Table of Content

1. Preface
1.1. Objectives of the Study
1.2. Market Segmentation & Coverage
1.3. Years Considered for the Study
1.4. Currency & Pricing
1.5. Language
1.6. Limitations
1.7. Assumptions
1.8. Stakeholders

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

3. Executive Summary

4. Market Overview
4.1. Introduction
4.2. Data Collection & Labeling Market, by Region

5. Market Insights
5.1. Market Dynamics
5.1.1. Drivers
5.1.1.1. Digital transformation of industries worldwide
5.1.1.2. High adoption of data collection & labeling technologies in security & surveillance by law enforcement agencies
5.1.1.3. Utilization of machine learning tools in research applications
5.1.2. Restraints
5.1.2.1. Need for a large workforce and high cost of process
5.1.3. Opportunities
5.1.3.1. Rising production of autonomous vehicles
5.1.3.2. Prospects for the usage of data collection & labeling in social media platforms
5.1.4. Challenges
5.1.4.1. Low quality results and data privacy issues
5.2. Market Segmentation Analysis
5.3. Market Trend Analysis
5.4. Cumulative Impact of High Inflation
5.5. Porter’s Five Forces Analysis
5.5.1. Threat of New Entrants
5.5.2. Threat of Substitutes
5.5.3. Bargaining Power of Customers
5.5.4. Bargaining Power of Suppliers
5.5.5. Industry Rivalry
5.6. Value Chain & Critical Path Analysis
5.7. Regulatory Framework

6. Data Collection & Labeling Market, by Data Type
6.1. Introduction
6.2. Audio
6.3. Image & Video
6.4. Text

7. Data Collection & Labeling Market, by End-Use Industry
7.1. Introduction
7.2. Automotive
7.3. BFSI
7.4. Government
7.5. Healthcare
7.6. IT
7.7. Retail & E-commerce

8. Americas Data Collection & Labeling Market
8.1. Introduction
8.2. Argentina
8.3. Brazil
8.4. Canada
8.5. Mexico
8.6. United States

9. Asia-Pacific Data Collection & Labeling Market
9.1. Introduction
9.2. Australia
9.3. China
9.4. India
9.5. Indonesia
9.6. Japan
9.7. Malaysia
9.8. Philippines
9.9. Singapore
9.10. South Korea
9.11. Taiwan
9.12. Thailand
9.13. Vietnam

10. Europe, Middle East & Africa Data Collection & Labeling Market
10.1. Introduction
10.2. Denmark
10.3. Egypt
10.4. Finland
10.5. France
10.6. Germany
10.7. Israel
10.8. Italy
10.9. Netherlands
10.10. Nigeria
10.11. Norway
10.12. Poland
10.13. Qatar
10.14. Russia
10.15. Saudi Arabia
10.16. South Africa
10.17. Spain
10.18. Sweden
10.19. Switzerland
10.20. Turkey
10.21. United Arab Emirates
10.22. United Kingdom

11. Competitive Landscape
11.1. FPNV Positioning Matrix
11.2. Market Share Analysis, By Key Player
11.3. Competitive Scenario Analysis, By Key Player

12. Competitive Portfolio
12.1. Key Company Profiles
12.1.1. Alegion Inc.
12.1.2. Amazon.com, Inc.
12.1.3. Appen Limited
12.1.4. Capgemini SE
12.1.5. Centaur Labs Inc.
12.1.6. Cogito Tech LLC
12.1.7. DataLabeler
12.1.8. iMerit
12.1.9. INFOLKS PVT LTD
12.1.10. Labelbox, Inc.
12.1.11. Reality Analytics Inc.
12.1.12. Scale AI, Inc.
12.1.13. SHAIP
12.1.14. Snorkel AI, Inc.
12.1.15. Summa Linguae S.A.
12.2. Key Product Portfolio

13. Appendix
13.1. Discussion Guide
13.2. License & Pricing



List of Figures

FIGURE 1. DATA COLLECTION & LABELING MARKET RESEARCH PROCESS
FIGURE 2. DATA COLLECTION & LABELING MARKET SIZE, 2023 VS 2030
FIGURE 3. DATA COLLECTION & LABELING MARKET SIZE, 2018-2030 (USD MILLION)
FIGURE 4. DATA COLLECTION & LABELING MARKET SIZE, BY REGION, 2023 VS 2030 (%)
FIGURE 5. DATA COLLECTION & LABELING MARKET SIZE, BY REGION, 2023 VS 2024 VS 2030 (USD MILLION)
FIGURE 6. DATA COLLECTION & LABELING MARKET DYNAMICS
FIGURE 7. DATA COLLECTION & LABELING MARKET SIZE, BY DATA TYPE, 2023 VS 2030 (%)
FIGURE 8. DATA COLLECTION & LABELING MARKET SIZE, BY DATA TYPE, 2023 VS 2024 VS 2030 (USD MILLION)
FIGURE 9. DATA COLLECTION & LABELING MARKET SIZE, BY END-USE INDUSTRY, 2023 VS 2030 (%)
FIGURE 10. DATA COLLECTION & LABELING MARKET SIZE, BY END-USE INDUSTRY, 2023 VS 2024 VS 2030 (USD MILLION)
FIGURE 11. AMERICAS DATA COLLECTION & LABELING MARKET SIZE, BY COUNTRY, 2023 VS 2030 (%)
FIGURE 12. AMERICAS DATA COLLECTION & LABELING MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
FIGURE 13. UNITED STATES DATA COLLECTION & LABELING MARKET SIZE, BY STATE, 2023 VS 2030 (%)
FIGURE 14. UNITED STATES DATA COLLECTION & LABELING MARKET SIZE, BY STATE, 2023 VS 2024 VS 2030 (USD MILLION)
FIGURE 15. ASIA-PACIFIC DATA COLLECTION & LABELING MARKET SIZE, BY COUNTRY, 2023 VS 2030 (%)
FIGURE 16. ASIA-PACIFIC DATA COLLECTION & LABELING MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
FIGURE 17. EUROPE, MIDDLE EAST & AFRICA DATA COLLECTION & LABELING MARKET SIZE, BY COUNTRY, 2023 VS 2030 (%)
FIGURE 18. EUROPE, MIDDLE EAST & AFRICA DATA COLLECTION & LABELING MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
FIGURE 19. DATA COLLECTION & LABELING MARKET, FPNV POSITIONING MATRIX, 2023
FIGURE 20. DATA COLLECTION & LABELING MARKET SHARE, BY KEY PLAYER, 2023

List of Tables

TABLE 1. DATA COLLECTION & LABELING MARKET SEGMENTATION & COVERAGE
TABLE 2. UNITED STATES DOLLAR EXCHANGE RATE, 2018–2023
TABLE 3. DATA COLLECTION & LABELING MARKET SIZE, 2018-2030 (USD MILLION)
TABLE 4. GLOBAL DATA COLLECTION & LABELING MARKET SIZE, BY REGION, 2018-2030 (USD MILLION)
TABLE 5. DATA COLLECTION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
TABLE 6. DATA COLLECTION & LABELING MARKET SIZE, BY AUDIO, BY REGION, 2018-2030 (USD MILLION)
TABLE 7. DATA COLLECTION & LABELING MARKET SIZE, BY IMAGE & VIDEO, BY REGION, 2018-2030 (USD MILLION)
TABLE 8. DATA COLLECTION & LABELING MARKET SIZE, BY TEXT, BY REGION, 2018-2030 (USD MILLION)
TABLE 9. DATA COLLECTION & LABELING MARKET SIZE, BY END-USE INDUSTRY, 2018-2030 (USD MILLION)
TABLE 10. DATA COLLECTION & LABELING MARKET SIZE, BY AUTOMOTIVE, BY REGION, 2018-2030 (USD MILLION)
TABLE 11. DATA COLLECTION & LABELING MARKET SIZE, BY BFSI, BY REGION, 2018-2030 (USD MILLION)
TABLE 12. DATA COLLECTION & LABELING MARKET SIZE, BY GOVERNMENT, BY REGION, 2018-2030 (USD MILLION)
TABLE 13. DATA COLLECTION & LABELING MARKET SIZE, BY HEALTHCARE, BY REGION, 2018-2030 (USD MILLION)
TABLE 14. DATA COLLECTION & LABELING MARKET SIZE, BY IT, BY REGION, 2018-2030 (USD MILLION)
TABLE 15. DATA COLLECTION & LABELING MARKET SIZE, BY RETAIL & E-COMMERCE, BY REGION, 2018-2030 (USD MILLION)
TABLE 16. AMERICAS DATA COLLECTION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
TABLE 17. AMERICAS DATA COLLECTION & LABELING MARKET SIZE, BY END-USE INDUSTRY, 2018-2030 (USD MILLION)
TABLE 18. AMERICAS DATA COLLECTION & LABELING MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
TABLE 19. ARGENTINA DATA COLLECTION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
TABLE 20. ARGENTINA DATA COLLECTION & LABELING MARKET SIZE, BY END-USE INDUSTRY, 2018-2030 (USD MILLION)
TABLE 21. BRAZIL DATA COLLECTION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
TABLE 22. BRAZIL DATA COLLECTION & LABELING MARKET SIZE, BY END-USE INDUSTRY, 2018-2030 (USD MILLION)
TABLE 23. CANADA DATA COLLECTION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
TABLE 24. CANADA DATA COLLECTION & LABELING MARKET SIZE, BY END-USE INDUSTRY, 2018-2030 (USD MILLION)
TABLE 25. MEXICO DATA COLLECTION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
TABLE 26. MEXICO DATA COLLECTION & LABELING MARKET SIZE, BY END-USE INDUSTRY, 2018-2030 (USD MILLION)
TABLE 27. UNITED STATES DATA COLLECTION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
TABLE 28. UNITED STATES DATA COLLECTION & LABELING MARKET SIZE, BY END-USE INDUSTRY, 2018-2030 (USD MILLION)
TABLE 29. UNITED STATES DATA COLLECTION & LABELING MARKET SIZE, BY STATE, 2018-2030 (USD MILLION)
TABLE 30. ASIA-PACIFIC DATA COLLECTION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
TABLE 31. ASIA-PACIFIC DATA COLLECTION & LABELING MARKET SIZE, BY END-USE INDUSTRY, 2018-2030 (USD MILLION)
TABLE 32. ASIA-PACIFIC DATA COLLECTION & LABELING MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
TABLE 33. AUSTRALIA DATA COLLECTION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
TABLE 34. AUSTRALIA DATA COLLECTION & LABELING MARKET SIZE, BY END-USE INDUSTRY, 2018-2030 (USD MILLION)
TABLE 35. CHINA DATA COLLECTION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
TABLE 36. CHINA DATA COLLECTION & LABELING MARKET SIZE, BY END-USE INDUSTRY, 2018-2030 (USD MILLION)
TABLE 37. INDIA DATA COLLECTION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
TABLE 38. INDIA DATA COLLECTION & LABELING MARKET SIZE, BY END-USE INDUSTRY, 2018-2030 (USD MILLION)
TABLE 39. INDONESIA DATA COLLECTION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
TABLE 40. INDONESIA DATA COLLECTION & LABELING MARKET SIZE, BY END-USE INDUSTRY, 2018-2030 (USD MILLION)
TABLE 41. JAPAN DATA COLLECTION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
TABLE 42. JAPAN DATA COLLECTION & LABELING MARKET SIZE, BY END-USE INDUSTRY, 2018-2030 (USD MILLION)
TABLE 43. MALAYSIA DATA COLLECTION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
TABLE 44. MALAYSIA DATA COLLECTION & LABELING MARKET SIZE, BY END-USE INDUSTRY, 2018-2030 (USD MILLION)
TABLE 45. PHILIPPINES DATA COLLECTION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
TABLE 46. PHILIPPINES DATA COLLECTION & LABELING MARKET SIZE, BY END-USE INDUSTRY, 2018-2030 (USD MILLION)
TABLE 47. SINGAPORE DATA COLLECTION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
TABLE 48. SINGAPORE DATA COLLECTION & LABELING MARKET SIZE, BY END-USE INDUSTRY, 2018-2030 (USD MILLION)
TABLE 49. SOUTH KOREA DATA COLLECTION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
TABLE 50. SOUTH KOREA DATA COLLECTION & LABELING MARKET SIZE, BY END-USE INDUSTRY, 2018-2030 (USD MILLION)
TABLE 51. TAIWAN DATA COLLECTION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
TABLE 52. TAIWAN DATA COLLECTION & LABELING MARKET SIZE, BY END-USE INDUSTRY, 2018-2030 (USD MILLION)
TABLE 53. THAILAND DATA COLLECTION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
TABLE 54. THAILAND DATA COLLECTION & LABELING MARKET SIZE, BY END-USE INDUSTRY, 2018-2030 (USD MILLION)
TABLE 55. VIETNAM DATA COLLECTION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
TABLE 56. VIETNAM DATA COLLECTION & LABELING MARKET SIZE, BY END-USE INDUSTRY, 2018-2030 (USD MILLION)
TABLE 57. EUROPE, MIDDLE EAST & AFRICA DATA COLLECTION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
TABLE 58. EUROPE, MIDDLE EAST & AFRICA DATA COLLECTION & LABELING MARKET SIZE, BY END-USE INDUSTRY, 2018-2030 (USD MILLION)
TABLE 59. EUROPE, MIDDLE EAST & AFRICA DATA COLLECTION & LABELING MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
TABLE 60. DENMARK DATA COLLECTION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
TABLE 61. DENMARK DATA COLLECTION & LABELING MARKET SIZE, BY END-USE INDUSTRY, 2018-2030 (USD MILLION)
TABLE 62. EGYPT DATA COLLECTION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
TABLE 63. EGYPT DATA COLLECTION & LABELING MARKET SIZE, BY END-USE INDUSTRY, 2018-2030 (USD MILLION)
TABLE 64. FINLAND DATA COLLECTION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
TABLE 65. FINLAND DATA COLLECTION & LABELING MARKET SIZE, BY END-USE INDUSTRY, 2018-2030 (USD MILLION)
TABLE 66. FRANCE DATA COLLECTION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
TABLE 67. FRANCE DATA COLLECTION & LABELING MARKET SIZE, BY END-USE INDUSTRY, 2018-2030 (USD MILLION)
TABLE 68. GERMANY DATA COLLECTION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
TABLE 69. GERMANY DATA COLLECTION & LABELING MARKET SIZE, BY END-USE INDUSTRY, 2018-2030 (USD MILLION)
TABLE 70. ISRAEL DATA COLLECTION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
TABLE 71. ISRAEL DATA COLLECTION & LABELING MARKET SIZE, BY END-USE INDUSTRY, 2018-2030 (USD MILLION)
TABLE 72. ITALY DATA COLLECTION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
TABLE 73. ITALY DATA COLLECTION & LABELING MARKET SIZE, BY END-USE INDUSTRY, 2018-2030 (USD MILLION)
TABLE 74. NETHERLANDS DATA COLLECTION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
TABLE 75. NETHERLANDS DATA COLLECTION & LABELING MARKET SIZE, BY END-USE INDUSTRY, 2018-2030 (USD MILLION)
TABLE 76. NIGERIA DATA COLLECTION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
TABLE 77. NIGERIA DATA COLLECTION & LABELING MARKET SIZE, BY END-USE INDUSTRY, 2018-2030 (USD MILLION)
TABLE 78. NORWAY DATA COLLECTION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
TABLE 79. NORWAY DATA COLLECTION & LABELING MARKET SIZE, BY END-USE INDUSTRY, 2018-2030 (USD MILLION)
TABLE 80. POLAND DATA COLLECTION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
TABLE 81. POLAND DATA COLLECTION & LABELING MARKET SIZE, BY END-USE INDUSTRY, 2018-2030 (USD MILLION)
TABLE 82. QATAR DATA COLLECTION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
TABLE 83. QATAR DATA COLLECTION & LABELING MARKET SIZE, BY END-USE INDUSTRY, 2018-2030 (USD MILLION)
TABLE 84. RUSSIA DATA COLLECTION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
TABLE 85. RUSSIA DATA COLLECTION & LABELING MARKET SIZE, BY END-USE INDUSTRY, 2018-2030 (USD MILLION)
TABLE 86. SAUDI ARABIA DATA COLLECTION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
TABLE 87. SAUDI ARABIA DATA COLLECTION & LABELING MARKET SIZE, BY END-USE INDUSTRY, 2018-2030 (USD MILLION)
TABLE 88. SOUTH AFRICA DATA COLLECTION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
TABLE 89. SOUTH AFRICA DATA COLLECTION & LABELING MARKET SIZE, BY END-USE INDUSTRY, 2018-2030 (USD MILLION)
TABLE 90. SPAIN DATA COLLECTION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
TABLE 91. SPAIN DATA COLLECTION & LABELING MARKET SIZE, BY END-USE INDUSTRY, 2018-2030 (USD MILLION)
TABLE 92. SWEDEN DATA COLLECTION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
TABLE 93. SWEDEN DATA COLLECTION & LABELING MARKET SIZE, BY END-USE INDUSTRY, 2018-2030 (USD MILLION)
TABLE 94. SWITZERLAND DATA COLLECTION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
TABLE 95. SWITZERLAND DATA COLLECTION & LABELING MARKET SIZE, BY END-USE INDUSTRY, 2018-2030 (USD MILLION)
TABLE 96. TURKEY DATA COLLECTION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
TABLE 97. TURKEY DATA COLLECTION & LABELING MARKET SIZE, BY END-USE INDUSTRY, 2018-2030 (USD MILLION)
TABLE 98. UNITED ARAB EMIRATES DATA COLLECTION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
TABLE 99. UNITED ARAB EMIRATES DATA COLLECTION & LABELING MARKET SIZE, BY END-USE INDUSTRY, 2018-2030 (USD MILLION)
TABLE 100. UNITED KINGDOM DATA COLLECTION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
TABLE 101. UNITED KINGDOM DATA COLLECTION & LABELING MARKET SIZE, BY END-USE INDUSTRY, 2018-2030 (USD MILLION)
TABLE 102. DATA COLLECTION & LABELING MARKET, FPNV POSITIONING MATRIX, 2023
TABLE 103. DATA COLLECTION & LABELING MARKET SHARE, BY KEY PLAYER, 2023
TABLE 104. DATA COLLECTION & LABELING MARKET LICENSE & PRICING