Data Collection and Labelling Market Research Report By Data Type (Text, Image/ Video and Audio), by Vertical (IT, Automotive, Government, Healthcare, BFSI, Retail & E-commerce, and Others), and By Region (North America, Europe, Asia-Pacific, Middle East and Africa, South America) –Market Forecast Till 2032

TABLE OF CONTENTS

1 EXECUTIVE SUMMARY 18

2 MARKET INTRODUCTION 21

2.1 DEFINITION 21

2.2 SCOPE OF THE STUDY 21

2.3 RESEARCH OBJECTIVE 21

2.4 MARKET STRUCTURE 22

3 RESEARCH METHODOLOGY 23

3.1 OVERVIEW 23

3.2 DATA FLOW 25

3.2.1 Data Mining Process 25

3.3 PURCHASED DATABASE: 26

3.4 SECONDARY SOURCES: 27

3.4.1 Secondary Research data flow: 28

3.5 PRIMARY RESEARCH: 29

3.5.1 Primary Research DATA FLOW: 30

3.5.2 Primary Research: Number of Interviews conducted 31

3.6 APPROACHES FOR MARKET SIZE ESTIMATION: 32

3.6.1 Consumption & Net Trade Approach 32

3.6.2 Revenue Analysis Approach 32

3.7 DATA FORECASTING 33

3.7.1 Data forecasting Type 33

3.8 DATA MODELING 34

3.8.1 microeconomic factor analysis: 34

3.8.2 Data modeling: 35

4 MARKET DYNAMICS 38

4.1 INTRODUCTION 38

4.2 DRIVERS 38

4.2.1 rise in Healthcare AI Application 38

4.2.2 rapidly increasing in e commerce 39

4.3 RESTRAINTS 40

4.3.1 Data Privacy and Security Concerns 40

4.3.2 Problems related to inadequate training data quality 40

4.4 OPPORTUNITY 41

4.4.1 Growth of Autonomous Technology 41

4.4.2 Growing popularity of labelling crowdsourced data 42

5 MARKET FACTOR ANALYSIS 43

5.1 VALUE CHAIN ANALYSIS 43

5.1.1 Data Collection 43

5.1.2 Data Preprocessing 43

5.1.3 Select the Right Vendor or Tool 43

5.1.4 Annotation Guidelines 43

5.1.5 Annotation 43

5.1.6 Quality Assurance (QA) 44

5.1.7 Data Export 44

5.2 PORTER'S FIVE FORCES MODEL 45

5.2.1 THREAT OF NEW ENTRANTS 45

5.2.2 BARGAINING POWER OF SUPPLIERS 46

5.2.3 THREAT OF SUBSTITUTES 46

5.2.4 BARGAINING POWER OF BUYERS 46

5.2.5 INTENSITY OF RIVALRY 46

5.3 COVID-19 IMPACT ANALYSIS 47

5.3.1 Market Impact Analysis 47

5.3.2 Regional Impact 47

5.3.3 Opportunity and Threat Analysis 47

6 GLOBAL DATA COLLECTION AND LABELLING MARKET, BY DATA TYPE 49

6.1 OVERVIEW 49

6.2 TEXT 51

6.3 IMAGE/ VIDEO 51

6.4 AUDIO 51

7 GLOBAL DATA COLLECTION AND LABELLING MARKET, BY VERTICAL 53

7.1 INTRODUCTION 53

7.2 IT 55

7.3 AUTOMOTIVE 55

7.4 GOVERNMENT 56

7.5 HEALTHCARE 56

7.6 BFSI 56

7.7 RETAIL & E-COMMERCE 57

7.8 OTHERS 57

8 GLOBAL DATA COLLECTION AND LABELLING MARKET, BY REGION 59

8.1 OVERVIEW 59

Global Data Collection and Labelling market, by region, 2023 VS 2032 (USD MILLION) 59

8.2 NORTH AMERICA 60

8.2.1 us 63

8.2.2 Canada 64

8.3 EUROPE 65

8.3.1 UK 69

8.3.2 GERMANY 70

8.3.3 FRANCE 71

8.3.4 ITALY 72

8.3.5 SPAIN 73

8.3.6 REST OF EUROPE 74

8.4 ASIA-PACIFIC 75

8.4.1 CHINA 78

8.4.2 JAPAN 79

8.4.3 INDIA 80

8.4.4 SOUTH KOREA 81

8.4.5 Australia 82

8.4.6 REST OF ASIA-PACIFIC 83

8.5 REST OF THE WORLD 85

8.5.1 MIDDLE EAST 88

8.5.2 AFRICA 89

8.5.3 Latin America 90

9 COMPETITIVE LANDSCAPE 91

9.1 INTRODUCTION 91

9.2 MARKET SHARE ANALYSIS, 2023 91

9.3 COMPETITOR DASHBOARD 92

SUMMA LINGUAE TECHNOLOGIES 92

5 92

APPEN 92

4 92

IBM 92

5 92

LABELBOX 92

4 92

TELUS INTERNATIONAL 92

4 92

9.4 MAJOR PLAYERS FINANCIAL MATRIX 93

9.5 KEY DEVELOPMENTS & GROWTH STRATEGIES 93

9.5.1 Product development 93

9.5.2 Partnerships/Agreements/contracts/Collaborations 95

10 COMPANY PROFILE 97

10.1 APPEN LIMITED 97

10.1.1 COMPANY OVERVIEW 97

10.1.2 FINANCIAL OVERVIEW 98

10.1.3 PRODUCTS Offered 98

10.1.4 KEY DEVELOPMENTS 99

10.1.5 SWOT ANALYSIS 100

10.1.6 Key Strategies 100

10.2 TELUS INTERNATIONAL 101

10.2.1 COMPANY OVERVIEW 101

10.2.2 FINANCIAL OVERVIEW 102

10.2.3 PRODUCTS Offered 102

10.2.4 KEY DEVELOPMENTS 103

10.2.5 SWOT ANALYSIS 103

10.2.6 Key Strategies 104

10.3 GLOBAL TECHNOLOGY SOLUTIONS 105

10.3.1 COMPANY OVERVIEW 105

10.3.2 FINANCIAL OVERVIEW 105

10.3.3 PRODUCTS Offered 106

10.4 ALEGION 107

10.4.1 COMPANY OVERVIEW 107

10.4.2 FINANCIAL OVERVIEW 108

10.4.3 PRODUCTS Offered 108

10.4.4 KEY DEVELOPMENTS 109

10.4.5 SWOT ANALYSIS 109

10.4.6 Key Strategies 109

10.5 LABELBOX, INC 110

10.5.1 COMPANY OVERVIEW 110

10.5.2 FINANCIAL OVERVIEW 110

10.5.3 PRODUCTS Offered 110

10.5.4 KEY DEVELOPMENTS 111

10.5.5 SWOT ANALYSIS 112

10.5.6 Key Strategies 112

10.6 RENESAS ELECTRONICS CORPORATION 113

10.6.1 COMPANY OVERVIEW 113

10.6.2 FINANCIAL OVERVIEW 113

10.6.3 PRODUCTS Offered 114

10.6.4 KEY DEVELOPMENTS 115

10.6.5 SWOT ANALYSIS 116

10.6.6 Key Strategies 117

10.7 SUMMA LINGUAE TECHNOLOGIES 118

10.7.1 COMPANY OVERVIEW 118

10.7.2 FINANCIAL OVERVIEW 118

10.7.3 PRODUCTS Offered 119

10.7.4 KEY DEVELOPMENTS 119

10.7.5 SWOT ANALYSIS 120

10.7.6 Key Strategies 120

10.8 DOBILITY INC. 121

10.8.1 COMPANY OVERVIEW 121

10.8.2 FINANCIAL OVERVIEW 121

10.8.3 PRODUCTS Offered 122

10.8.4 KEY DEVELOPMENTS 122

10.8.5 SWOT ANALYSIS 122

10.8.6 Key Strategies 123

10.9 SCALE AI INC. 124

10.9.1 COMPANY OVERVIEW 124

10.9.2 FINANCIAL OVERVIEW 124

10.9.3 PRODUCTS Offered 124

10.9.4 KEY DEVELOPMENTS 125

10.9.5 SWOT ANALYSIS 126

10.9.6 Key Strategies 126

10.10 IBM CORPORATION 127

10.10.1 COMPANY OVERVIEW 127

10.10.2 FINANCIAL OVERVIEW 127

10.10.3 PRODUCTS Offered 128

10.10.4 KEY DEVELOPMENTS 129

10.10.5 SWOT ANALYSIS 130

10.10.6 Key Strategies 130

LIST OF TABLES

TABLE 1 MESSAGES FROM THE MANAGEMENT: 3

TABLE 2 QFD MODELING FOR MARKET SHARE ASSESSMENT 35

TABLE 3 GLOBAL DATA COLLECTION AND LABELLING MARKET, BY DATA TYPE, 2019-2032 (USD MILLION) 50

TABLE 4 GLOBAL DATA COLLECTION AND LABELLING MARKET, BY VERTICAL, 2019-2032 (USD MILLION) 54

TABLE 5 GLOBAL DATA COLLECTION AND LABELLING MARKET, BY REGION, 2019–2032 (USD MILLION) 60

TABLE 6 NORTH AMERICA: DATA COLLECTION AND LABELLING MARKET, BY COUNTRY, 2019-2032 (USD MILLION) 61

TABLE 7 NORTH AMERICA DATA COLLECTION AND LABELLING MARKET, BY DATA TYPE, 2019-2032 (USD MILLION) 62

TABLE 8 NORTH AMERICA DATA COLLECTION AND LABELLING MARKET, BY VERTICAL, 2019-2032 (USD MILLION) 62

TABLE 9 US DATA COLLECTION AND LABELLING MARKET, BY DATA TYPE, 2019-2032 (USD MILLION) 63

TABLE 10 US DATA COLLECTION AND LABELLING MARKET, BY VERTICAL, 2019-2032 (USD MILLION) 63

TABLE 11 CANADA DATA COLLECTION AND LABELLING MARKET, BY DATA TYPE, 2019-2032 (USD MILLION) 64

TABLE 12 CANADA DATA COLLECTION AND LABELLING MARKET, BY VERTICAL, 2019-2032 (USD MILLION) 64

TABLE 13 EUROPE: DATA COLLECTION AND LABELLING MARKET, BY COUNTRY, 2019-2032 (USD MILLION) 67

TABLE 14 EUROPE DATA COLLECTION AND LABELLING MARKET, BY DATA TYPE, 2019-2032 (USD MILLION) 68

TABLE 15 EUROPE DATA COLLECTION AND LABELLING MARKET, BY VERTICAL, 2019-2032 (USD MILLION) 68

TABLE 16 UK DATA COLLECTION AND LABELLING MARKET, BY DATA TYPE, 2019-2032 (USD MILLION) 69

TABLE 17 UK DATA COLLECTION AND LABELLING MARKET, BY VERTICAL, 2019-2032 (USD MILLION) 69

TABLE 18 GERMANY DATA COLLECTION AND LABELLING MARKET, BY DATA TYPE, 2019-2032 (USD MILLION) 70

TABLE 19 GERMANY DATA COLLECTION AND LABELLING MARKET, BY VERTICAL, 2019-2032 (USD MILLION) 70

TABLE 20 FRANCE DATA COLLECTION AND LABELLING MARKET, BY DATA TYPE, 2019-2032 (USD MILLION) 71

TABLE 21 FRANCE DATA COLLECTION AND LABELLING MARKET, BY VERTICAL, 2019-2032 (USD MILLION) 71

TABLE 22 ITALY DATA COLLECTION AND LABELLING MARKET, BY DATA TYPE, 2019-2032 (USD MILLION) 72

TABLE 23 ITALY DATA COLLECTION AND LABELLING MARKET, BY VERTICAL, 2019-2032 (USD MILLION) 72

TABLE 24 SPAIN DATA COLLECTION AND LABELLING MARKET, BY DATA TYPE, 2019-2032 (USD MILLION) 73

TABLE 25 SPAIN DATA COLLECTION AND LABELLING MARKET, BY VERTICAL, 2019-2032 (USD MILLION) 73

TABLE 26 REST OF EUROPE DATA COLLECTION AND LABELLING MARKET, BY DATA TYPE, 2019-2032 (USD MILLION) 74

TABLE 27 REST OF EUROPE DATA COLLECTION AND LABELLING MARKET, BY VERTICAL, 2019-2032 (USD MILLION) 74

TABLE 28 ASIA-PACIFIC: DATA COLLECTION AND LABELLING MARKET, BY COUNTRY, 2019-2032 (USD MILLION) 77

TABLE 29 ASIA-PACIFIC DATA COLLECTION AND LABELLING MARKET, BY DATA TYPE, 2019-2032 (USD MILLION) 77

TABLE 30 ASIA-PACIFIC DATA COLLECTION AND LABELLING MARKET, BY VERTICAL, 2019-2032 (USD MILLION) 78

TABLE 31 CHINA DATA COLLECTION AND LABELLING MARKET, BY DATA TYPE, 2019-2032 (USD MILLION) 78

TABLE 32 CHINA DATA COLLECTION AND LABELLING MARKET, BY VERTICAL, 2019-2032 (USD MILLION) 79

TABLE 33 JAPAN DATA COLLECTION AND LABELLING MARKET, BY DATA TYPE, 2019-2032 (USD MILLION) 79

TABLE 34 JAPAN DATA COLLECTION AND LABELLING MARKET, BY VERTICAL, 2019-2032 (USD MILLION) 80

TABLE 35 INDIA DATA COLLECTION AND LABELLING MARKET, BY DATA TYPE, 2019-2032 (USD MILLION) 80

TABLE 36 INDIA DATA COLLECTION AND LABELLING MARKET, BY VERTICAL, 2019-2032 (USD MILLION) 81

TABLE 37 SOUTH KOREA DATA COLLECTION AND LABELLING MARKET, BY DATA TYPE, 2019-2032 (USD MILLION) 81

TABLE 38 SOUTH KOREA DATA COLLECTION AND LABELLING MARKET, BY VERTICAL, 2019-2032 (USD MILLION) 82

TABLE 39 AUSTRALIA DATA COLLECTION AND LABELLING MARKET, BY DATA TYPE, 2019-2032 (USD MILLION) 82

TABLE 40 AUSTRALIA DATA COLLECTION AND LABELLING MARKET, BY VERTICAL, 2019-2032 (USD MILLION) 83

TABLE 41 REST OF ASIA-PACIFIC DATA COLLECTION AND LABELLING MARKET, BY DATA TYPE, 2019-2032 (USD MILLION) 83

TABLE 42 REST OF ASIA-PACIFIC DATA COLLECTION AND LABELLING MARKET, BY VERTICAL, 2019-2032 (USD MILLION) 84

TABLE 43 REST OF THE WORLD: DATA COLLECTION AND LABELLING MARKET, BY COUNTRY, 2019-2032 (USD MILLION) 86

TABLE 44 REST OF THE WORLD DATA COLLECTION AND LABELLING MARKET, BY DATA TYPE, 2019-2032 (USD MILLION) 87

TABLE 45 REST OF THE WORLD DATA COLLECTION AND LABELLING MARKET, BY VERTICAL, 2019-2032 (USD MILLION) 87

TABLE 46 MIDDLE EAST DATA COLLECTION AND LABELLING MARKET, BY DATA TYPE, 2019-2032 (USD MILLION) 88

TABLE 47 MIDDLE EAST DATA COLLECTION AND LABELLING MARKET, BY VERTICAL, 2019-2032 (MILLIONS) 88

TABLE 48 AFRICA DATA COLLECTION AND LABELLING MARKET, BY DATA TYPE, 2019-2032 (USD MILLION) 89

TABLE 49 AFRICA DATA COLLECTION AND LABELLING MARKET, BY VERTICAL, 2019-2032 (USD MILLION) 89

TABLE 50 LATIN AMERICA DATA COLLECTION AND LABELLING MARKET, BY DATA TYPE, 2019-2032 (USD MILLION) 90

TABLE 51 LATIN AMERICA DATA COLLECTION AND LABELLING MARKET, BY VERTICAL, 2019-2032 (USD MILLION) 90

TABLE 52 LEADING PLAYERS IN TERMS OF NUMBER OF DEVELOPMENTS IN THE GLOBAL DATA COLLECTION AND LABELLING MARKET 92

TABLE 53 SALES & OPERATING INCOME, 2023 93

TABLE 54 PRODUCT DEVELOPMENT 93

TABLE 55 PARTNERSHIPS/AGREEMENTS/CONTRACTS/COLLABORATIONS 95

TABLE 56 APPEN LIMITED: PRODUCTS/ SOLUTIONS/ SERVICES OFFERED 98

TABLE 57 APPEN LIMITED: KEY DEVELOPMENTS 99

TABLE 58 TELUS INTERNATIONAL: PRODUCTS/ SOLUTIONS/ SERVICES OFFERED 102

TABLE 59 TELUS INTERNATIONAL: KEY DEVELOPMENTS 103

TABLE 60 GLOBAL TECHNOLOGY SOLUTIONS: PRODUCTS/ SOLUTIONS/ SERVICES OFFERED 106

TABLE 61 ALEGION: PRODUCTS/ SOLUTIONS/ SERVICES OFFERED 108

TABLE 62 ALEGION: KEY DEVELOPMENTS 109

TABLE 63 LABELBOX, INC: PRODUCTS/ SOLUTIONS/ SERVICES OFFERED 110

TABLE 64 LABELBOX, INC: KEY DEVELOPMENTS 111

TABLE 65 RENESAS ELECTRONICS CORPORATION: PRODUCTS/ SOLUTIONS/ SERVICES OFFERED 114

TABLE 66 RENESAS ELECTRONICS CORPORATION: KEY DEVELOPMENTS 115

TABLE 67 SUMMA LINGUAE TECHNOLOGIES: PRODUCTS/ SOLUTIONS/ SERVICES OFFERED 119

TABLE 68 SUMMA LINGUAE TECHNOLOGIES: KEY DEVELOPMENTS 119

TABLE 69 DOBILITY INC.: PRODUCTS/ SOLUTIONS/ SERVICES OFFERED 122

TABLE 70 SCALE AI INC.: PRODUCTS/ SOLUTIONS/ SERVICES OFFERED 124

TABLE 71 SCALE AI INC.: KEY DEVELOPMENTS 125

TABLE 72 IBM CORP.: PRODUCTS/ SOLUTIONS/ SERVICES OFFERED 128

TABLE 73 IBM CORP.: KEY DEVELOPMENTS 129

LIST OF FIGURES

FIGURE 1 GLOBAL DATA COLLECTION AND LABELLING MARKET: EXECUTIVE SUMMARY 19

FIGURE 2 GLOBAL DATA COLLECTION AND LABELLING MARKET: STRUCTURE 22

FIGURE 3 GLOBAL DATA COLLECTION & LABELLING MARKET: MARKET GROWTH FACTOR ANALYSIS (2022-2032) 38

FIGURE 4 DRIVER IMPACT ANALYSIS (2023-2032) 40

FIGURE 5 RESTRAINT IMPACT ANALYSIS (2023-2032) 41

FIGURE 6 OPPORTUNITY IMPACT FORECAST 42

FIGURE 7 VALUE CHAIN: GLOBAL DATA COLLECTION & LABELLING MARKET 43

FIGURE 8 PORTER'S FIVE FORCES ANALYSIS OF THE GLOBAL DATA COLLECTION & LABELLING MARKET 45

FIGURE 9 GLOBAL DATA COLLECTION AND LABELLING MARKET; DATA TYPE SEGMENT ATTRACTIVENESS 49

FIGURE 10 GLOBAL DATA COLLECTION AND LABELLING MARKET, BY DATA TYPE, 2023 & 2032 (USD MILLION) 50

FIGURE 11 GLOBAL DATA COLLECTION AND LABELLING MARKET, BY DATA TYPE, 2023 (% SHARE) 50

GLOBAL DATA COLLECTION AND LABELLING MARKET, BY VERTICAL, SEGMENT ATTRACTIVENESS ANALYSIS 53

FIGURE 12 GLOBAL DATA COLLECTION AND LABELLING MARKET, BY VERTICAL, 2023 & 2032 (USD MILLION) 54

FIGURE 13 GLOBAL DATA COLLECTION AND LABELLING MARKET, BY VERTICAL, 2023 (% SHARE) 54

FIGURE 14 GLOBAL DATA COLLECTION AND LABELLING MARKET, BY REGION, 2023 (% SHARE) 59

FIGURE 15 GLOBAL DATA COLLECTION AND LABELLING MARKET, BY REGION, 2023 VS 2032 (USD MILLION) 59

FIGURE 16 NORTH AMERICA MARKET ANALYSIS: DATA COLLECTION AND LABELLING MARKET, 2019-2023(USD MILLION) 60

FIGURE 17 NORTH AMERICA: DATA COLLECTION AND LABELLING MARKET SHARE, BY COUNTRY, 2023 (% SHARE) 61

FIGURE 18 NORTH AMERICA: DATA COLLECTION AND LABELLING MARKET SHARE, BY COUNTRY, 2023 & 2032 (USD MILLION) 61

FIGURE 19 EUROPE MARKET ANALYSIS: DATA COLLECTION AND LABELLING MARKET, 2019-2023(USD MILLION) 66

FIGURE 20 EUROPE: DATA COLLECTION AND LABELLING MARKET SHARE, BY COUNTRY, 2023 (% SHARE) 67

FIGURE 21 EUROPE: DATA COLLECTION AND LABELLING MARKET SHARE, BY COUNTRY, 2023 & 2032 (USD MILLION) 67

FIGURE 22 ASIA-PACIFIC MARKET ANALYSIS: DATA COLLECTION AND LABELLING MARKET, 2019-2023(USD MILLION) 75

FIGURE 23 ASIA-PACIFIC: DATA COLLECTION AND LABELLING MARKET SHARE, BY COUNTRY, 2023 (% SHARE) 76

FIGURE 24 ASIA-PACIFIC: DATA COLLECTION AND LABELLING MARKET SHARE, BY COUNTRY, 2023 & 2032 (USD MILLION) 76

FIGURE 25 REST OF THE WORLD MARKET ANALYSIS: DATA COLLECTION AND LABELLING MARKET, 2019-2023 (USD MILLION) 85

FIGURE 26 REST OF THE WORLD: DATA COLLECTION AND LABELLING MARKET SHARE, BY COUNTRY, 2023 (% SHARE) 86

FIGURE 27 REST OF THE WORLD: DATA COLLECTION AND LABELLING MARKET SHARE, BY COUNTRY, 2023 & 2032 (USD MILLION) 86

FIGURE 28 GLOBAL DATA COLLECTION AND LABELLING MARKET PLAYERS: COMPETITIVE ANALSIS, 2023 91

FIGURE 29 COMPETITOR DASHBOARD: GLOBAL DATA COLLECTION AND LABELLING MARKET 92

FIGURE 30 GLOBAL TECHNOLOGY SOLUTIONS: FINANCIAL OVERVIEW SNAPSHOT 98

FIGURE 31 APPEN LIMITED: SWOT ANALYSIS 100

FIGURE 32 TELUS INTERNATIONAL: FINANCIAL OVERVIEW SNAPSHOT 102

FIGURE 33 TELUS INTERNATIONAL: SWOT ANALYSIS 103

FIGURE 34 ALEGION: FINANCIAL OVERVIEW SNAPSHOT 108

FIGURE 35 ALEGION: SWOT ANALYSIS 109

FIGURE 36 LABELBOX, INC: SWOT ANALYSIS 112

FIGURE 37 RENESAS ELECTRONICS CORPORATION: FINANCIAL OVERVIEW SNAPSHOT 113

FIGURE 38 RENESAS ELECTRONICS CORPORATION: SWOT ANALYSIS 116

NOTE- THE COMPANY DOES NOT PROVIDE ITS FINANCIAL INFORMATION IN PUBLIC DOMAIN 118

FIGURE 39 SUMMA LINGUAE TECHNOLOGIES: SWOT ANALYSIS 120

FIGURE 40 DOBILITY INC.: FINANCIAL OVERVIEW SNAPSHOT 121

FIGURE 41 DOBILITY INC.: SWOT ANALYSIS 122

FIGURE 42 SCALE AI INC.: SWOT ANALYSIS 126

FIGURE 43 IBM CORP.: FINANCIAL OVERVIEW SNAPSHOT 127

FIGURE 44 IBM CORP.: SWOT ANALYSIS 130