BY DATASET CREATION,

2019–2023 (USD MILLION)          273

TABLE 252         NORTH AMERICA: AI TRAINING DATASET MARKET, BY DATASET CREATION,

2024–2029 (USD MILLION)          273

TABLE 253         NORTH AMERICA: AI TRAINING DATASET MARKET, BY DATASET CREATION SOFTWARE, 2019–2023 (USD MILLION)      273

TABLE 254         NORTH AMERICA: AI TRAINING DATASET MARKET, BY DATASET CREATION SOFTWARE, 2024–2029 (USD MILLION)      274

TABLE 255         NORTH AMERICA: AI TRAINING DATASET MARKET, BY DATASET CREATION SERVICE, 2019–2023 (USD MILLION)           274

TABLE 256         NORTH AMERICA: AI TRAINING DATASET MARKET, BY DATASET CREATION SERVICE, 2024–2029 (USD MILLION)           274

TABLE 257         NORTH AMERICA: AI TRAINING DATASET MARKET, BY DATASET SELLING,

2019–2023 (USD MILLION)          274

TABLE 258         NORTH AMERICA: AI TRAINING DATASET MARKET, BY DATASET SELLING,

2024–2029 (USD MILLION)          275

TABLE 259         NORTH AMERICA: AI TRAINING DATASET MARKET, BY ANNOTATION TYPE,

2019–2023 (USD MILLION)          275

TABLE 260         NORTH AMERICA: AI TRAINING DATASET MARKET, BY ANNOTATION TYPE,

2024–2029 (USD MILLION)          275

TABLE 261         NORTH AMERICA: AI TRAINING DATASET MARKET, BY DATA MODALITY,

2019–2023 (USD MILLION)          275

TABLE 262         NORTH AMERICA: AI TRAINING DATASET MARKET, BY DATA MODALITY,

2024–2029 (USD MILLION)          276

TABLE 263         NORTH AMERICA: AI TRAINING DATASET MARKET, BY TYPE,

2019–2023 (USD MILLION)          276

TABLE 264         NORTH AMERICA: AI TRAINING DATASET MARKET, BY TYPE,

2024–2029 (USD MILLION)          276

TABLE 265         NORTH AMERICA: AI TRAINING DATASET MARKET, BY GENERATIVE AI,

2019–2023 (USD MILLION)          277

TABLE 266         NORTH AMERICA: AI TRAINING DATASET MARKET, BY GENERATIVE AI,

2024–2029 (USD MILLION)          277

TABLE 267         NORTH AMERICA: AI TRAINING DATASET MARKET, BY OTHER AI,

2019–2023 (USD MILLION)          278

TABLE 268         NORTH AMERICA: AI TRAINING DATASET MARKET, BY OTHER AI,

2024–2029 (USD MILLION)          278

TABLE 269         NORTH AMERICA: AI TRAINING DATASET MARKET, BY END USER,

2019–2023 (USD MILLION)          279

TABLE 270         NORTH AMERICA: AI TRAINING DATASET MARKET, BY END USER,

2024–2029 (USD MILLION)          279

TABLE 271         NORTH AMERICA: AI TRAINING DATASET MARKET, BY COUNTRY,

2019–2023 (USD MILLION)          280

TABLE 272         NORTH AMERICA: AI TRAINING DATASET MARKET, BY COUNTRY,

2024–2029 (USD MILLION)          280

TABLE 273         US: AI TRAINING DATASET MARKET, BY OFFERING, 2019–2023 (USD MILLION) 281

TABLE 274         US: AI TRAINING DATASET MARKET, BY OFFERING, 2024–2029 (USD MILLION) 281

TABLE 275         CANADA: AI TRAINING DATASET MARKET, BY OFFERING,

2019–2023 (USD MILLION)          281

TABLE 276         CANADA: AI TRAINING DATASET MARKET, BY OFFERING,

2024–2029 (USD MILLION)          282

TABLE 277         EUROPE: AI TRAINING DATASET MARKET, BY OFFERING,

2019–2023 (USD MILLION)          283

TABLE 278         EUROPE: AI TRAINING DATASET MARKET, BY OFFERING,

2024–2029 (USD MILLION)          283

TABLE 279         EUROPE: AI TRAINING DATASET MARKET, BY DATASET CREATION,

2019–2023 (USD MILLION)          283

TABLE 280         EUROPE: AI TRAINING DATASET MARKET, BY DATASET CREATION,

2024–2029 (USD MILLION)          284

TABLE 281         EUROPE: AI TRAINING DATASET MARKET, BY DATASET CREATION SOFTWARE, 2019–2023 (USD MILLION)          284

TABLE 282         EUROPE: AI TRAINING DATASET MARKET, BY DATASET CREATION SOFTWARE, 2024–2029 (USD MILLION)          284

TABLE 283         EUROPE: AI TRAINING DATASET MARKET, BY DATASET CREATION SERVICE,

2019–2023 (USD MILLION)          285

TABLE 284         EUROPE: AI TRAINING DATASET MARKET, BY DATASET CREATION SERVICE,

2024–2029 (USD MILLION)          285

TABLE 285         EUROPE: AI TRAINING DATASET MARKET, BY DATASET SELLING,

2019–2023 (USD MILLION)          285

TABLE 286         EUROPE: AI TRAINING DATASET MARKET, BY DATASET SELLING,

2024–2029 (USD MILLION)          285

TABLE 287         EUROPE: AI TRAINING DATASET MARKET, BY ANNOTATION TYPE,

2019–2023 (USD MILLION)          286

TABLE 288         EUROPE: AI TRAINING DATASET MARKET, BY ANNOTATION TYPE,

2024–2029 (USD MILLION)          286

TABLE 289         EUROPE: AI TRAINING DATASET MARKET, BY DATA MODALITY,

2019–2023 (USD MILLION)          286

TABLE 290         EUROPE: AI TRAINING DATASET MARKET, BY DATA MODALITY,

2024–2029 (USD MILLION)          287

TABLE 291         EUROPE: AI TRAINING DATASET MARKET, BY TYPE, 2019–2023 (USD MILLION) 287

TABLE 292         EUROPE: AI TRAINING DATASET MARKET, BY TYPE, 2024–2029 (USD MILLION) 287

TABLE 293         EUROPE: AI TRAINING DATASET MARKET, BY GENERATIVE AI,

2019–2023 (USD MILLION)          288

TABLE 294         EUROPE: AI TRAINING DATASET MARKET, BY GENERATIVE AI,

2024–2029 (USD MILLION)          288

TABLE 295         EUROPE: AI TRAINING DATASET MARKET, BY OTHER AI,

2019–2023 (USD MILLION)          288

TABLE 296         EUROPE: AI TRAINING DATASET MARKET, BY OTHER AI,

2024–2029 (USD MILLION)          289

TABLE 297         EUROPE: AI TRAINING DATASET MARKET, BY END USER,

2019–2023 (USD MILLION)          289

TABLE 298         EUROPE: AI TRAINING DATASET MARKET, BY END USER,

2024–2029 (USD MILLION)          290

TABLE 299         EUROPE: AI TRAINING DATASET MARKET, BY COUNTRY,

2019–2023 (USD MILLION)          290

TABLE 300         EUROPE: AI TRAINING DATASET MARKET, BY COUNTRY,

2024–2029 (USD MILLION)          291

TABLE 301         UK: AI TRAINING DATASET MARKET, BY OFFERING, 2019–2023 (USD MILLION) 292

TABLE 302         UK: AI TRAINING DATASET MARKET, BY OFFERING, 2024–2029 (USD MILLION) 292

TABLE 303         GERMANY: AI TRAINING DATASET MARKET, BY OFFERING,

2019–2023 (USD MILLION)          293

TABLE 304         GERMANY: AI TRAINING DATASET MARKET, BY OFFERING,

2024–2029 (USD MILLION)          293

TABLE 305         FRANCE: AI TRAINING DATASET MARKET, BY OFFERING,

2019–2023 (USD MILLION)          293

TABLE 306         FRANCE: AI TRAINING DATASET MARKET, BY OFFERING,

2024–2029 (USD MILLION)          294

TABLE 307         ITALY: AI TRAINING DATASET MARKET, BY OFFERING, 2019–2023 (USD MILLION)     294

TABLE 308         ITALY: AI TRAINING DATASET MARKET, BY OFFERING, 2024–2029 (USD MILLION)     294

TABLE 309         SPAIN: AI TRAINING DATASET MARKET, BY OFFERING, 2019–2023 (USD MILLION)     295

TABLE 310         SPAIN: AI TRAINING DATASET MARKET, BY OFFERING, 2024–2029 (USD MILLION)     295

TABLE 311         NETHERLANDS: AI TRAINING DATASET MARKET, BY OFFERING,

2019–2023 (USD MILLION)          296

TABLE 312         NETHERLANDS: AI TRAINING DATASET MARKET, BY OFFERING,

2024–2029 (USD MILLION)          296

TABLE 313         REST OF EUROPE: AI TRAINING DATASET MARKET, BY OFFERING,

2019–2023 (USD MILLION)          297

TABLE 314         REST OF EUROPE: AI TRAINING DATASET MARKET, BY OFFERING,

2024–2029 (USD MILLION)          297

TABLE 315         ASIA PACIFIC: AI TRAINING DATASET MARKET, BY OFFERING,

2019–2023 (USD MILLION)          300

TABLE 316         ASIA PACIFIC: AI TRAINING DATASET MARKET, BY OFFERING,

2024–2029 (USD MILLION)          300

TABLE 317         ASIA PACIFIC: AI TRAINING DATASET MARKET, BY DATASET CREATION,

2019–2023 (USD MILLION)          300

TABLE 318         ASIA PACIFIC: AI TRAINING DATASET MARKET, BY DATASET CREATION,

2024–2029 (USD MILLION)          300

TABLE 319         ASIA PACIFIC: AI TRAINING DATASET MARKET, BY DATASET CREATION SOFTWARE, 2019–2023 (USD MILLION)          301

TABLE 320         ASIA PACIFIC: AI TRAINING DATASET MARKET, BY DATASET CREATION SOFTWARE, 2024–2029 (USD MILLION)          301

TABLE 321         ASIA PACIFIC: AI TRAINING DATASET MARKET, BY DATASET CREATION SERVICE, 2019–2023 (USD MILLION) 301

TABLE 322         ASIA PACIFIC: AI TRAINING DATASET MARKET, BY DATASET CREATION SERVICE, 2024–2029 (USD MILLION) 302

TABLE 323         ASIA PACIFIC: AI TRAINING DATASET MARKET, BY DATASET SELLING,

2019–2023 (USD MILLION)          302

TABLE 324         ASIA PACIFIC: AI TRAINING DATASET MARKET, BY DATASET SELLING,

2024–2029 (USD MILLION)          302

TABLE 325         ASIA PACIFIC: AI TRAINING DATASET MARKET, BY ANNOTATION TYPE,

2019–2023 (USD MILLION)          302

TABLE 326         ASIA PACIFIC: AI TRAINING DATASET MARKET, BY ANNOTATION TYPE,

2024–2029 (USD MILLION)          303

TABLE 327         ASIA PACIFIC: AI TRAINING DATASET MARKET, BY DATA MODALITY,

2019–2023 (USD MILLION)          303

TABLE 328         ASIA PACIFIC: AI TRAINING DATASET MARKET, BY DATA MODALITY,

2024–2029 (USD MILLION)          303

TABLE 329         ASIA PACIFIC: AI TRAINING DATASET MARKET, BY TYPE,

2019–2023 (USD MILLION)          304

TABLE 330         ASIA PACIFIC: AI TRAINING DATASET MARKET, BY TYPE,

2024–2029 (USD MILLION)          304

TABLE 331         ASIA PACIFIC: AI TRAINING DATASET MARKET, BY GENERATIVE AI,

2019–2023 (USD MILLION)          304

TABLE 332         ASIA PACIFIC: AI TRAINING DATASET MARKET, BY GENERATIVE AI,

2024–2029 (USD MILLION)          305

TABLE 333         ASIA PACIFIC: AI TRAINING DATASET MARKET, BY OTHER AI,

2019–2023 (USD MILLION)          305

TABLE 334         ASIA PACIFIC: AI TRAINING DATASET MARKET, BY OTHER AI,

2024–2029 (USD MILLION)          305

TABLE 335         ASIA PACIFIC: AI TRAINING DATASET MARKET, BY END USER,

2019–2023 (USD MILLION)          306

TABLE 336         ASIA PACIFIC: AI TRAINING DATASET MARKET, BY END USER,

2024–2029 (USD MILLION)          306

TABLE 337         ASIA PACIFIC: AI TRAINING DATASET MARKET, BY COUNTRY,

2019–2023 (USD MILLION)          307

TABLE 338         ASIA PACIFIC: AI TRAINING DATASET MARKET, BY COUNTRY,

2024–2029 (USD MILLION)          307

TABLE 339         CHINA: AI TRAINING DATASET MARKET, BY OFFERING, 2019–2023 (USD MILLION)     308

TABLE 340         CHINA: AI TRAINING DATASET MARKET, BY OFFERING, 2024–2029 (USD MILLION)     308

TABLE 341         JAPAN: AI TRAINING DATASET MARKET, BY OFFERING, 2019–2023 (USD MILLION)     309

TABLE 342         JAPAN: AI TRAINING DATASET MARKET, BY OFFERING, 2024–2029 (USD MILLION)     309

TABLE 343         INDIA: AI TRAINING DATASET MARKET, BY OFFERING, 2019–2023 (USD MILLION)     310

TABLE 344         INDIA: AI TRAINING DATASET MARKET, BY OFFERING, 2024–2029 (USD MILLION)     310

TABLE 345         SOUTH KOREA: AI TRAINING DATASET MARKET, BY OFFERING,

2019–2023 (USD MILLION)          311

TABLE 346         SOUTH KOREA: AI TRAINING DATASET MARKET, BY OFFERING,

2024–2029 (USD MILLION)          311

TABLE 347         AUSTRALIA: AI TRAINING DATASET MARKET, BY OFFERING,

2019–2023 (USD MILLION)          312

TABLE 348         AUSTRALIA: AI TRAINING DATASET MARKET, BY OFFERING,

2024–2029 (USD MILLION)          312

TABLE 349         SINGAPORE: AI TRAINING DATASET MARKET, BY OFFERING,

2019–2023 (USD MILLION)          313

TABLE 350         SINGAPORE: AI TRAINING DATASET MARKET, BY OFFERING,

2024–2029 (USD MILLION)          313

TABLE 351         REST OF ASIA PACIFIC: AI TRAINING DATASET MARKET, BY OFFERING,

2019–2023 (USD MILLION)          314

TABLE 352         REST OF ASIA PACIFIC: AI TRAINING DATASET MARKET, BY OFFERING,

2024–2029 (USD MILLION)          314

TABLE 353         MIDDLE EAST & AFRICA: AI TRAINING DATASET MARKET, BY OFFERING,

2019–2023 (USD MILLION)          316

TABLE 354         MIDDLE EAST & AFRICA: AI TRAINING DATASET MARKET, BY OFFERING,

2024–2029 (USD MILLION)          316

TABLE 355         MIDDLE EAST & AFRICA: AI TRAINING DATASET MARKET, BY DATASET CREATION, 2019–2023 (USD MILLION)             316

TABLE 356         MIDDLE EAST & AFRICA: AI TRAINING DATASET MARKET, BY DATASET CREATION, 2024–2029 (USD MILLION)             317

TABLE 357         MIDDLE EAST & AFRICA: AI TRAINING DATASET MARKET, BY DATASET CREATION SOFTWARE, 2019–2023 (USD MILLION)      317

TABLE 358         MIDDLE EAST & AFRICA: AI TRAINING DATASET MARKET, BY DATASET CREATION SOFTWARE, 2024–2029 (USD MILLION)      317

TABLE 359         MIDDLE EAST & AFRICA: AI TRAINING DATASET MARKET, BY DATASET CREATION SERVICE, 2019–2023 (USD MILLION)           318

TABLE 360         MIDDLE EAST & AFRICA: AI TRAINING DATASET MARKET, BY DATASET CREATION SERVICE, 2024–2029 (USD MILLION)           318

TABLE 361         MIDDLE EAST & AFRICA: AI TRAINING DATASET MARKET, BY DATASET SELLING, 2019–2023 (USD MILLION)  318

TABLE 362         MIDDLE EAST & AFRICA: AI TRAINING DATASET MARKET, BY DATASET SELLING, 2024–2029 (USD MILLION)  318

TABLE 363         MIDDLE EAST & AFRICA: AI TRAINING DATASET MARKET, BY ANNOTATION TYPE, 2019–2023 (USD MILLION) 319

TABLE 364         MIDDLE EAST & AFRICA: AI TRAINING DATASET MARKET, BY ANNOTATION TYPE, 2024–2029 (USD MILLION) 319

TABLE 365         MIDDLE EAST & AFRICA: AI TRAINING DATASET MARKET, BY DATA MODALITY, 2019–2023 (USD MILLION)     319

TABLE 366         MIDDLE EAST & AFRICA: AI TRAINING DATASET MARKET, BY DATA MODALITY, 2024–2029 (USD MILLION)     320

TABLE 367         MIDDLE EAST & AFRICA: AI TRAINING DATASET MARKET, BY TYPE,

2019–2023 (USD MILLION)          320

TABLE 368         MIDDLE EAST & AFRICA: AI TRAINING DATASET MARKET, BY TYPE,

2024–2029 (USD MILLION)          320

TABLE 369         MIDDLE EAST & AFRICA: AI TRAINING DATASET MARKET, BY GENERATIVE AI, 2019–2023 (USD MILLION)        321

TABLE 370         MIDDLE EAST & AFRICA: AI TRAINING DATASET MARKET, BY GENERATIVE AI, 2024–2029 (USD MILLION)        321

TABLE 371         MIDDLE EAST & AFRICA: AI TRAINING DATASET MARKET, BY OTHER AI,

2019–2023 (USD MILLION)          322

TABLE 372         MIDDLE EAST & AFRICA: AI TRAINING DATASET MARKET, BY OTHER AI,

2024–2029 (USD MILLION)          322

TABLE 373         MIDDLE EAST & AFRICA: AI TRAINING DATASET MARKET, BY END USER,

2019–2023 (USD MILLION)          323

TABLE 374         MIDDLE EAST & AFRICA: AI TRAINING DATASET MARKET, BY END USER,

2024–2029 (USD MILLION)          323

TABLE 375         MIDDLE EAST & AFRICA: AI TRAINING DATASET MARKET, BY REGION,

2019–2023 (USD MILLION)          324

TABLE 376         MIDDLE EAST & AFRICA: AI TRAINING DATASET MARKET, BY REGION,

2024–2029 (USD MILLION)          324

TABLE 377         MIDDLE EAST: AI TRAINING DATASET MARKET, BY COUNTRY,

2019–2023 (USD MILLION)          325

TABLE 378         MIDDLE EAST: AI TRAINING DATASET MARKET, BY COUNTRY,

2024–2029 (USD MILLION)          325

TABLE 379         UAE: AI TRAINING DATASET MARKET, BY OFFERING, 2019–2023 (USD MILLION) 326

TABLE 380         UAE: AI TRAINING DATASET MARKET, BY OFFERING, 2024–2029 (USD MILLION) 326

TABLE 381        SAUDI ARABIA: AI TRAINING DATASET MARKET, BY OFFERING,

2019–2023 (USD MILLION)          326

TABLE 382        SAUDI ARABIA: AI TRAINING DATASET MARKET, BY OFFERING,

2024–2029 (USD MILLION)          327

TABLE 383         QATAR: AI TRAINING DATASET MARKET, BY OFFERING, 2019–2023 (USD MILLION)     327

TABLE 384         QATAR: AI TRAINING DATASET MARKET, BY OFFERING, 2024–2029 (USD MILLION)     327

TABLE 385         TURKEY: AI TRAINING DATASET MARKET, BY OFFERING,

2019–2023 (USD MILLION)          328

TABLE 386         TURKEY: AI TRAINING DATASET MARKET, BY OFFERING,

2024–2029 (USD MILLION)          328

TABLE 387         REST OF MIDDLE EAST: AI TRAINING DATASET MARKET, BY OFFERING,

2019–2023 (USD MILLION)          329

TABLE 388         REST OF MIDDLE EAST: AI TRAINING DATASET MARKET, BY OFFERING,

2024–2029 (USD MILLION)          329

TABLE 389         AFRICA: AI TRAINING DATASET MARKET, BY OFFERING,

2019–2023 (USD MILLION)          330

TABLE 390         AFRICA: AI TRAINING DATASET MARKET, BY OFFERING,

2024–2029 (USD MILLION)          330

TABLE 391         LATIN AMERICA: AI TRAINING DATASET MARKET, BY OFFERING,

2019–2023 (USD MILLION)          332

TABLE 392         LATIN AMERICA: AI TRAINING DATASET MARKET, BY OFFERING,

2024–2029 (USD MILLION)          332

TABLE 393         LATIN AMERICA: AI TRAINING DATASET MARKET, BY DATASET CREATION,

2019–2023 (USD MILLION)          333

TABLE 394         LATIN AMERICA: AI TRAINING DATASET MARKET, BY DATASET CREATION,

2024–2029 (USD MILLION)          333

TABLE 395         LATIN AMERICA: AI TRAINING DATASET MARKET, BY DATASET CREATION SOFTWARE, 2019–2023 (USD MILLION)      333

TABLE 396         LATIN AMERICA: AI TRAINING DATASET MARKET, BY DATASET CREATION SOFTWARE, 2024–2029 (USD MILLION)      333

TABLE 397         LATIN AMERICA: AI TRAINING DATASET MARKET, BY DATASET CREATION SERVICE, 2019–2023 (USD MILLION)           334

TABLE 398         LATIN AMERICA: AI TRAINING DATASET MARKET, BY DATASET CREATION SERVICE, 2024–2029 (USD MILLION)           334

TABLE 399         LATIN AMERICA: AI TRAINING DATASET MARKET, BY DATASET SELLING,

2019–2023 (USD MILLION)          334

TABLE 400         LATIN AMERICA: AI TRAINING DATASET MARKET, BY DATASET SELLING,

2024–2029 (USD MILLION)          334

TABLE 401         LATIN AMERICA: AI TRAINING DATASET MARKET, BY ANNOTATION TYPE,

2019–2023 (USD MILLION)          335

TABLE 402         LATIN AMERICA: AI TRAINING DATASET MARKET, BY ANNOTATION TYPE,

2024–2029 (USD MILLION)          335

TABLE 403         LATIN AMERICA: AI TRAINING DATASET MARKET, BY DATA MODALITY,

2019–2023 (USD MILLION)          335

TABLE 404         LATIN AMERICA: AI TRAINING DATASET MARKET, BY DATA MODALITY,

2024–2029 (USD MILLION)          336

TABLE 405         LATIN AMERICA: AI TRAINING DATASET MARKET, BY TYPE,

2019–2023 (USD MILLION)          336

TABLE 406         LATIN AMERICA: AI TRAINING DATASET MARKET, BY TYPE,

2024–2029 (USD MILLION)          336

TABLE 407         LATIN AMERICA: AI TRAINING DATASET MARKET, BY GENERATIVE AI,

2019–2023 (USD MILLION)          337

TABLE 408         LATIN AMERICA: AI TRAINING DATASET MARKET, BY GENERATIVE AI,

2024–2029 (USD MILLION)          337

TABLE 409         LATIN AMERICA: AI TRAINING DATASET MARKET, BY OTHER AI,

2019–2023 (USD MILLION)          338

TABLE 410         LATIN AMERICA: AI TRAINING DATASET MARKET, BY OTHER AI,

2024–2029 (USD MILLION)          338

TABLE 411         LATIN AMERICA: AI TRAINING DATASET MARKET, BY END USER,

2019–2023 (USD MILLION)          339

TABLE 412         LATIN AMERICA: AI TRAINING DATASET MARKET, BY END USER,

2024–2029 (USD MILLION)          339

TABLE 413         LATIN AMERICA: AI TRAINING DATASET MARKET, BY COUNTRY,

2019–2023 (USD MILLION)          340

TABLE 414         LATIN AMERICA: AI TRAINING DATASET MARKET, BY COUNTRY,

2024–2029 (USD MILLION)          340

TABLE 415         BRAZIL: AI TRAINING DATASET MARKET, BY OFFERING,

2019–2023 (USD MILLION)          341

TABLE 416         BRAZIL: AI TRAINING DATASET MARKET, BY OFFERING,

2024–2029 (USD MILLION)          341

TABLE 417         MEXICO: AI TRAINING DATASET MARKET, BY OFFERING,

2019–2023 (USD MILLION)          341

TABLE 418         MEXICO: AI TRAINING DATASET MARKET, BY OFFERING,

2024–2029 (USD MILLION)          342

TABLE 419         ARGENTINA: AI TRAINING DATASET MARKET, BY OFFERING,

2019–2023 (USD MILLION)          342

TABLE 420         ARGENTINA: AI TRAINING DATASET MARKET, BY OFFERING,

2024–2029 (USD MILLION)          342

TABLE 421         REST OF LATIN AMERICA: AI TRAINING DATASET MARKET, BY OFFERING,

2019–2023 (USD MILLION)          343

TABLE 422         REST OF LATIN AMERICA: AI TRAINING DATASET MARKET, BY OFFERING,

2024–2029 (USD MILLION)          343

TABLE 423         AI TRAINING DATASET MARKET: DEGREE OF COMPETITION              350

TABLE 424         AI TRAINING DATASET MARKET: REGION FOOTPRINT 358

TABLE 425         AI TRAINING DATASET MARKET: OFFERING FOOTPRINT              359

TABLE 426         AI TRAINING DATASET MARKET: DATA MODALITY FOOTPRINT      360

TABLE 427         AI TRAINING DATASET MARKET: END USER FOOTPRINT              361

TABLE 428         AI TRAINING DATASET MARKET: KEY STARTUPS/SMES 364

TABLE 429         AI TRAINING DATASET MARKET: COMPETITIVE BENCHMARKING OF

KEY STARTUPS/SMES   366

TABLE 430         AI TRAINING DATASET MARKET: PRODUCT LAUNCHES AND ENHANCEMENTS, JANUARY 2021–OCTOBER 2024           368

TABLE 431         AI TRAINING DATASET MARKET: DEALS, JANUARY 2021–OCTOBER 2024 370

TABLE 432         GOOGLE: COMPANY OVERVIEW            371

TABLE 433         GOOGLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED              372

TABLE 434         GOOGLE: PRODUCT LAUNCHES AND ENHANCEMENTS              373

TABLE 435         GOOGLE: DEALS            373

TABLE 436         MICROSOFT: COMPANY OVERVIEW      375

TABLE 437         MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED              376

TABLE 438         MICROSOFT: PRODUCT LAUNCHES AND ENHANCEMENTS              377

TABLE 439         AWS: COMPANY OVERVIEW      379

TABLE 440         AWS: PRODUCTS/SOLUTIONS/SERVICES OFFERED       380

TABLE 441         AWS: PRODUCT LAUNCHES AND ENHANCEMENTS       380

TABLE 442         AWS: DEALS      381

TABLE 443         APPEN: COMPANY OVERVIEW  382

TABLE 444         APPEN: PRODUCTS/SOLUTIONS/SERVICES OFFERED   383

TABLE 445         APPEN: PRODUCT LAUNCHES AND ENHANCEMENTS   384

TABLE 446         APPEN: DEALS 384

TABLE 447         NVIDIA: COMPANY OVERVIEW 386

TABLE 448         NVIDIA: PRODUCTS/SOLUTIONS/SERVICES OFFERED  387

TABLE 449         NVIDIA: PRODUCT LAUNCHES AND ENHANCEMENTS  388

TABLE 450         IBM: COMPANY OVERVIEW       390

TABLE 451         IBM: PRODUCTS/SOLUTIONS/SERVICES OFFERED        391

TABLE 452         TELUS INTERNATIONAL: COMPANY OVERVIEW             392

TABLE 453         TELUS INTERNATIONAL: PRODUCTS/SOLUTIONS/SERVICES OFFERED          393

TABLE 454         INNODATA: COMPANY OVERVIEW        394

TABLE 455         INNODATA: PRODUCTS/SOLUTIONS/SERVICES OFFERED              395

TABLE 456         INNODATA: PRODUCT LAUNCHES AND ENHANCEMENTS              396

TABLE 457         COGITO TECH: COMPANY OVERVIEW  397

TABLE 458         COGITO TECH: PRODUCTS/SOLUTIONS/SERVICES OFFERED              398

TABLE 459         SAMA: COMPANY OVERVIEW    399

TABLE 460         SAMA: PRODUCTS/SOLUTIONS/SERVICES OFFERED     399

TABLE 461         SAMA: PRODUCT LAUNCHES AND ENHANCEMENTS     400

TABLE 462         DATA ANNOTATION AND LABELING MARKET, BY COMPONENT,

2019–2021 (USD MILLION)          423

TABLE 463         DATA ANNOTATION AND LABELING MARKET, BY COMPONENT,

2022–2027 (USD MILLION)          423

TABLE 464         DATA ANNOTATION AND LABELING MARKET, BY DATA TYPE,

2019–2021 (USD MILLION)          424

TABLE 465         DATA ANNOTATION AND LABELING MARKET, BY DATA TYPE,

2022–2027 (USD MILLION)          424

TABLE 466         DATA ANNOTATION AND LABELING MARKET, BY DEPLOYMENT TYPE,

2019–2021 (USD MILLION)          425

TABLE 467         DATA ANNOTATION AND LABELING MARKET, BY DEPLOYMENT TYPE,

2022–2027 (USD MILLION)          425

TABLE 468         DATA ANNOTATION AND LABELING MARKET, BY ORGANIZATION SIZE,

2019–2021 (USD MILLION)          425

TABLE 469         DATA ANNOTATION AND LABELING MARKET, BY ORGANIZATION SIZE,

2022–2027 (USD MILLION)          426

TABLE 470         DATA ANNOTATION AND LABELING MARKET, BY ANNOTATION TYPE,

2019–2021 (USD MILLION)          426

TABLE 471         DATA ANNOTATION AND LABELING MARKET, BY ANNOTATION TYPE,

2022–2027 (USD MILLION)          427

TABLE 472         DATA ANNOTATION AND LABELING MARKET, BY APPLICATION,

2019–2021 (USD MILLION)          428

TABLE 473         DATA ANNOTATION AND LABELING MARKET, BY APPLICATION,

2022–2027 (USD MILLION)          428

TABLE 474         DATA ANNOTATION AND LABELING MARKET, BY VERTICAL,

2019–2021 (USD MILLION)          429

TABLE 475         DATA ANNOTATION AND LABELING MARKET, BY VERTICAL,

2022–2027 (USD MILLION)          429

TABLE 476         DATA ANNOTATION AND LABELING MARKET, BY REGION,

2019–2021 (USD MILLION)          430

TABLE 477         DATA ANNOTATION AND LABELING MARKET, BY REGION,

2022–2027 (USD MILLION)          430

TABLE 478         SYNTHETIC DATA GENERATION MARKET, BY OFFERING,

2019–2022 (USD MILLION)          432

TABLE 479         SYNTHETIC DATA GENERATION MARKET, BY OFFERING,

2023–2028 (USD MILLION)          432

TABLE 480         SYNTHETIC DATA GENERATION MARKET, BY DATA TYPE,

2019–2022 (USD MILLION)          432

TABLE 481         SYNTHETIC DATA GENERATION MARKET, BY DATA TYPE,

2023–2028 (USD MILLION)          432

TABLE 482         SYNTHETIC DATA GENERATION MARKET, BY APPLICATION,

2019–2022 (USD MILLION)          433

TABLE 483         SYNTHETIC DATA GENERATION MARKET, BY APPLICATION,

2023–2028 (USD MILLION)          433

TABLE 484         SYNTHETIC DATA GENERATION MARKET, BY VERTICAL, 2019–2022 (USD MILLION)     434

TABLE 485         SYNTHETIC DATA GENERATION MARKET, BY VERTICAL, 2023–2028 (USD MILLION)     435

TABLE 486         SYNTHETIC DATA GENERATION MARKET, BY REGION, 2019–2022 (USD MILLION)     435

TABLE 487         SYNTHETIC DATA GENERATION MARKET, BY REGION, 2023–2028 (USD MILLION)     436

LIST OF FIGURES

FIGURE 1           AI TRAINING DATASET MARKET: RESEARCH DESIGN    50

FIGURE 2           DATA TRIANGULATION             53

FIGURE 3           AI TRAINING DATASET MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES           54

FIGURE 4           MARKET SIZE ESTIMATION METHODOLOGY – APPROACH 1, BOTTOM-UP

(SUPPLY-SIDE): REVENUE FROM PRODUCT TYPES OF AI TRAINING

DATASET MARKET        55

FIGURE 5           MARKET SIZE ESTIMATION METHODOLOGY – APPROACH 2, BOTTOM-UP

(SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL PRODUCT TYPES OF

AI TRAINING DATASET MARKET            56

FIGURE 6           MARKET SIZE ESTIMATION METHODOLOGY – APPROACH 3, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL PRODUCT TYPES OF

AI TRAINING DATASET MARKET            57

FIGURE 7           MARKET SIZE ESTIMATION METHODOLOGY – APPROACH 4, BOTTOM-UP (DEMAND-SIDE): SHARE OF AI TRAINING DATASETS THROUGH OVERALL AI SPENDING 58

FIGURE 8           DATASET CREATION SEGMENT TO LEAD MARKET IN 2024              66

FIGURE 9           DATASET CREATION SOFTWARE SEGMENT TO ACCOUNT FOR LARGER MARKET SHARE THAN DATASET CREATION SERVICES SEGMENT IN 2024      66

FIGURE 10         DATA LABELING & ANNOTATION SOFTWARE SEGMENT TO LEAD MARKET IN 2024  67

FIGURE 11         DATA LABELING & ANNOTATION SERVICES SEGMENT TO ACCOUNT FOR MAJORITY MARKET SHARE IN 2024        67

FIGURE 12         OFF-THE-SHELF (OTS) DATASETS SEGMENT TO LEAD MARKET IN 2024             67

FIGURE 13         PRE-LABELED DATASETS SEGMENT TO HOLD LARGEST MARKET SHARE IN 2024 68

FIGURE 14         TEXT DATA MODALITY SEGMENT TO LEAD MARKET IN 2024              68

FIGURE 15         OTHER AI SEGMENT TO DOMINATE MARKET IN 2024   68

FIGURE 16         LLM FINE TUNING SEGMENT TO LEAD MARKET IN 2024              69

FIGURE 17         NATURAL LANGUAGE PROCESSING SEGMENT TO

EMERGE MARKET LEADER IN 2024         69

FIGURE 18         HEALTHCARE & LIFE SCIENCES SEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD    70

FIGURE 19         ASIA PACIFIC TO REGISTER HIGHEST GROWTH RATE DURING FORECAST PERIOD       70

FIGURE 20         SOARING DEMAND FOR HIGH-QUALITY, SCALABLE, AND PRIVACY-COMPLIANT DATASETS TO DRIVE MARKET   71

FIGURE 21         MULTIMODAL SEGMENT TO REGISTER HIGHEST GROWTH RATE DURING FORECAST PERIOD         72

FIGURE 22         PRE-LABELED DATASETS AND SOFTWARE & TECHNOLOGY PROVIDERS TO ACCOUNT FOR LARGEST MARKET SHARES IN NORTH AMERICA IN 2024           72

FIGURE 23         NORTH AMERICA TO HOLD LARGEST MARKET SHARE IN 2024              73

FIGURE 24         AI TRAINING DATASET MARKET: DRIVERS, RESTRAINTS,

OPPORTUNITIES, AND CHALLENGES    74

FIGURE 25         EVOLUTION OF AI TRAINING DATASET             80

FIGURE 26         AI TRAINING DATASET MARKET: SUPPLY CHAIN ANALYSIS              82

FIGURE 27         AI TRAINING DATASET MARKET: ECOSYSTEM ANALYSIS              86

FIGURE 28         AI TRAINING DATASET MARKET: INVESTMENT LANDSCAPE AND FUNDING SCENARIO (USD MILLION AND NUMBER OF FUNDING ROUNDS)          88

FIGURE 29         VALUATION OF PROMINENT AI TRAINING DATASET PROVIDERS       90

FIGURE 30         MARKET POTENTIAL OF GENERATIVE AI IN VARIOUS AI TRAINING

DATASET USE CASES    91

FIGURE 31         NUMBER OF PATENTS GRANTED IN LAST 10 YEARS, 2015–2024              119

FIGURE 32         REGIONAL ANALYSIS OF PATENTS GRANTED, 2015–2024              122

FIGURE 33         AI TRAINING DATASET MARKET: PORTER’S FIVE FORCES ANALYSIS          127

FIGURE 34         INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE END USERS             129

FIGURE 35         KEY BUYING CRITERIA FOR TOP THREE END USERS      130

FIGURE 36         TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS              131

FIGURE 37         DATASET SELLING SEGMENT TO REGISTER HIGHER CAGR THAN DATASET CREATION SEGMENT DURING FORECAST PERIOD      133

FIGURE 38         DATASET CREATION SOFTWARE SEGMENT TO LEAD MARKET DURING

FORECAST PERIOD       139

FIGURE 39         OFF-THE-SHELF (OTS) DATASETS SEGMENT TO REGISTER HIGHER CAGR THAN DATASET MARKETPLACES SEGMENT DURING FORECAST PERIOD       161

FIGURE 40         SYNTHETIC DATASETS SEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD        167

FIGURE 41         MULTIMODAL SEGMENT TO REGISTER HIGHER CAGR DURING FORECAST PERIOD     173

FIGURE 42         GENERATIVE AI SEGMENT TO REGISTER HIGHER CAGR THAN OTHER AI SEGMENT DURING FORECAST PERIOD          209

FIGURE 43         LLM FINE TUNING SEGMENT TO LEAD MARKET FROM 2024 TO 2029      210

FIGURE 44         RECOMMENDATION SYSTEMS TO GROW AT HIGHER CAGR DURING FORECAST PERIOD     219

FIGURE 45         HEALTHCARE & LIFE SCIENCES SEGMENT TO GROW AT HIGHEST RATE DURING FORECAST PERIOD     248

FIGURE 46         NORTH AMERICA TO BE LARGEST MARKET DURING FORECAST PERIOD       269

FIGURE 47         INDIA TO WITNESS FASTEST GROWTH DURING FORECAST PERIOD              269

FIGURE 48         NORTH AMERICA: AI TRAINING DATASET MARKET SNAPSHOT              272

FIGURE 49         ASIA PACIFIC: AI TRAINING DATASET MARKET SNAPSHOT              299

FIGURE 50         OVERVIEW OF STRATEGIES ADOPTED BY KEY AI TRAINING DATASET VENDORS, 2021–2024 346

FIGURE 51         AI TRAINING DATASET MARKET: REVENUE ANALYSIS OF

TOP FIVE PLAYERS, 2019–2023   348

FIGURE 52         SHARE ANALYSIS OF LEADING COMPANIES IN AI TRAINING

DATASET MARKET, 2023            349

FIGURE 53         PRODUCT COMPARATIVE ANALYSIS    352

FIGURE 54         COMPANY VALUATION AND FINANCIAL METRICS OF KEY VENDORS          354

FIGURE 55         YEAR-TO-DATE (YTD) PRICE TOTAL RETURN AND 5-YEAR STOCK BETA OF KEY VENDORS 354

FIGURE 56         AI TRAINING DATASET MARKET: COMPANY EVALUATION MATRIX

(KEY PLAYERS), 2023     356

FIGURE 57         AI TRAINING DATASET MARKET: COMPANY FOOTPRINT              357

FIGURE 58         AI TRAINING DATASET MARKET: COMPANY EVALUATION MATRIX (STARTUPS/SMES), 2023           363

FIGURE 59         GOOGLE: COMPANY SNAPSHOT            372

FIGURE 60         MICROSOFT: COMPANY SNAPSHOT      376

FIGURE 61         AWS: COMPANY SNAPSHOT      380

FIGURE 62         APPEN: COMPANY SNAPSHOT  383

FIGURE 63         NVIDIA: COMPANY SNAPSHOT 387

FIGURE 64         IBM: COMPANY SNAPSHOT       391

FIGURE 65         TELUS INTERNATIONAL: COMPANY SNAPSHOT            393

FIGURE 66         INNODATA: COMPANY SNAPSHOT        395