Data Preparation Industry Data Book - Data Collection and Labelling, Data Labelling Solutions and Services & Data Integration Market Size, Share, Trends Analysis, And Segment Forecasts, 2023 - 2030
- Published Date: Jan, 2023
- Report ID: sector-report-00123
- Format: Electronic (PDF)
- Number of Pages: 250
Chapter 1 Methodology and Scope
- 1.1 Market Segmentation and Scope
- 1.1.1 Product, Technology & Application
- 1.1.2 Regional Scope
- 1.1.3 Estimates And Forecast Timeline
- 1.2 Research Methodology
- 1.3 Information procurement
- 1.3.1 Purchased Database:
- 1.3.2 GVR’s Internal Database
- 1.3.3 Secondary Sources
- 1.3.4 Primary Research
- 1.3.5 Details Of Primary Research
- 1.4 Information or Data Analysis
- 1.4.1 Data Analysis Models
- 1.5 Market Formulation & Validation
- 1.6 List of Secondary Sources
- 1.7 List of Primary Sources
- 1.8 List of Abbreviations
Chapter 2 Executive Summary
- 2.1 Market Outlook
- 2.2 Segment Outlook
- 2.3 Competitive Insights
Chapter 3 Data Preparation Market Variables, Trends & Scope
- 3.1 Market Lineage Outlook
- 3.1.1 Parent Market Outlook
- 3.1.2 Ancillary Market Outlook
- 3.2 Penetration & Growth Prospect Mapping
- 3.3 Market Dynamics
- 3.3.1 Market Driver Analysis
- 3.3.1.1 Growing need to make text/image more interactive and engaging
- 3.3.1.2 Rapid penetration of AI and machine learning
- 3.3.1.3 Growing R&D spending on the development of self-driving vehicles
- 3.3.1.4 Emergence of data Labelling tools and workflow trends
- 3.3.1.5 Accelerating medical Labelling for diagnostic AI
- 3.3.1.6 Rise of big data technologies
- 3.3.1.7 Technology advancement in cloud computing
- 3.3.2 Market Restraint Analysis
- 3.3.2.1 Lack of Skilled labor
- 3.3.2.2 High Costs Associated with Manual Labelling of Complex Images
- 3.3.2.3 High cost of the data integration software
- 3.4 Data Collection and Labelling Market Analysis Tools
- 3.3.1 Industry Analysis - Porter’s
- 3.3.2 SWOT Analysis, By Pest
- 3.5 Data Labelling Solutions and Services Market Analysis Tools
- 3.3.1 Industry Analysis - Porter’s
- 3.3.2 SWOT Analysis, By Pest
- 3.6 Data Integration Market Analysis Tools
- 3.6.1 Industry Analysis - Porter’s
- 3.6.2 SWOT Analysis, By Pest
- 3.7 Impact of COVID-19 on Market
Chapter 4 Data Collection and Labelling Market, Segment Analysis, by Data Type
- 4.1 Data Collection and Labelling Market: Data Type Movement Analysis
- 4.1.1 Audio
- 4.1.1.1 Audio Market, 2018 - 2030 (USD Million)
- 4.1.2 Image/Video
- 4.1.2.1 Harvesters Market, 2018 - 2030 (USD Million)
- 4.1.3 Text
- 4.1.3.1 Text Market, 2018 - 2030 (USD Million)
Chapter 5 Data Collection and Labelling Market, Segment Analysis, by Vertical
- 5.1 Data Collection and Labelling Market: Vertical Movement Analysis
- 5.1.1 IT
- 5.1.1.1 IT Market, 2018 - 2030 (USD Million)
- 5.1.2 Automotive
- 5.1.2.1 Automotive Market, 2018 - 2030 (USD Million)
- 5.1.3 Government
- 5.1.3.1 Government Market, 2018 - 2030 (USD Million)
- 5.1.4 Healthcare
- 5.1.4.1 Healthcare Market, 2018 - 2030 (USD Million)
- 5.1.5 BFSI
- 5.1.5.1 BFSI Market, 2018 - 2030 (USD Million)
- 5.1.6 Retail & E-commerce
- 5.1.6.1 Retail & E-commerce Market, 2018 - 2030 (USD Million)
- 5.1.7 Others
- 5.1.16.1 Retail & E-commerce Market, 2018 - 2030 (USD Million)
Chapter 6 Data Labelling Solutions and Services Market, Segment Analysis, by Sourcing Type
- 6.1 Data Labelling Solutions and Services Market: Sourcing Type Movement Analysis
- 6.1.1 In-House
- 6.1.1.1 In-House Market, 2018 - 2030 (USD Million)
- 6.1.2 Outsourced
- 6.1.2.1 Outsourced Market, 2018 - 2030 (USD Million)
Chapter 7 Data Labelling Solutions and Services Market, Segment Analysis, by Type
- 7.1 Data Labelling Solutions and Services Market: Type Movement Analysis
- 7.1.1 Text
- 7.1.1.1 Text Market, 2018 - 2030 (USD Million)
- 7.1.2 Image/Video
- 7.1.2.1 Image/Video Market, 2018 - 2030 (USD Million)
- 7.1.3 Audio
- 7.1.3.1 Audio Market, 2018 - 2030 (USD Million)
Chapter 8 Data Labelling Solutions and Services Market, Segment Analysis, by Labelling Type
- 8.1 Data Labelling Solutions and Services Market: Labelling Type Movement Analysis
- 8.1.1 Manual
- 8.1.1.1 Manual Market, 2018 - 2030 (USD Million)
- 8.1.2 Semi-supervised
- 8.1.2.1 Semi-supervised Market, 2018 - 2030 (USD Million)
- 8.1.3 Automatic
- 8.1.3.1 Automatic Market, 2018 - 2030 (USD Million)
Chapter 9 Data Labelling Solutions and Services Market, Segment Analysis, by Vertical
- 9.1 Data Collection and Labelling Market: Vertical Movement Analysis
- 9.1.1 IT
- 9.1.1.1 IT Market, 2018 - 2030 (USD Million)
- 9.1.2 Automotive
- 9.1.2.1 Automotive Market, 2018 - 2030 (USD Million)
- 9.1.3 Government
- 9.1.3.1 Government Market, 2018 - 2030 (USD Million)
- 9.1.4 Healthcare
- 9.1.4.1 Healthcare Market, 2018 - 2030 (USD Million)
- 9.1.5 Financial Services
- 9.1.5.1 Financial Services Market, 2018 - 2030 (USD Million)
- 9.1.6 Retail
- 9.1.6.1 Retail Market, 2018 - 2030 (USD Million)
- 9.1.7 Others
- 9.1.16.1 Retail & E-commerce Market, 2018 - 2030 (USD Million)
Chapter 10 Data Integration Market, Segment Analysis, by Component
- 10.1 Data Integration Market: Component Movement Analysis
- 10.1.1 Tools
- 10.1.1.1 Tools Market, 2018 - 2030 (USD Million)
- 10.1.2 Services
- 10.1.2.1 Services Market, 2018 - 2030 (USD Million)
Chapter 11 Data Integration Market, Segment Analysis, by Deployment
- 11.1 Data Integration Market: Deployment Movement Analysis
- 11.1.1 Cloud
- 11.1.1.1 Cloud Market, 2018 - 2030 (USD Million)
- 11.1.2 On-premises
- 11.1.2.1 On-premises Market, 2018 - 2030 (USD Million)
Chapter 12 Data Integration Market, Segment Analysis, by Organization Size
- 12.1 Data Integration Market: Organization Size Movement Analysis
- 12.1.1 Large Enterprises
- 12.1.1.1 Large Enterprises Market, 2018 - 2030 (USD Million)
- 12.1.2 Small & Medium Enterprises
- 12.1.2.1 Small & Medium Enterprises Market, 2018 - 2030 (USD Million)
Chapter 13 Data Integration Market, Segment Analysis, by Application
- 13.1 Data Integration Market: Application Movement Analysis
- 13.1.1 Marketing
- 13.1.1.1 Marketing Market, 2018 - 2030 (USD Million)
- 13.1.2 Sales
- 13.1.2.1 Sales Market, 2018 - 2030 (USD Million)
- 13.1.3 Operations & Supply Chain
- 13.1.3.1 Operations & Supply Chain Market, 2018 - 2030 (USD Million)
- 13.1.4 Finance
- 13.1.4.1 Finance Market, 2018 - 2030 (USD Million)
- 13.1.5 HR
- 13.1.5.1 HR Market, 2018 - 2030 (USD Million)
Chapter 14 Data Integration Market, Segment Analysis, by Vertical
- 14.1 Data Integration Market: Vertical Movement Analysis
- 14.1.1 IT & Telecom
- 14.1.1.1 IT & Telecom Market, 2018 - 2030 (USD Million)
- 14.1.2 BFSI
- 14.1.2.1 BFSI Market, 2018 - 2030 (USD Million)
- 14.1.3 Healthcare
- 14.1.3.1 Healthcare Market, 2018 - 2030 (USD Million)
- 14.1.4 Manufacturing
- 14.1.4.1 Manufacturing Market, 2018 - 2030 (USD Million)
- 14.1.5 Retail & E-commerce
- 14.1.5.1 Retail & E-commerce Services Market, 2018 - 2030 (USD Million)
- 14.1.6 Government & Defense
- 14.1.6.1 Government & Defense Market, 2018 - 2030 (USD Million)
- 14.1.7 Others
- 14.1.16.1 Retail & E-commerce Market, 2018 - 2030 (USD Million)
Chapter 15 Regional Outlook
- 15.1 Regional Market Snapshot
- 15.2 Market Size & Forecasts, 2022 To 2030
- 15.3 North America
- 15.3.1 North America Data Preparation Industry Market, 2018 - 2030 (USD Million)
- 15.3.2 U.S.
- 15.3.2.1 U.S. Data Preparation Industry Market, 2018 - 2030 (USD Million)
- 15.3.3 Canada
- 15.3.3.1 Canada Data Preparation Industry Market, 2018 - 2030 (USD Million)
- 15.3.4 Mexico
- 15.3.4.1 Mexico Data Preparation Industry Market, 2018 - 2030 (USD Million)
- 15.4 Europe
- 15.4.1 Europe Data Preparation Industry Market, 2018 - 2030 (USD Million)
- 15.4.2 U.K.
- 15.4.2.1 UK Data Preparation Industry Market, 2018 - 2030 (USD Million)
- 15.4.3 Germany
- 15.4.3.1 Germany Data Preparation Industry Market, 2018 - 2030 (USD Million)
- 15.4.4 France
- 15.4.4.1 France Data Preparation Industry Market, 2018 - 2030 (USD Million)
- 15.4.5 Rest of Europe
- 15.4.5.1 Rest of Europe Data Preparation Industry Market, 2018 - 2030 (USD Million)
- 15.5 Asia Pacific
- 15.5.1 Asia Pacific Data Preparation Industry Market, 2018 - 2030 (USD Million)
- 15.5.2 Japan
- 15.5.2.1 Japan Data Preparation Industry Market, 2018 - 2030 (USD Million)
- 15.5.3 China
- 15.5.3.1 China Data Preparation Industry, 2018 - 2030 (USD Million)
- 15.5.4 India
- 15.5.4.1 India Data Preparation Industry, 2018 - 2030 (USD Million)
- 15.5.5 Rest of Asia Pacific
- 15.5.5.1 Rest of Asia Pacific Data Preparation Industry, 2018 - 2030 (USD Million)
- 15.6 South America
- 15.6.1 South America Data Preparation Industry, 2018 - 2030 (USD Million)
- 15.6.2 Brazil
- 15.6.2.1 Brazil Data Preparation Industry, 2018 - 2030 (USD Million)
- 15.6.3 Rest of South America
- 15.6.3.1 Rest of South America Data Preparation Industry, 2018 - 2030 (USD Million)
- 15.7 MEA
- 15.16.1 MEA Data Preparation Industry, 2018 - 2030 (USD Million)
Chapter 16 Competitive Analysis
- 16.1 Recent Developments And Impact Analysis, By Key Market Participants
- 16.2 Company Categorization
- 16.2.1 Innovators
- 16.2.2 Market Leaders
- 16.3 Vendor Landscape
- 16.3.1 Key Company Market Share Analysis, 2021
- 16.3.2 Major Deals And Strategic Alliances
- 16.3.3 Market Entry Strategies
- 16.4 Companies Profiles
- 16.4.1 Alegion
- 16.4.1.1 Company Overview
- 16.4.1.2 Financial Performance
- 16.4.1.3 Product Benchmarking
- 16.4.1.4 Strategic Initiatives
- 16.4.2 Amazon Mechanical Turk, Inc.
- 16.4.2.1 Company Overview
- 16.4.2.2 Financial Performance
- 16.4.2.3 Product Benchmarking
- 16.4.2.4 Strategic Initiatives
- 16.4.3 Appen Limited
- 16.4.3.1 Company Overview
- 16.4.3.2 Financial Performance
- 16.4.3.3 Product Benchmarking
- 16.4.3.4 Strategic Initiatives
- 16.4.4 Clickworker GmbH
- 16.4.4.1 Company Overview
- 16.4.4.2 Financial Performance
- 16.4.4.3 Product Benchmarking
- 16.4.3.4 Strategic Initiatives
- 16.4.5 CloudFactory Limited
- 16.4.5.1 Company Overview
- 16.4.5.2 Financial Performance
- 16.4.5.3 Product Benchmarking
- 16.4.5.4 Strategic Initiatives
- 16.4.6 Cogito Tech LLC
- 16.4.6.1 Company Overview
- 16.4.6.2 Financial Performance
- 16.4.6.3 Product Benchmarking
- 16.4.6.4 Strategic Initiatives
- 16.4.7 Crowdworks, Inc.
- 16.4.16.1 Company Overview
- 16.4.16.2 Financial Performance
- 16.4.16.3 Product Benchmarking
- 16.4.3.4 Strategic Initiatives
- 16.4.8 Deep Systems, LLC
- 16.4.8.1 Company Overview
- 16.4.8.4 Financial Performance
- 16.4.8.3 Product Benchmarking
- 16.4.8.4 Strategic Initiatives
- 16.4.9 Denodo Technologies
- 16.4.9.1 Company Overview
- 16.4.9.2 Financial Performance
- 16.4.9.3 Product Benchmarking
- 16.4.9.4 Strategic Initiatives
- 16.4.10 Dobility, Inc.
- 16.4.10.1 Company Overview
- 16.4.10.2 Financial Performance
- 16.4.10.3 Product Benchmarking
- 16.4.10.4 Strategic Initiatives
- 16.4.11 Explosion AI GmbH
- 16.4.11.1 Company Overview
- 16.4.11.2 Financial Performance
- 16.4.11.3 Product Benchmarking
- 16.4.11.4 Strategic Initiatives
- 16.4.12 Global Technology Solutions
- 16.4.12.1 Company Overview
- 16.4.12.2 Financial Performance
- 16.4.12.3 Product Benchmarking
- 16.4.12.4 Strategic Initiatives
- 16.4.13 Globalme Localization Inc.
- 16.4.13.1 Company Overview
- 16.4.13.2. Financial Performance
- 16.4.13.3 Product Benchmarking
- 16.4.13.4 Strategic Initiatives
- 16.4.14 Heex Technologies
- 16.4.14.1 Company Overview
- 16.4.14.2 Financial Performance
- 16.4.14.3 Product Benchmarking
- 16.4.14.4 Strategic Initiatives
- 16.4.15 IBM Corporation
- 16.4.15.1 Company Overview
- 16.4.15.2 Financial Performance
- 16.4.15.3 Product Benchmarking
- 16.4.15.4 Strategic Initiatives
- 16.4.16 Informatica Inc.
- 16.4.16.1 Company Overview
- 16.4.16.2 Financial Performance
- 16.4.16.3 Product Benchmarking
- 16.4.16.4 Strategic Initiatives
- 16.4.17 Labelbox, Inc.
- 16.4.116.1 Company Overview
- 16.4.116.2 Financial Performance
- 16.4.116.3 Product Benchmarking
- 16.4.116.4 Strategic Initiatives
- 16.4.18 Lotus Quality Assurance
- 16.4.18.1 Company Overview
- 16.4.18.2 Financial Performance
- 16.4.18.3 Product Benchmarking
- 16.4.18.4 Strategic Initiatives
- 16.4.19 Microsoft Corporation
- 16.4.19.1 Company Overview
- 16.4.19.2. Financial Performance
- 16.4.19.3 Product Benchmarking
- 16.4.19.4 Strategic Initiatives
- 16.4.20 Mighty AI, Inc.
- 16.4.20.1 Company Overview
- 16.4.20.2 Financial Performance
- 16.4.20.3 Product Benchmarking
- 16.4.20.4 Strategic Initiatives
- 16.4.21 Oracle Inc.
- 16.4.21.1 Company Overview
- 16.4.21.2 Financial Performance
- 16.4.21.3 Product Benchmarking
- 16.4.21.4 Strategic Initiatives
- 16.4.22 Playment Inc.
- 16.4.22.1 Company Overview
- 16.4.22.2 Financial Performance
- 16.4.22.3 Product Benchmarking
- 16.4.22.4 Strategic Initiatives
- 16.4.23 QlikTech International AB
- 16.4.23.1 Company Overview
- 16.4.23.2 Financial Performance
- 16.4.23.3 Product Benchmarking
- 16.4.23.4 Strategic Initiatives
- 16.4.24 Reality AI
- 16.4.24.1 Company Overview
- 16.4.24.2 Financial Performance
- 16.4.24.3 Product Benchmarking
- 16.4.24.4 Strategic Initiatives
- 16.4.25 SAS Institute Inc.
- 16.4.25.1 Company Overview
- 16.4.25.2 Financial Performance
- 16.4.25.3 Product Benchmarking
- 16.4.25.4 Strategic Initiatives
- 16.4.26 Scale AI, Inc.
- 16.4.26.1 Company Overview
- 16.4.26.2 Financial Performance
- 16.4.26.3 Product Benchmarking
- 16.4.26.4 Strategic Initiatives
- 16.4.27 Shaip
- 16.4.27.1 Company Overview
- 16.4.27.2 Financial Performance
- 16.4.27.3 Product Benchmarking
- 16.4.27.4 Strategic Initiatives
- 16.4.28 Steldia Services Ltd.
- 16.4.28.1 Company Overview
- 16.4.28.2 Financial Performance
- 16.4.28.3 Product Benchmarking
- 16.4.28.4 Strategic Initiatives
- 16.4.29 Tagtog Sp. z o.o.
- 16.4.29.1 Company Overview
- 16.4.29.2 Financial Performance
- 16.4.29.3 Product Benchmarking
- 16.4.29.4 Strategic Initiatives
- 16.4.30 Talend
- 16.4.30.1 Company Overview
- 16.4.30.2 Financial Performance
- 16.4.30.3 Product Benchmarking
- 16.4.30.4 Strategic Initiatives
- 16.4.31 TIBCO Software Inc.
- 16.4.31.1 Company Overview
- 16.4.31.2 Financial Performance
- 16.4.31.3 Product Benchmarking
- 16.4.31.4 Strategic Initiatives
- 16.4.32 Trilldata Technologies Pvt. Ltd.
- 16.4.32.1 Company Overview
- 16.4.32.2 Financial Performance
- 16.4.32.3 Product Benchmarking
- 16.4.32.4 Strategic Initiatives
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