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데이터 어노테이션 및 라벨링(Data Annotation and Labeling) 시장

출판 : MarketsandMarkets (마켓츠앤마켓츠)   출판년월 : 2023년02월

데이터 어노테이션 및 라벨링(Data Annotation and Labeling) 시장 : 구성요소, 데이터 유형, 용도(데이터 세트 관리, 감정 분석), 주석 유형, 수직(BFSI, IT 및 ITES, 건강 관리, 생명 과학), 지역별 – 2027년까지의 세계 예측
Data Annotation and Labeling Market Component, Data Type, Application (Dataset Management, Sentiment Analysis), Annotation Type, Vertical (BFSI, IT and ITES, Healthcare and Life Sciences) and Region – Global Forecast to 2027

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구성 영문조사보고서
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리포트목차    주문/문의    납기/라이센스안내

The global data annotation and labeling market is projected to grow from USD 0.8 billion in 2022 to USD 3.6 billion by 2027, at a CAGR of 33.2% during the forecast period. Any model or system that relies on a computer-driven decision-making system must annotate and label the data in order to guarantee that the decisions are accurate and pertinent.
글로벌 데이터 어노테이션 및 라벨링 시장은 예측 기간 동안 33.2%의 CAGR로 성장하여 2022년 8억 달러에서 2027년 36억 달러로 성장할 것으로 예상됩니다. 컴퓨터 기반 의사 결정 시스템에 의존하는 모든 모델이나 시스템은 의사 결정이 정확하고 적절하다는 것을 보장하기 위해 데이터에 어노테이션을 달고 레이블을 지정해야 합니다.

데이터 어노테이션 및 라벨링(Data Annotation and Labeling) 시장 : 구성요소, 데이터 유형, 용도(데이터 세트 관리, 감정 분석), 주석 유형, 수직(BFSI, IT 및 ITES, 건강 관리, 생명 과학), 지역별 - 2027년까지의 세계 예측 Data Annotation and Labeling Market Component, Data Type, Application (Dataset Management, Sentiment Analysis), Annotation Type, Vertical (BFSI, IT and ITES, Healthcare and Life Sciences) and Region - Global Forecast to 2027

Businesses use massive amounts of datasets when building an ML model, carefully customizing them according to the model training needs. As a result, machines can detect data that has been annotated in a variety of comprehensible formats, including images, texts, and videos. This explains why AI and ML firms seek out this type of annotated data to put into their ML algorithm, training it to learn and detect recurrent patterns, and ultimately employing the same to create accurate estimates and predictions.
The major market players, such as Google, Appen, IBM, Oracle, TELUS International, Adobe, AWS have adopted numerous growth strategies, which include acquisitions, new product launches, product enhancements, and business expansions, to enhance their market shares.
By organization size, SMEs are anticipated to grow at a highest CAGR during forecast period
The increased competitive market scenario is expected to prompt SMEs to invest in cutting edge technologies and adopt go-to-market strategies for making informed business decisions. SMEs are more open to adopting new technology to improve and streamline business operations as well as to expand their market presence in the global economy. During the forecast period, SMEs are anticipated to grow at highest CAGR.
By application, catalogue amangement segment to register the highest CAGR during forecast period

The catalogue management tool helps businesses handle enormous amounts of unstructured data across many AI and ML projects. Teams that work on data annotation need strong tools that can gather all different kinds of data and information from various sources into a single, searchable database. Companies such as LabelBox developed a data annotation tool powered by catalogue management with the intent to filter out unstructured data based on metadata properties. Among applications, catalogue management is projected to register the highest CAGR during the forecast period.

Asia Pacific market to register highest CAGR during forecast period
The data annotation and labeling market is projected to register the highest CAGR in the Asia Pacific region during the forecast period. The rapid industrialization of the countries across the Asia Pacific and the increasing digitalization trend is leading to the production of the bulk of unstructured data. Since the Asia Pacific region has shown untapped potential in the increased adoption of data annotation and labeling solutions, most organisations are moving there to extend their market reach. Due to the expanding corporate productivity awareness and the competently designed data annotation and labeling solutions offered by the vendors in this market, the Asia Pacific has emerged as a very promising region.
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 data annotation and labeling market.

데이터 어노테이션 및 라벨링(Data Annotation and Labeling) 시장 : 구성요소, 데이터 유형, 용도(데이터 세트 관리, 감정 분석), 주석 유형, 수직(BFSI, IT 및 ITES, 건강 관리, 생명 과학), 지역별 - 2027년까지의 세계 예측 Data Annotation and Labeling Market Component, Data Type, Application (Dataset Management, Sentiment Analysis), Annotation Type, Vertical (BFSI, IT and ITES, Healthcare and Life Sciences) and Region - Global Forecast to 2027
 By Company: Tier I: 35%, Tier II: 45%, and Tier III: 20%
 By Designation: C-Level Executives: 35%, D-Level Executives: 25%, and Others: 40%
 By Region: North America: 45%, Asia Pacific: 30%, Europe: 20%, Row: 5%
The report includes the study of key players offering data annotation and labeling. It profiles major vendors in the data annotation and labeling market. The major players in this market include Google (US), Appen (Australia), IBM (US), Oracle (US), TELUS International (Canada), Adobe (US), AWS (US), Alegion (US), Cogito Tech (US), Anolytics (US), AI Data Innovation (US), Clickworker (Germany), CloudFactory (UK), CapeStart (US), DataPure (US), LXT (Canada), Precise BPO Solution (India), Sigma (US), Segment.ai (US), Defined.ai (US), Dataloop (Israel), Labelbox (US), V7 (UK), LightTag (Germany), SuperAnnotate (US), Scale (US), Datasur (US), Kili Technology (France), Understand.ai (Germany), Keylabs (Israel), and Label Your Data (US)

데이터 어노테이션 및 라벨링(Data Annotation and Labeling) 시장 : 구성요소, 데이터 유형, 용도(데이터 세트 관리, 감정 분석), 주석 유형, 수직(BFSI, IT 및 ITES, 건강 관리, 생명 과학), 지역별 - 2027년까지의 세계 예측 Data Annotation and Labeling Market Component, Data Type, Application (Dataset Management, Sentiment Analysis), Annotation Type, Vertical (BFSI, IT and ITES, Healthcare and Life Sciences) and Region - Global Forecast to 2027

Research Coverage
This study covers the data annotation and labeling market across segments. It aims at estimating the market size and the growth potential of this market across different segments, such as component, application, deployment mode, vertical, and region. It includes an in-depth competitive analysis of the key players in the market, along with their company profiles, key observations related to product and business offerings, recent developments, and key market strategies.

데이터 어노테이션 및 라벨링(Data Annotation and Labeling) 시장 : 구성요소, 데이터 유형, 용도(데이터 세트 관리, 감정 분석), 주석 유형, 수직(BFSI, IT 및 ITES, 건강 관리, 생명 과학), 지역별 - 2027년까지의 세계 예측 Data Annotation and Labeling Market Component, Data Type, Application (Dataset Management, Sentiment Analysis), Annotation Type, Vertical (BFSI, IT and ITES, Healthcare and Life Sciences) and Region - Global Forecast to 2027
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 data annotation and labeling 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.


목차

1 INTRODUCTION 30
1.1 STUDY OBJECTIVES 30
1.2 MARKET DEFINITION 30
1.2.1 INCLUSIONS AND EXCLUSIONS 31
1.3 MARKET SCOPE 31
1.3.1 MARKET SEGMENTATION 32
1.3.2 REGIONS COVERED 32
1.3.3 YEARS CONSIDERED 33
1.4 CURRENCY CONSIDERED 33
1.5 STAKEHOLDERS 33
2 RESEARCH METHODOLOGY 34
2.1 RESEARCH DATA 34
FIGURE 1 DATA ANNOTATION AND LABELING MARKET: RESEARCH DESIGN 34
2.1.1 SECONDARY DATA 35
2.1.2 PRIMARY DATA 35
TABLE 1 PRIMARY INTERVIEWS 35
2.1.2.1 Breakup of primary profiles 36
2.1.2.2 Key industry insights 36
2.2 MARKET BREAKUP AND DATA TRIANGULATION 37
FIGURE 2 DATA TRIANGULATION 37
2.3 MARKET SIZE ESTIMATION 38
FIGURE 3 DATA ANNOTATION AND LABELING MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES 38
2.3.1 TOP-DOWN APPROACH 38
2.3.2 BOTTOM-UP APPROACH 39
FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY – APPROACH 1 (SUPPLY SIDE): REVENUE FROM SOLUTIONS/SERVICES OF DATA ANNOTATION AND LABELING MARKET 39
FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY- APPROACH 2, BOTTOM-UP (SUPPLY SIDE): COLLECTIVE REVENUE FROM SOLUTIONS/SERVICES OF DATA ANNOTATION AND LABELING MARKET 40
FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY-APPROACH 3, BOTTOM-UP (SUPPLY SIDE): COLLECTIVE REVENUE FROM SOLUTIONS/SERVICES OF DATA ANNOTATION AND LABELING MARKET 41
FIGURE 7 MARKET SIZE ESTIMATION METHODOLOGY-APPROACH 4, BOTTOM-UP (DEMAND SIDE): SHARE OF DATA ANNOTATION AND LABELING THROUGH OVERALL DATA ANNOTATION AND LABELING SPENDING 41
2.4 MARKET FORECAST 42
TABLE 2 FACTOR ANALYSIS 42
2.5 ASSUMPTIONS 43
2.6 LIMITATIONS 44
2.7 RECESSION IMPACT ON DATA ANNOTATION AND LABELING MARKET 45
3 EXECUTIVE SUMMARY 46
TABLE 3 GLOBAL DATA ANNOTATION AND LABELING MARKET SIZE AND GROWTH RATE, 2019–2021 (USD MILLION, Y-O-Y %) 47
TABLE 4 GLOBAL DATA ANNOTATION AND LABELING MARKET SIZE AND GROWTH RATE, 2022–2027 (USD MILLION, Y-O-Y %) 47
FIGURE 8 SOLUTIONS SEGMENT DOMINATED IN 2022 47
FIGURE 9 PROFESSIONAL SERVICES HELD LARGER MARKET SHARE IN 2022 48
FIGURE 10 TRAINING AND CONSULTING DOMINATED MARKET IN 2022 48
FIGURE 11 TEXT DATA TYPE SEGMENT LED MARKET IN 2022 48
FIGURE 12 DATASET MANAGEMENT SEGMENT HELD LARGEST MARKET SHARE IN 2022 49
FIGURE 13 MANUAL ANNOTATION TYPE HELD LARGEST SEGMENT IN 2022 49
FIGURE 14 LARGE ENTERPRISES DOMINATED DATA ANNOTATION AND LABELING MARKET IN 2022 49
FIGURE 15 CLOUD SEGMENT HELD LARGER MARKET IN 2022 50
FIGURE 16 HEALTHCARE AND LIFE SCIENCES SEGMENT GREW AT HIGHEST CAGR IN 2022 50
FIGURE 17 NORTH AMERICA HELD LARGEST MARKET SHARE AND ASIA PACIFIC GREW AT HIGHEST CAGR IN 2022 51
4 PREMIUM INSIGHTS 52
4.1 ATTRACTIVE OPPORTUNITIES IN DATA ANNOTATION AND LABELING MARKET 52
FIGURE 18 INCREASING NEED TO IMPROVE MACHINE LEARNING MODELS TO DRIVE MARKET GROWTH 52
4.2 DATA ANNOTATION AND LABELING MARKET: TOP THREE APPLICATIONS 53
FIGURE 19 CATALOGUE MANAGEMENT SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 53
4.3 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY COMPONENT AND TOP THREE VERTICALS 53
FIGURE 20 SOLUTIONS SEGMENT AND BFSI SEGMENT HELD LARGEST MARKET SHARES IN 2022 53
4.4 DATA ANNOTATION AND LABELING MARKET: BY REGION 54
FIGURE 21 NORTH AMERICA HELD LARGEST MARKET SHARE IN 2022 54
5 MARKET OVERVIEW AND INDUSTRY TRENDS 55
5.1 INTRODUCTION 55
5.2 DATA ANNOTATION AND LABELING: ARCHITECTURE 55
FIGURE 22 ARCHITECTURE: DATA ANNOTATION AND LABELING MARKET 55
5.3 MARKET DYNAMICS 56
FIGURE 23 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES: DATA ANNOTATION AND LABELING MARKET 56
5.3.1 DRIVERS 57
5.3.1.1 Increasing need to improve machine learning models and train AI algorithms 57
FIGURE 24 PERCENTAGE OF TIME ALLOCATED TO MACHINE LEARNING PROJECT TASKS 57
5.3.1.2 Growing demand for annotated datasets in autonomous mobility technologies 57
FIGURE 25 AUTONOMOUS DRIVING DISCLOSED DEALS AND EQUITY FUNDING 58
5.3.1.3 Rising popularity of labeled data in medical imaging 58
FIGURE 26 AI IN DRUG DISCOVERY PAPERS PUBLISHED PER YEAR 59
5.3.2 RESTRAINTS 59
5.3.2.1 High costs associated with manual data annotation 59
5.3.2.2 Issues associated with poor quality of training data 59
5.3.2.3 Failure regarding data security regulations and compliance 60
5.3.3 OPPORTUNITIES 60
5.3.3.1 Rising efficiency of AI-assisted automated data annotation 60
5.3.3.2 Rapid adoption of computer vision technologies in novel applications 60
5.3.3.3 Increasing traction of crowdsourced data annotation for improved RoI 61
5.3.4 CHALLENGES 61
5.3.4.1 Complexity in handling vast datasets leads to human bias 61
5.3.4.2 Dearth of skilled data annotators 61
5.4 DATA ANNOTATION AND LABELING: EVOLUTION 62
FIGURE 27 EVOLUTION: DATA ANNOTATION AND LABELING MARKET 62
5.5 DATA ANNOTATION AND LABELING MARKET: ECOSYSTEM 63
TABLE 5 DATA ANNOTATION AND LABELING MARKET: ECOSYSTEM 63
5.6 SUPPLY CHAIN ANALYSIS 64
FIGURE 28 SUPPLY CHAIN ANALYSIS: DATA ANNOTATION AND LABELING MARKET 64
5.7 CASE STUDY ANALYSIS 65
5.7.1 HEALTHCARE AND LIFE SCIENCES 65
5.7.1.1 iMerit to offer AI-driven remote patient monitoring capabilities to cancer centers 65
5.7.1.2 Mindy Support enables a US medtech firm to automate inventory keeping of all surgical equipment 66
5.7.2 RETAIL AND E-COMMERCE 66
5.7.2.1 CogitoTech helps US-based brick and mortar store to combat growing presence of eCommerce stores 66
5.7.2.2 DataLoop enables Standard AI to enable autonomous checkout at retail stores 67
5.7.3 AGRICULTURE 67
5.7.3.1 Cropin helps 2scale to transform and create traceable rice value chain digitally 67
5.7.4 AUTOMOTIVE 68
5.7.4.1 Scale AI helps Toyota to create large volumes of training data for autonomous mobility 68
5.7.5 MEDIA AND ENTERTAINMENT 68
5.7.5.1 DataLoop assists LinkedIn in content moderation 68
5.7.6 IT AND ITES 69
5.7.6.1 Appen helps Adobe to improve search relevance for its massive stock image library 69
5.8 TECHNOLOGY ANALYSIS 69
5.8.1 DATA ANNOTATION AND ARTIFICIAL INTELLIGENCE 69
5.8.2 DATA ANNOTATION AND NATURAL LANGUAGE PROCESSING 70
5.8.3 DATA ANNOTATION AND CLOUD COMPUTING 70
5.8.4 DATA ANNOTATION AND INTERNET OF THINGS (IOT) 70
5.9 PORTER’S FIVE FORCES ANALYSIS 71
FIGURE 29 DATA ANNOTATION AND LABELING: PORTER’S FIVE FORCES ANALYSIS 71
TABLE 6 DATA ANNOTATION AND LABELING MARKET: PORTER’S FIVE FORCES ANALYSIS 71
5.9.1 THREAT OF NEW ENTRANTS 72
5.9.2 THREAT OF SUBSTITUTES 72
5.9.3 BARGAINING POWER OF SUPPLIERS 72
5.9.4 BARGAINING POWER OF BUYERS 72
5.9.5 INTENSITY OF COMPETITIVE RIVALRY 72
5.10 REGULATORY LANDSCAPE 73
5.10.1 HEALTH INSURANCE PORTABILITY AND ACCOUNTABILITY ACT (HIPAA) 73
5.10.2 GENERAL DATA PROTECTION REGULATION (GDPR) 73
5.10.3 PERSONAL INFORMATION PROTECTION AND ELECTRONIC DOCUMENTS ACT 74
5.10.4 INFORMATION SECURITY TECHNOLOGY- PERSONAL INFORMATION SECURITY SPECIFICATION GB/T 35273-2017 74
5.10.5 SECURE INDIA NATIONAL DIGITAL COMMUNICATIONS POLICY 2018 74
5.10.6 GENERAL DATA PROTECTION LAW (LGPD) 75
5.10.7 LAW NO 13 OF 2016 ON PROTECTING PERSONAL DATA 75
5.10.8 NIST SPECIAL PUBLICATION 800-144 – GUIDELINES ON SECURITY AND PRIVACY IN PUBLIC CLOUD COMPUTING 76
5.11 PRICING MODEL ANALYSIS 76
TABLE 7 AVERAGE SELLING PRICING ANALYSIS, 2022 77
5.12 PATENT ANALYSIS 78
5.12.1 METHODOLOGY 78
5.12.2 DOCUMENT TYPE 78
TABLE 8 PATENTS FILED, 2013–2022 78
5.12.3 INNOVATION AND PATENT APPLICATIONS 78
FIGURE 30 TOTAL NUMBER OF PATENTS GRANTED, 2013–2022 79
5.12.3.1 Top applicants 79
FIGURE 31 TOP 10 COMPANIES WITH HIGHEST NUMBER OF PATENT APPLICATIONS IN LAST 10 YEARS, 2013–2022 79
TABLE 9 TOP 10 PATENT OWNERS (US) IN DATA ANNOTATION AND LABELING MARKET, 2013–2022 80
5.13 KEY CONFERENCES AND EVENTS, 2022–2023 80
TABLE 10 DATA ANNOTATION AND LABELING MARKET: DETAILED LIST OF CONFERENCES AND EVENTS, 2023 80

5.14 TARIFF AND REGULATORY LANDSCAPE 81
5.14.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 81
TABLE 11 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 81
TABLE 12 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 82
TABLE 13 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 82
TABLE 14 MIDDLE EAST AND AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 83
TABLE 15 LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 83
5.15 TRENDS/DISRUPTIONS IMPACTING BUYERS/CLIENTS OF DATA ANNOTATION AND LABELING MARKET 84
FIGURE 32 DATA ANNOTATION AND LABELING MARKET: TRENDS/DISRUPTIONS IMPACTING BUYERS/CLIENTS 84
5.16 KEY STAKEHOLDERS & BUYING CRITERIA 85
5.16.1 KEY STAKEHOLDERS IN BUYING PROCESS 85
FIGURE 33 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE APPLICATIONS 85
TABLE 16 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE APPLICATIONS 85
5.16.2 BUYING CRITERIA 86
FIGURE 34 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS 86
TABLE 17 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS 86
6 DATA ANNOTATION AND LABELING MARKET, BY COMPONENT 87
6.1 INTRODUCTION 88
6.1.1 COMPONENT: DATA ANNOTATION AND LABELING MARKET DRIVERS 88
FIGURE 35 SERVICES SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 89
TABLE 18 DATA ANNOTATION AND LABELING MARKET, BY COMPONENT, 2019–2021 (USD MILLION) 89
TABLE 19 DATA ANNOTATION AND LABELING MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 89
6.2 SOLUTIONS 90
6.2.1 GROWING ADOPTION OF DATA ANNOTATION AND LABELING SOLUTIONS TO ENHANCE PRODUCTIVITY 90
TABLE 20 SOLUTIONS: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 90
TABLE 21 SOLUTIONS: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 90
6.3 SERVICES 91
6.3.1 RISING NEED FOR CLOUD-BASED SOLUTIONS TO DRIVE MARKET GROWTH 91
FIGURE 36 MANAGED SERVICES TO GROW AT HIGHER CAGR DURING FORECAST PERIOD 91
TABLE 22 DATA ANNOTATION AND LABELING MARKET, BY SERVICE, 2019–2021 (USD MILLION) 91
TABLE 23 DATA ANNOTATION AND LABELING MARKET, BY SERVICE, 2022–2027 (USD MILLION) 92
TABLE 24 SERVICES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 92
TABLE 25 SERVICES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 92
6.3.2 PROFESSIONAL SERVICES 93
FIGURE 37 SYSTEM INTEGRATION AND IMPLEMENTATION TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 93
TABLE 26 DATA ANNOTATION AND LABELING MARKET, BY PROFESSIONAL SERVICE, 2019–2021 (USD MILLION) 93
TABLE 27 DATA ANNOTATION AND LABELING MARKET, BY PROFESSIONAL SERVICE, 2022–2027 (USD MILLION) 94
TABLE 28 PROFESSIONAL SERVICES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 94
TABLE 29 PROFESSIONAL SERVICES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 94
6.3.2.1 Training and Consulting 95
6.3.2.1.1 Consulting services to enable companies to address specific requirements 95
TABLE 30 TRAINING AND CONSULTING: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 95
TABLE 31 TRAINING AND CONSULTING: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 95
6.3.2.2 System Integration and Implementation 96
6.3.2.2.1 System integration and implementation enable businesses to reduce complexities and increase RoI 96
TABLE 32 SYSTEM INTEGRATION AND IMPLEMENTATION: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 96
TABLE 33 SYSTEM INTEGRATION AND IMPLEMENTATION: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 96
6.3.2.3 Support and Maintenance 97
6.3.2.3.1 Support and maintenance services to facilitate 24/7 assistance 97
TABLE 34 SUPPORT AND MAINTENANCE: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 97
TABLE 35 SUPPORT AND MAINTENANCE: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 97
6.3.3 MANAGED SERVICES 98
6.3.3.1 Need to redefine customer experience to fuel adoption of managed services 98
TABLE 36 MANAGED SERVICES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 98
TABLE 37 MANAGED SERVICES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 98

7 DATA ANNOTATION AND LABELING MARKET, BY DATA TYPE 99
7.1 INTRODUCTION 100
7.1.1 DATA TYPE: DATA ANNOTATION AND LABELING MARKET DRIVERS 100
FIGURE 38 TEXT SEGMENT TO REGISTER LARGEST MARKET SIZE DURING FORECAST PERIOD 100
TABLE 38 DATA ANNOTATION AND LABELING MARKET, BY DATA TYPE, 2019–2021 (USD MILLION) 100
TABLE 39 DATA ANNOTATION AND LABELING MARKET, BY DATA TYPE, 2022–2027 (USD MILLION) 101
7.2 TEXT 101
7.2.1 GROWING RELIANCE ON TEXT-BASED DATA TO DRIVE DEMAND FOR DATA ANNOTATION AND LABELING SOLUTIONS 101
TABLE 40 TEXT: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 102
TABLE 41 TEXT: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 102
7.3 IMAGE 102
7.3.1 GROWING APPLICATION OF FACIAL RECOGNITION AND ROBOTIC VISION TO BOOST DEMAND FOR IMAGE ANNOTATION AND LABELING 102
TABLE 42 IMAGE: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 103
TABLE 43 IMAGE: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 103
7.4 VIDEO 103
7.4.1 GROWING APPLICATION OF DATA ANNOTATION AND LABELING TO FUEL MARKET GROWTH 103
TABLE 44 VIDEO: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 104
TABLE 45 VIDEO: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 104
7.5 AUDIO 104
7.5.1 RISING DEMAND FOR AUDIO ANNOTATION TO ENHANCE SEARCHABILITY 104
TABLE 46 AUDIO: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 105
TABLE 47 AUDIO: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 105
8 DATA ANNOTATION AND LABELING MARKET, BY DEPLOYMENT TYPE 106
8.1 INTRODUCTION 107
8.1.1 DEPLOYMENT TYPE: DATA ANNOTATION AND LABELING MARKET DRIVERS 107
FIGURE 39 ON-PREMISES SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 107
TABLE 48 DATA ANNOTATION AND LABELING MARKET, BY DEPLOYMENT TYPE, 2019–2021 (USD MILLION) 108
TABLE 49 DATA ANNOTATION AND LABELING MARKET, BY DEPLOYMENT TYPE, 2022–2027 (USD MILLION) 108

8.2 ON-PREMISES 108
8.2.1 ABILITY TO PROVIDE CONTROL AND SECURITY TO BOOST DEMAND FOR ON-PREMISES DEPLOYMENT MODE 108
TABLE 50 ON-PREMISES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 109
TABLE 51 ON-PREMISES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 109
8.3 CLOUD 109
8.3.1 EASY UPGRADEABILITY AND ACCESSIBILITY TO BOOST ADOPTION OF CLOUD-BASED SOLUTIONS 109
TABLE 52 CLOUD: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 110
TABLE 53 CLOUD: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 110
9 DATA ANNOTATION AND LABELING MARKET, BY ORGANIZATION SIZE 111
9.1 INTRODUCTION 112
9.1.1 ORGANIZATION SIZE: DATA ANNOTATION AND LABELING MARKET DRIVERS 112
FIGURE 40 SMALL AND MEDIUM-SIZED ENTERPRISES SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD 112
TABLE 54 DATA ANNOTATION AND LABELING MARKET, BY ORGANIZATION SIZE, 2019–2021 (USD MILLION) 113
TABLE 55 DATA ANNOTATION AND LABELING MARKET SIZE, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 113
9.2 SMALL AND MEDIUM-SIZED ENTERPRISES 113
9.2.1 GROWING COMPETITIVE MARKET ENVIRONMENT TO DRIVE SMES TO ADOPT GO-TO-MARKET STRATEGIES 113
TABLE 56 SMALL AND MEDIUM-SIZED ENTERPRISES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 114
TABLE 57 SMALL AND MEDIUM-SIZED ENTERPRISES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 114
9.3 LARGE ENTERPRISES 114
9.3.1 RISING INCLINATION TOWARD CUTTING EDGE TECHNOLOGIES TO DRIVE DEMAND 114
TABLE 58 LARGE ENTERPRISES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 115
TABLE 59 LARGE ENTERPRISES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 115
10 DATA ANNOTATION AND LABELING MARKET, BY ANNOTATION TYPE 116
10.1 INTRODUCTION 117
10.1.1 ANNOTATION TYPE: DATA ANNOTATION AND LABELING MARKET DRIVERS 117
FIGURE 41 MANUAL ANNOTATION TYPE TO HOLD LARGEST MARKET SIZE DURING FORECAST PERIOD 117
TABLE 60 DATA ANNOTATION AND LABELING MARKET, BY ANNOTATION TYPE, 2019–2021 (USD MILLION) 118
TABLE 61 DATA ANNOTATION AND LABELING MARKET, BY ANNOTATION TYPE, 2022–2027 (USD MILLION) 118
10.2 MANUAL 118
10.2.1 CURRENT FAST-PACED DIGITAL ENVIRONMENT TO SHIFT DEMAND FROM MANUAL LABELING TO AUTOMATIC LABELING 118
TABLE 62 MANUAL: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 119
TABLE 63 MANUAL: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 119
10.3 AUTOMATIC 119
10.3.1 ABILITY TO SELF-TRAIN MACHINE LEARNING MODELS TO RECOGNIZE DEMAND FOR AUTOMATIC LABELING 119
TABLE 64 AUTOMATIC: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 120
TABLE 65 AUTOMATIC: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 120
10.4 SEMI-SUPERVISED 120
10.4.1 INTEGRATION OF AUTOMATIC AND MANUAL DATA LABELING TO ENHANCE OUTCOMES COST-EFFECTIVELY 120
TABLE 66 SEMI-SUPERVISED: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 121
TABLE 67 SEMI-SUPERVISED: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 121
11 DATA ANNOTATION AND LABELING MARKET, BY APPLICATION 122
11.1 INTRODUCTION 123
11.1.1 APPLICATION: DATA ANNOTATION AND LABELING MARKET DRIVERS 123
FIGURE 42 CATALOGUE MANAGEMENT SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 124
TABLE 68 DATA ANNOTATION AND LABELING MARKET, BY APPLICATION, 2019–2021 (USD MILLION) 124
TABLE 69 DATA ANNOTATION AND LABELING MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 125
11.2 DATASET MANAGEMENT 125
11.2.1 BIG DATA HANDLING CAPABILITIES TO DELIVER LARGE VOLUMES OF DATA WITH EASE 125
TABLE 70 DATASET MANAGEMENT: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 126
TABLE 71 DATASET MANAGEMENT: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 126
11.3 SECURITY AND COMPLIANCE 126
11.3.1 STRINGENT DATA PRIVACY FEATURES IN DATA ANNOTATION TOOLS TO ENSURE REGULATORY COMPLIANCE 126
TABLE 72 SECURITY AND COMPLIANCE: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 127
TABLE 73 SECURITY AND COMPLIANCE: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 127
11.4 DATA QUALITY CONTROL 128
11.4.1 DATA QUALITY CONTROL EMBEDDED IN DATA ANNOTATION TOOLS TO DELIVER ACCURATE MACHINE LEARNING MODELS 128
TABLE 74 DATA QUALITY CONTROL: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 128
TABLE 75 DATA QUALITY CONTROL: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 129
11.5 WORKFORCE MANAGEMENT 129
11.5.1 WORKFORCE MANAGEMENT TO ESTABLISH AND OPERATE FULLY TRANSPARENT DATA ANNOTATION WORKFLOWS 129
TABLE 76 WORKFORCE MANAGEMENT: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 130
TABLE 77 WORKFORCE MANAGEMENT: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 130
11.6 CONTENT MANAGEMENT 130
11.6.1 CONTENT MANAGEMENT TO BRIDGE INFORMATION SILOS AND ALLOW FOR EASIER SHARING OF WEB CONTENT 130
TABLE 78 CONTENT MANAGEMENT: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 131
TABLE 79 CONTENT MANAGEMENT: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 131
11.7 CATALOGUE MANAGEMENT 131
11.7.1 CATALOGUE MANAGEMENT APPLICATION TO ASSIST ENTERPRISES IN UNSTRUCTURED DATA MANAGEMENT 131
TABLE 80 CATALOGUE MANAGEMENT: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 132
TABLE 81 CATALOGUE MANAGEMENT: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 132
11.8 SENTIMENT ANALYSIS 133
11.8.1 SENTIMENT ANALYSIS APPLICATION TO IMPROVE BRAND REPUTATION 133
TABLE 82 SENTIMENT ANALYSIS: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 133
TABLE 83 SENTIMENT ANALYSIS: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 134
11.9 OTHER APPLICATIONS 134
TABLE 84 OTHER APPLICATIONS: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 134
TABLE 85 OTHER APPLICATIONS: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 135
12 DATA ANNOTATION AND LABELING MARKET, BY VERTICAL 136
12.1 INTRODUCTION 137
12.1.1 VERTICAL: DATA ANNOTATION AND LABELING MARKET DRIVERS 137
12.1.2 DATA ANNOTATION AND LABELING: ENTERPRISE USE CASES 138
FIGURE 43 HEALTHCARE AND LIFE SCIENCES SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 139
TABLE 86 DATA ANNOTATION AND LABELING MARKET BY VERTICAL, 2019–2021 (USD MILLION) 139
TABLE 87 DATA ANNOTATION AND LABELING MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 140
12.2 BFSI 140
12.2.1 DATA LABELING SOLUTIONS TO DETECT FINANCIAL FRAUD AND IMPROVE CUSTOMER EXPERIENCE 140
TABLE 88 BFSI: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 141
TABLE 89 BFSI: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 141
12.3 HEALTHCARE AND LIFE SCIENCES 142
12.3.1 HEALTHCARE INSTITUTIONS TO DEPLOY DATA ANNOTATION FOR AUTOMATED DIAGNOSIS AND CLINICAL RESEARCH 142
TABLE 90 HEALTHCARE AND LIFE SCIENCES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 142
TABLE 91 HEALTHCARE AND LIFE SCIENCES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 143
12.4 TELECOM 143
12.4.1 DATA ANNOTATION SOLUTIONS TO MONITOR VALUABLE TELECOM ASSETS 143
TABLE 92 TELECOM:DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 144
TABLE 93 TELECOM: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 144
12.5 GOVERNMENT, DEFENSE, AND PUBLIC AGENCIES 144
12.5.1 RISING NEED TO CURB NATIONAL SECURITY RISKS AND BOOST PRECISION AGRICULTURE 144
TABLE 94 GOVERNMENT: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 145
TABLE 95 GOVERNMENT: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 145
12.6 IT AND ITES 145
12.6.1 DATA ANNOTATION TO DEVISE PRODUCT LAUNCH STRATEGIES AND REDUCE EMPLOYEE ATTRITION 145
TABLE 96 IT AND ITES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 146
TABLE 97 IT AND ITES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 146
12.7 RETAIL AND CONSUMER GOODS 147
12.7.1 RISING NEED TO IMPROVE SHELF MANAGEMENT AND REDUCE INVENTORY SHRINKAGE TO BOOST MARKET GROWTH 147
TABLE 98 RETAIL AND CONSUMER GOODS: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 147
TABLE 99 RETAIL AND CONSUMER GOODS: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 148
12.8 AUTOMOTIVE 148
12.8.1 DATA ANNOTATION POWERED COMPUTER VISION TO IMPROVE SELF-DRIVING TECHNOLOGIES AND REDUCE DRIVER FATIGUE 148
TABLE 100 AUTOMOTIVE: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 149
TABLE 101 AUTOMOTIVE: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 149
12.9 OTHER VERTICALS 149
TABLE 102 OTHER VERTICALS: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 150
TABLE 103 OTHER VERTICALS: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 150
13 DATA ANNOTATION AND LABELING MARKET, BY REGION 151
13.1 INTRODUCTION 152
FIGURE 44 ASIA PACIFIC TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 152
FIGURE 45 INDIA TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 152
TABLE 104 DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 153
TABLE 105 DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022–2027 (USD MILLION) 153
13.2 NORTH AMERICA 153
13.2.1 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET DRIVERS 154
13.2.2 NORTH AMERICA: RECESSION IMPACT 154
FIGURE 46 NORTH AMERICA: MARKET SNAPSHOT 155
TABLE 106 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY COMPONENT, 2019–2021 (USD MILLION) 155
TABLE 107 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 156
TABLE 108 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY SERVICE, 2019–2021 (USD MILLION) 156
TABLE 109 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY SERVICE, 2022–2027 (USD MILLION) 156
TABLE 110 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY PROFESSIONAL SERVICE, 2019–2021 (USD MILLION) 156
TABLE 111 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY PROFESSIONAL SERVICE, 2022–2027 (USD MILLION) 157
TABLE 112 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY DATA TYPE, 2019–2021 (USD MILLION) 157
TABLE 113 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY DATA TYPE, 2022–2027 (USD MILLION) 157
TABLE 114 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY ANNOTATION TYPE, 2019–2021 (USD MILLION) 158
TABLE 115 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY ANNOTATION TYPE, 2022–2027 (USD MILLION) 158
TABLE 116 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY DEPLOYMENT MODE, 2019–2021 (USD MILLION) 158
TABLE 117 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 158
TABLE 118 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY ORGANIZATION SIZE, 2019–2021 (USD MILLION) 159
TABLE 119 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 159
TABLE 120 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY APPLICATION, 2019–2021 (USD MILLION) 159
TABLE 121 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 160
TABLE 122 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY VERTICAL, 2019–2021 (USD MILLION) 160
TABLE 123 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 161
TABLE 124 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY COUNTRY, 2019–2021 (USD MILLION) 161
TABLE 125 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 161
13.2.3 US 162
13.2.3.1 US emerged as major market to witness increasing demand for affordable data annotation services 162
13.2.4 CANADA 162
13.2.4.1 Canada to witness significant investments in data annotation and labeling projects 162
13.3 EUROPE 163
13.3.1 EUROPE: DATA ANNOTATION AND LABELING MARKET DRIVERS 163
13.3.2 EUROPE: RECESSION IMPACT 163
TABLE 126 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY COMPONENT, 2019–2021 (USD MILLION) 164
TABLE 127 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 164
TABLE 128 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY SERVICE, 2019–2021 (USD MILLION) 164
TABLE 129 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY SERVICE, 2022–2027 (USD MILLION) 164
TABLE 130 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY PROFESSIONAL SERVICE, 2019–2021 (USD MILLION) 165
TABLE 131 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY PROFESSIONAL SERVICE, 2022–2027 (USD MILLION) 165
TABLE 132 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY DATA TYPE, 2019–2021 (USD MILLION) 165
TABLE 133 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY DATA TYPE, 2022–2027 (USD MILLION) 166
TABLE 134 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY ANNOTATION TYPE, 2019–2021 (USD MILLION) 166
TABLE 135 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY ANNOTATION TYPE, 2022–2027 (USD MILLION) 166
TABLE 136 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY DEPLOYMENT MODE, 2019–2021 (USD MILLION) 166
TABLE 137 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 167
TABLE 138 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY ORGANIZATION SIZE, 2019–2021 (USD MILLION) 167
TABLE 139 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 167
TABLE 140 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY APPLICATION, 2019–2021 (USD MILLION) 168
TABLE 141 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 168
TABLE 142 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY VERTICAL, 2019–2021 (USD MILLION) 169
TABLE 143 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 169
TABLE 144 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY COUNTRY, 2019–2021 (USD MILLION) 170
TABLE 145 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 170
13.3.3 UK 170
13.3.3.1 European policymakers encourage governments to increase data capture 170
13.3.4 GERMANY 171
13.3.4.1 Germany to improve both business results and competitiveness by democratizing access to data annotation 171
13.3.5 FRANCE 171
13.3.5.1 Significant potential for AI and data management startups to boost market growth 171
13.3.6 REST OF EUROPE 172
13.3.6.1 Growing need to gather important information from unstructured data to boost demand 172
13.4 ASIA PACIFIC 172
13.4.1 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET DRIVERS 172
13.4.2 ASIA PACIFIC: IMPACT OF RECESSION 173
FIGURE 47 ASIA PACIFIC: MARKET SNAPSHOT 173
TABLE 146 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY COMPONENT, 2019–2021 (USD MILLION) 174
TABLE 147 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 174
TABLE 148 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY SERVICE, 2019–2021 (USD MILLION) 174
TABLE 149 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY SERVICE, 2022–2027 (USD MILLION) 174
TABLE 150 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY PROFESSIONAL SERVICE, 2019–2021 (USD MILLION) 175
TABLE 151 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY PROFESSIONAL SERVICE, 2022–2027 (USD MILLION) 175
TABLE 152 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY DATA TYPE, 2019–2021 (USD MILLION) 175
TABLE 153 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY DATA TYPE, 2022–2027 (USD MILLION) 176
TABLE 154 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY ANNOTATION TYPE, 2019–2021 (USD MILLION) 176
TABLE 155 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY ANNOTATION TYPE, 2022–2027 (USD MILLION) 176
TABLE 156 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY DEPLOYMENT MODE, 2019–2021 (USD MILLION) 176
TABLE 157 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 177
TABLE 158 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY ORGANIZATION SIZE, 2019–2021 (USD MILLION) 177
TABLE 159 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 177
TABLE 160 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY APPLICATION, 2019–2021 (USD MILLION) 178
TABLE 161 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 178
TABLE 162 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY VERTICAL, 2019–2021 (USD MILLION) 179
TABLE 163 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 179
TABLE 164 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY COUNTRY, 2019–2021 (USD MILLION) 179
TABLE 165 ASIA PACIFIC: DATA ANNOTATION AND LABELING, BY COUNTRY, 2022–2027 (USD MILLION) 180
13.4.3 INDIA 180
13.4.3.1 Rapid adoption of technologies to accelerate India’s current transformation into a prominent global powerhouse for innovation 180
13.4.4 JAPAN 181
13.4.4.1 Growing use of cutting-edge technologies to drive growth of data annotation and labeling market 181
13.4.5 CHINA 181
13.4.5.1 Rapid adoption of innovative technologies across verticals to drive market demand 181
13.4.6 REST OF ASIA PACIFIC 182
13.4.6.1 Development of infrastructure and technological capabilities to drive growth 182

13.5 MIDDLE EAST AND AFRICA 182
13.5.1 MIDDLE EAST AND AFRICA: DATA ANNOTATION AND MARKET DRIVERS 182
13.5.2 MIDDLE EAST AND AFRICA: IMPACT OF RECESSION 183
TABLE 166 MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY COMPONENT, 2019–2021 (USD MILLION) 183
TABLE 167 MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 183
TABLE 168 MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY SERVICE, 2019–2021 (USD MILLION) 183
TABLE 169 MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY SERVICE, 2022–2027 (USD MILLION) 184
TABLE 170 MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY PROFESSIONAL SERVICE, 2019–2021 (USD MILLION) 184
TABLE 171 MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY PROFESSIONAL SERVICE, 2022–2027 (USD MILLION) 184
TABLE 172 MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY DATA TYPE, 2019–2021 (USD MILLION) 184
TABLE 173 MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY DATA TYPE, 2022–2027 (USD MILLION) 185
TABLE 174 MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY ANNOTATION TYPE, 2019–2021 (USD MILLION) 185
TABLE 175 MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY ANNOTATION TYPE, 2022–2027 (USD MILLION) 185
TABLE 176 MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY APPLICATION, 2019–2021 (USD MILLION) 186
TABLE 177 MIDDLE EAST & AFRICA: DATA ANNOTATION AND LABELING MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 186
TABLE 178 MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY DEPLOYMENT MODE, 2019–2021 (USD MILLION) 186
TABLE 179 MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY DEPLOYMENT MODE,2022–2027 (USD MILLION) 187
TABLE 180 MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY ORGANIZATION, 2019–2021 (USD MILLION) 187
TABLE 181 MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 187
TABLE 182 MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY VERTICAL, 2019–2021 (USD MILLION) 188
TABLE 183 MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 188
TABLE 184 MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019–2021 (USD MILLION) 189
TABLE 185 MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING, BY REGION, 2022–2027 (USD MILLION) 189
13.5.3 SAUDI ARABIA 189
13.5.3.1 Government spending on innovative technology to drive market demand 189
13.5.4 UAE 190
13.5.4.1 Growing ability to embrace emerging technologies across several verticals 190
13.5.5 SOUTH AFRICA 190
13.5.5.1 Untapped market opportunities to drive adoption of advanced technologies 190
13.5.6 REST OF MIDDLE EAST AND AFRICA 191
13.5.6.1 Presence of various startups and initiatives by government boost market growth 191
13.6 LATIN AMERICA 191
13.6.1 LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET DRIVERS 191
13.6.2 LATIN AMERICA: IMPACT OF RECESSION 192
TABLE 186 LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET, BY COMPONENT, 2019–2021 (USD MILLION) 192
TABLE 187 LATIN AMERICA: DATA ANNOTATION AND LABELING, BY COMPONENT, 2022–2027 (USD MILLION) 192
TABLE 188 LATIN AMERICA: DATA ANNOTATION AND LABELING, BY SERVICE, 2019–2021 (USD MILLION) 192
TABLE 189 LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET, BY SERVICE, 2022–2027 (USD MILLION) 193
TABLE 190 LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET, BY PROFESSIONAL SERVICE, 2019–2021 (USD MILLION) 193
TABLE 191 LATIN AMERICA: DATA ANNOTATION AND LABELING, BY PROFESSIONAL SERVICE, 2022–2027 (USD MILLION) 193
TABLE 192 LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET, BY DATA TYPE, 2019–2021 (USD MILLION) 193
TABLE 193 LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET, BY DATA TYPE, 2022–2027 (USD MILLION) 194
TABLE 194 LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET, BY ANNOTATION TYPE, 2019–2021 (USD MILLION) 194
TABLE 195 LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET, BY ANNOTATION TYPE, 2022–2027 (USD MILLION) 194
TABLE 196 LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET, BY APPLICATION, 2019–2021 (USD MILLION) 195
TABLE 197 LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 195
TABLE 198 LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET, BY DEPLOYMENT MODE, 2019–2021 (USD MILLION) 195
TABLE 199 LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 196
TABLE 200 LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET, BY ORGANIZATION SIZE, 2019–2021 (USD MILLION) 196
TABLE 201 LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 196
TABLE 202 LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET, BY VERTICAL, 2019–2021 (USD MILLION) 197
TABLE 203 LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 197
TABLE 204 LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET, BY COUNTRY, 2019–2021 (USD MILLION) 197
TABLE 205 LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 198
13.6.3 BRAZIL 198
13.6.3.1 Investment by startups and rapid adoption of technologies to fuel demand 198
13.6.4 MEXICO 199
13.6.4.1 Growing support to implement emerging technologies and drive adoption rate 199
13.6.5 REST OF LATIN AMERICA 199
13.6.5.1 Growing investment and rapid adoption of technologies to make region attractive for entrepreneurs 199

14 COMPETITIVE LANDSCAPE 200
14.1 OVERVIEW 200
14.2 KEY PLAYER STRATEGIES 200
TABLE 206 OVERVIEW OF STRATEGIES ADOPTED BY KEY DATA ANNOTATION AND LABELING VENDORS 200
14.3 REVENUE ANALYSIS 202
14.3.1 HISTORICAL REVENUE ANALYSIS 203
FIGURE 48 HISTORICAL REVENUE ANALYSIS OF TOP FIVE PLAYERS, 2019–2021 (USD MILLION) 203
14.4 MARKET SHARE ANALYSIS 204
FIGURE 49 MARKET SHARE ANALYSIS FOR KEY COMPANIES, 2022 204
TABLE 207 DATA ANNOTATION AND LABELING MARKET: DEGREE OF COMPETITION 205
14.5 COMPANY EVALUATION QUADRANT 205
14.5.1 STARS 205
14.5.2 EMERGING LEADERS 205
14.5.3 PERVASIVE PLAYERS 206
14.5.4 PARTICIPANTS 206
FIGURE 50 KEY DATA ANNOTATION AND LABELING MARKET PLAYERS, COMPANY EVALUATION QUADRANT, 2022 206
14.5.5 COMPETITIVE BENCHMARKING 207
TABLE 208 DATA ANNOTATION AND LABELING MARKET: PRODUCT FOOTPRINT ANALYSIS OF KEY PLAYERS, 2022 207
TABLE 209 DATA ANNOTATION AND LABELING MARKET: PRODUCT FOOTPRINT ANALYSIS OF OTHER KEY PLAYERS, 2022 208
14.6 STARTUP/SME EVALUATION QUADRANT 208
14.6.1 PROGRESSIVE COMPANIES 209
14.6.2 RESPONSIVE COMPANIES 209
14.6.3 DYNAMIC COMPANIES 209
14.6.4 STARTING BLOCKS 209
FIGURE 51 STARTUPS/SMES DATA ANNOTATION AND LABELING PLAYERS, COMPANY EVALUATION QUADRANT, 2022 210
14.6.5 STARTUPS/SMES COMPETITIVE BENCHMARKING 210
TABLE 210 DATA ANNOTATION AND LABELING MARKET: DETAILED LIST OF KEY STARTUPS/SMES 211
TABLE 211 DATA ANNOTATION AND LABELING MARKET: PRODUCT FOOTPRINT ANALYSIS OF STARTUPS/ SMES PLAYERS, 2022 212
14.7 COMPETITIVE SCENARIO AND TRENDS 212
14.7.1 PRODUCT LAUNCHES 212
TABLE 212 SERVICE/PRODUCT LAUNCHES, 2019–2022 213
14.7.2 DEALS 216
TABLE 213 DEALS, 2019–2022 216

15 COMPANY PROFILES 219
15.1 INTRODUCTION 219
15.2 MAJOR PLAYERS 219
(Business Overview, Products, Solutions and Services offered, Recent Developments, MnM View)*
15.2.1 GOOGLE 219
TABLE 214 GOOGLE: BUSINESS OVERVIEW 219
FIGURE 52 GOOGLE: COMPANY SNAPSHOT 220
TABLE 215 GOOGLE: PRODUCTS OFFERED 220
TABLE 216 GOOGLE: PRODUCT LAUNCHES AND ENHANCEMENTS 221
TABLE 217 GOOGLE: DEALS 222
15.2.2 APPEN 224
TABLE 218 APPEN: BUSINESS OVERVIEW 224
FIGURE 53 APPEN: COMPANY SNAPSHOT 225
TABLE 219 APPEN: PRODUCTS OFFERED 225
TABLE 220 APPEN: PRODUCT LAUNCHES AND ENHANCEMENTS 226
TABLE 221 APPEN: DEALS 227
15.2.3 IBM 229
TABLE 222 IBM: BUSINESS OVERVIEW 229
FIGURE 54 IBM: COMPANY SNAPSHOT 230
TABLE 223 IBM: PRODUCTS OFFERED 230
TABLE 224 IBM: PRODUCT LAUNCHES AND ENHANCEMENTS 231
TABLE 225 IBM: DEALS 231
15.2.4 ORACLE 233
TABLE 226 ORACLE: BUSINESS OVERVIEW 233
FIGURE 55 ORACLE: COMPANY SNAPSHOT 234
TABLE 227 ORACLE: PRODUCTS OFFERED 234
TABLE 228 ORACLE: PRODUCT LAUNCHES AND ENHANCEMENTS 235
TABLE 229 ORACLE: DEALS 235
15.2.5 TELUS INTERNATIONAL 237
TABLE 230 TELUS INTERNATIONAL: BUSINESS OVERVIEW 237
FIGURE 56 TELUS INTERNATIONAL: COMPANY SNAPSHOT 237
TABLE 231 TELUS INTERNATIONAL: PRODUCTS OFFERED 238
TABLE 232 TELUS INTERNATIONAL: PRODUCT LAUNCHES AND ENHANCEMENTS 238
TABLE 233 TELUS INTERNATIONAL: DEALS 239
TABLE 234 TELUS INTERNATIONAL: OTHERS 239
15.2.6 ADOBE 241
TABLE 235 ADOBE: BUSINESS OVERVIEW 241
FIGURE 57 ADOBE: COMPANY SNAPSHOT 242
TABLE 236 ADOBE: PRODUCTS OFFERED 242
TABLE 237 ADOBE: PRODUCT LAUNCHES AND ENHANCEMENTS 243
TABLE 238 ADOBE: DEALS 244

15.2.7 AWS 245
TABLE 239 AWS: BUSINESS OVERVIEW 245
FIGURE 58 AWS: COMPANY SNAPSHOT 245
TABLE 240 AWS: PRODUCTS OFFERED 246
TABLE 241 AWS: PRODUCT LAUNCHES AND ENHANCEMENTS 246
TABLE 242 AWS: DEALS 247
15.2.8 ALEGION 248
TABLE 243 ALEGION: BUSINESS OVERVIEW 248
TABLE 244 ALEGION: PRODUCTS OFFERED 248
TABLE 245 ALEGION: PRODUCT LAUNCHES AND ENHANCEMENTS 249
TABLE 246 ALEGION: DEALS 250
TABLE 247 ALEGION: OTHERS 250
15.2.9 COGITO TECH 251
TABLE 248 COGITO TECH: BUSINESS OVERVIEW 251
TABLE 249 COGITO TECH: PRODUCTS OFFERED 251
TABLE 250 COGITO TECH: PRODUCT LAUNCHES AND ENHANCEMENTS 252
15.2.10 ANOLYTICS 253
TABLE 251 ANOLYTICS: BUSINESS OVERVIEW 253
TABLE 252 ANOLYTICS: PRODUCTS OFFERED 253
*Details on Business Overview, Products, Services, and Solutions offered Recent Developments, MnM View might not be captured in case of unlisted companies.
15.3 OTHER KEY PLAYERS 254
15.3.1 AI DATA INNOVATION 254
15.3.2 CLICKWORKER 254
15.3.3 CLOUDFACTORY 255
15.3.4 CAPESTART 255
15.3.5 DATAPURE 256
15.3.6 LXT 256
15.3.7 PRECISE BPO SOLUTION 257
15.3.8 SIGMA 257
15.3.9 SEGMENTS.AI 258
15.3.10 DEFINED AI 258
15.4 SMES AND STARTUPS 259
15.4.1 DATALOOP 259
15.4.2 LABEL BOX 260
15.4.3 V7 261
15.4.4 LIGHTTAG 261
15.4.5 SUPERANNOTATE 262
15.4.6 SCALE AI 263
15.4.7 DATASAUR 264
15.4.8 KILI TECHNOLOGY 264
15.4.9 UNDERSTAND.AI 265
15.4.10 KEYLABS 265
15.4.11 LABEL YOUR DATA 266
16 ADJACENT AND RELATED MARKETS 267
16.1 INTRODUCTION 267
16.2 NLP MARKET – GLOBAL FORECAST TO 2027 267
16.2.1 MARKET DEFINITION 267
16.2.2 MARKET OVERVIEW 267
16.2.2.1 NLP market, by component 267
TABLE 253 NATURAL LANGUAGE PROCESSING MARKET, BY COMPONENT, 2016–2021 (USD MILLION) 268
TABLE 254 NATURAL LANGUAGE PROCESSING MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 268
16.2.2.2 NLP market, by type 268
TABLE 255 NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2016–2021 (USD MILLION) 268
TABLE 256 NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2022–2027 (USD MILLION) 269
16.2.2.3 NLP market, by deployment mode 269
TABLE 257 NATURAL LANGUAGE PROCESSING MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD MILLION) 269
TABLE 258 NATURAL LANGUAGE PROCESSING MARKET, BY DEPLOYMENT MODE, 2022–2027USD MILLION) 269
16.2.2.4 NLP market, by organization size 270
TABLE 259 NATURAL LANGUAGE PROCESSING MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD MILLION) 270
TABLE 260 NATURAL LANGUAGE PROCESSING MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 270
16.2.2.5 NLP market, by application 270
TABLE 261 NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION, 2016–2021 (USD MILLION) 271
TABLE 262 NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 271
16.2.2.6 NLP market, by technology 271
TABLE 263 NATURAL LANGUAGE PROCESSING MARKET, BY TECHNOLOGY, 2016–2021 (USD MILLION) 272
TABLE 264 NATURAL LANGUAGE PROCESSING MARKET, BY TECHNOLOGY, 2022–2027 (USD MILLION) 272
16.2.2.7 NLP market, by vertical 272
TABLE 265 NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL, 2016–2021 (USD MILLION) 273
TABLE 266 NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 273
16.2.2.8 NLP market, by region 274
TABLE 267 NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2016–2021 (USD MILLION) 274
TABLE 268 NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2022–2027 (USD MILLION) 274
16.3 ARTIFICIAL INTELLIGENCE MARKET – GLOBAL FORECAST TO 2027 275
16.3.1 MARKET DEFINITION 275
16.3.2 MARKET OVERVIEW 275
16.3.2.1 Artificial Intelligence market, by offering 275
TABLE 269 ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2016–2021 (USD BILLION) 275
TABLE 270 ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2022–2027 (USD BILLION) 276
16.3.2.2 Artificial Intelligence market, by technology 276
TABLE 271 ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2016–2021 (USD BILLION) 276
TABLE 272 ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2022–2027 (USD BILLION) 276
16.3.2.3 Artificial Intelligence market, by deployment mode 277
TABLE 273 ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD BILLION) 277
TABLE 274 ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD BILLION) 277
16.3.2.4 Artificial Intelligence market, by organization size 277
TABLE 275 ARTIFICIAL INTELLIGENCE MARKET, BY ORGANIZATION, 2016–2021 (USD BILLION) 278
TABLE 276 ARTIFICIAL INTELLIGENCE MARKET, BY ORGANIZATION, 2022–2027 (USD BILLION) 278
16.3.2.5 Artificial intelligence market, by business function 278
TABLE 277 ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2016–2021 (USD BILLION) 278
TABLE 278 ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2022–2027 (USD BILLION) 279
16.3.2.6 Artificial intelligence market, by vertical 279
TABLE 279 ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2016–2021 (USD BILLION) 279
TABLE 280 ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2022–2027 (USD BILLION) 280
16.3.2.7 Artificial intelligence market, by region 280
TABLE 281 ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION) 280
TABLE 282 ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION) 281
17 APPENDIX 282
17.1 DISCUSSION GUIDE 282
17.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 289
17.3 CUSTOMIZATION OPTIONS 291
17.4 RELATED REPORTS 291
17.5 AUTHOR DETAILS 292


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