数据标籤解决方案和服务市场规模、份额和趋势分析报告：按采购类型、按类型、按标籤类型、按行业、按地区、细分市场趋势，2023-2030 年

数据标籤解决方案和服务市场增长和趋势

来自 Grand View Research, Inc 的新报告。确实如此。

2023年至2030年的复合年增长率预计将达到21.3%。 数据标籤解决方案和服务在汽车行业的广泛使用，加上自动驾驶汽车了解各种传感器，帮助网络系统和计算机驱动汽车，是推动市场增长的主要因素。

公众对数字化意识的提高、医疗保健治疗的扩展和技术的改进推动了全球数据标籤解决方案和服务市场的发展。 大型企业、汽车和医疗保健行业等多个行业的重大技术进步正在增加对数据标籤解决方案和服务的需求。 例如，丰田研究院、Zoox、Waymo LLC 和 Lyft, Inc. 使用美国数字初创公司 Scale AI, Inc. 提供的数据标籤服务。 供应商越来越多地在其服务和产品上使用数据标籤，并向客户提供成分列表，预见到全球市场的扩张。 例如，图像处理技术有助于提高 Twitter 和 Facebook 这两个流行社交网站上的受众参与度。

此外，机器学习应用程序广泛用于对推文和新闻文章等数据项进行分类。 这需要特定的带註释的训练数据集来帮助开发自动对未来数据项进行分类的算法。 然而，手动构建此类数据集是一项复杂的任务，需要编码人员花费大量时间。 随着电子病历系统 (HER) 的日益普及，临床数据收集（主要是非结构化文本文檔）已成为临床研究的宝贵资源。 统计 NLP（自然语言处理）标准的开发是为了解锁临床文献中隐藏的数据。

由于情感分析的进步，文本标籤通常用于社交媒体监控中以创建推荐系统。 2019年12月，Enlitic, Inc.宣布与土耳其私人医疗保健提供商MLPCare合作，将临床人工智能整合到土耳其以及中亚和东欧邻国的医疗保健系统中。 根据协议，Enlitic, Inc.将为土耳其患者开发、训练和验证深度学习模型。 因此，数据标籤解决方案和服务的应用不断增加预计将推动市场增长。

数据标籤解决方案和服务市场报告亮点

• 按类型划分，图像和视频註释细分市场预计将在预测期内为市场带来可观的收入。 这一增长归因于计算机视觉在医疗保健、汽车以及媒体和娱乐等多个行业中的日益采用。
• 按行业划分，由于开发的自动驾驶汽车和卡车数量不断增加，预计汽车行业在预测期内将以显着的复合年增长率增长。
• 市场上的主要参与者包括 Alegion、Appen Ltd.、Cogito Tech LLC、Deep Systems LLC、Labelbox Inc.、Edgecase、Labelbox, Inc.、Clickworker GmbH、CloudApp CloudFactory Limited、Playment Inc.、Mighty AI, Inc. .、Scale AI Inc.、Shaip、Tagtog Sp. z o.o.、Trilldata Technologies Pvt Ltd.

内容

第一章调查方法及范围

• 市场细分和范围
• 市场定义
• 信息获取
  • 信息分析
  • 市场形成和数据可视化
  • 验证和发布数据
• 调查范围和假设
  • 数据源列表

第 2 章执行摘要

• 市场概况
• 片段快照
• 竞争格局快照

第 3 章：数据标籤解决方案和服务的变量和趋势

• 市场体系展望
• 行业价值链分析
• 市场动态
• 市场驱动因素影响分析
  • 联网汽车的传播和自动驾驶技术的进步
  • 集中式数据管理的重要性将会增加
  • 基于人工智能和机器学习的大数据分析的进展
• 市场限制影响分析
  • 缺乏熟练的专业人员、劳动力管理问题以及数据註释不准确
• 行业机会
• 行业问题
• 行业分析工具
  • 波特的分析
  • 宏观经济分析

第 4 章数据标籤解决方案和服务市场分析

• 对数据标籤解决方案和服务中生成式人工智能的粗略市场规模的估计和预测
• 技术概述
• 主要趋势和发展

第 5 章数据标籤解决方案和服务市场：采购类型估算和趋势分析

• 要点
• 2022 年和 2030 年变化分析和市场份额
• 按采购类型
  • 内部
  • 外包

第 6 章数据标籤解决方案和服务市场：类型估计和趋势分析

• 要点
• 2022 年和 2030 年变化分析和市场份额
• 按类型
  • 文本
  • 图片
  • 音频

第 7 章数据标籤解决方案和服务市场：标籤类型估计和趋势分析

• 要点
• 2022 年和 2030 年变化分析和市场份额
• 按标籤类型
  • 手册
  • 半託管
  • 自动

第 8 章数据标籤解决方案和服务市场：行业估算和趋势分析

• 要点
• 2022 年和 2030 年变化分析和市场份额
• 按行业
  • IT
  • 汽车
  • 政府
  • 医疗保健
  • 金融业务
  • 零售
  • 其他

第 9 章数据标籤解决方案和服务市场：区域估计和趋势分析

• 数据标籤解决方案和服务市场：区域展望
• 北美
  • 2018-2030 年北美数据标籤解决方案和服务市场估算和预测（收入）
  • 美国
  • 加拿大
• 欧洲
  • 2018-2030 年欧洲数据标籤解决方案和服务市场估算和预测（收入）
  • 英国
  • 德国
  • 法国
• 亚太地区
  • 2018-2030 年亚太地区数据标籤解决方案和服务的市场估算和预测（收入）
  • 中国
  • 日本
  • 印度
  • 韩国
  • 澳大利亚
• 拉丁美洲
  • 2018-2030 年拉丁美洲数据标籤解决方案和服务的市场估算和预测（收入）
  • 巴西
  • 墨西哥
• 中东和非洲
  • 2018-2030 年中东和非洲数据标籤解决方案和服务市场估算和预测（收入）
  • 沙特阿拉伯王国 (KSA)
  • 阿拉伯联合酋长国
  • 南非

第 10 章数据标籤解决方案和服务市场 - 竞争格局

• 主要市场进入者的最新趋势和影响分析
• 公司分类
• 参与公司概览
• 财务业绩
• 产品基准
• 公司的市场地位
• 公司热力图分析
• 战略规划
  • 扩展名
  • 併购
  • 伙伴关係与协作
  • 推出新产品
  • 其他

Data Labeling Solution And Services Market Growth & Trends

The global data labeling solution and services market is expected to reach USD 57.63 billion by 2030, according to a new report by Grand View Research, Inc. The market is anticipated to register a CAGR of 21.3% from 2023 to 2030. The prominent use of data labeling solutions and services in the automotive industry, combined with its self-driving vehicles that comprehend networking systems and various sensors that assist the computer in driving the car, is the key factor propelling the market's growth.

The global labeling solution and services market is driven by increased public awareness of digitalization, growing healthcare treatments, and improved technology. Prominent technology improvements in several industries for use in large enterprises, automotive, and the healthcare sector is growing the demand for data labeling solution & services. For instance, Toyota Research Institute, Zoox, Waymo LLC, and Lyft, Inc., use data labeling services provided by Scale AI, Inc., a digital start-up based in the United States. Vendors increasingly use data labeling on services and products to deliver customers with ingredient lists, which is projected to enhance the global market. For instance, Image processing technology has helped Twitter and Facebook, two well-known social networking sites, increase audience engagement since it has prompted users to post photographs and tag their contacts, resulting in a more connected experience.

Moreover, Machine learning applications are extensively used to classify data items like tweets or news articles. This, in turn, calls for a specific annotated training dataset, which helps in developing algorithms that automatically classify future data items. Yet, manually constructing such a dataset is a complex task and requires coders to expend a significant amount of time. With the growing execution of electronic health record systems (HER), clinical data collection, mostly unstructured text documents, has become a valuable resource for clinical research. To unlock data hidden in clinical literature, statistical NLP (natural language processing) standards have been developed.

Text labelling is commonly used in social media monitoring to create recommendation systems because to advancements in sentiment analysis. In December 2019, Enlitic, Inc. announced a partnership with MLPCare, a Turkey-based private healthcare provider, to integrate clinical artificial intelligence into the healthcare systems of Turkey and adjacent countries in Central Asia and Eastern Europe. Under the agreement, Enlitic, Inc. is developing, training, and validating its deep learning models for patients in Turkey. Hence the increased application of Data Labeling Solution and Services is expected to propel the growth of the market.

Data Labeling Solution And Services Market Report Highlights

• In terms of type, the image & video annotation segment is expected to contribute significant revenue to the market over the forecast period. This growth is attributed to the increasing implementation of computer vision in several industries, including healthcare, automotive, and media & entertainment
• In terms of vertical, the automotive segment is expected to grow at the prominent CAGR over the forecast period owing to rising development of self-driving cars and trucks
• The key players in the market are Alegion, Appen Ltd., Cogito Tech LLC, Deep Systems LLC, Labelbox Inc., Edgecase, Labelbox, Inc., Clickworker GmbH, CloudApp CloudFactory Limited, Playment Inc., Mighty AI, Inc., Scale AI Inc., Shaip, Tagtog Sp. z o.o., Trilldata Technologies Pvt Ltd. among others

Table of Contents

Chapter 1 Methodology and Scope

• 1.1 Market Segmentation & Scope
• 1.2 Market Definitions
• 1.3 Information Procurement
  • 1.3.1 Information analysis
  • 1.3.2 Market Formulation & Data Visualization
  • 1.3.3 Data validation & publishing
• 1.4 Research Scope and Assumptions
  • 1.4.1 List to Data Sources

Chapter 2 Executive Summary

• 2.1 Market Snapshot
• 2.2 Segment Snapshot
• 2.3 Competitive Landscape Snapshot

Chapter 3 Data labeling solution & services Variables and Trends

• 3.1 Market Lineage Outlook
• 3.2 Industry Value Chain Analysis
• 3.3 Market Dynamics
• 3.4 Market Driver Impact Analysis
  • 3.4.1 Proliferation of connected cars and advances in autonomous driving technology
  • 3.4.2 Growing emphasis on centralized data management
  • 3.4.3 Advances in big data analytics based on AI and ML
• 3.5 Market Restraint Impact Analysis
  • 3.5.1 Lack of skilled professionals, Workforce management issues, and inaccuracy of data annotation
• 3.6 Industry Opportunities
• 3.7 Industry Challenges
• 3.8 Industry Analysis Tools
  • 3.8.1 porter's analysis
  • 3.8.2 Macroeconomic Analysis

Chapter 4 Data Labeling Solution and Services Market Analysis

• 4.1 Ballpark market size estimates and forecast for Generative AI in Data Labeling Solution and Services
  • 4.1.1 Global Generative AI in Data Labeling Solution and Services Market, 2018 - 2030
  • 4.1.2 Global Generative AI In Data Labeling Solution and Services Market, By region, 2018 - 2030
  • 4.1.3 North America Generative AI In Data Labeling Solution and Services Market, By Country, 2018 - 2030
  • 4.1.4 Europe Generative AI Generative AI IN Data Labeling Solution and Services Market, By Country, 2018 - 2030
  • 4.1.5 Asia-Pacific Generative AI In Data Labeling Solution and Services Market, By Country, 2018 - 2030
  • 4.1.6 Latin America Generative AI In Data Labeling Solution and Services Market, By Country, 2018 - 2030
  • 4.1.7 MEA Generative AI In Data Labeling Solution and Services Market, By Country, 2018 - 2030
• 4.2 Technology Overview
• 4.3 Key Trends and Development

Chapter 5 Data Labeling Solution & Services Market: Sourcing Type Estimates & Trend Analysis

• 5.1 Data Labeling Solution & Services Market, by Sourcing Type: Key Takeaways
• 5.2 Sourcing Type Data Labeling solution & Services Movement Analysis & Market Share, 2022 & 2030
• 5.3 Data Labeling Solution & Services Sourcing type Market Estimates & Forecast, By Sourcing Type (Revenue, USD Million)
  • 5.3.1 In-house
  • 5.3.2 Outsourced

Chapter 6 Data Labeling Solution &n Services Market: Type Estimates & Trend Analysis

• 6.1 Data Labeling Solution & Services Market, by Type: Key Takeaways
• 6.2 Type Data Labeling solution & Services Movement Analysis & Market Share, 2022 & 2030
• 6.3 Data Labeling Solution & Services Market Estimates & Forecast, By Type (Revenue, USD Million)
  • 6.3.1 Text
  • 6.3.2 Image
  • 6.3.3 Audio

Chapter 7 Data Labeling Solution &n Services Market: Labeling Type Estimates & Trend Analysis

• 7.1 Data Labeling Solution & Services Market, by Labeling Type: Key Takeaways
• 7.2 Labeling Type Data Labeling solution & Services Movement Analysis & Market Share, 2022 & 2030
• 7.3 Data Labeling Solution & Services Sourcing type Market Estimates & Forecast, By Labeling Type (Revenue, USD Million)
  • 7.3.1 Manual
  • 7.3.2 Semi-supervised
  • 7.3.3 Automatic

Chapter 8 Data Labeling Solution & Services Market: Vertical Estimates & Trend Analysis

• 8.1 Data Labeling Solution & Services Market, by Vertical: Key Takeaways
• 8.2 Vertical Movement Analysis & Market Share, 2022 & 2030
• 8.3 Data Labeling Solution & Services Market Estimates & Forecast, By Vertical (Revenue, USD Million)
  • 8.3.1 IT
  • 8.3.2 Automotive
  • 8.3.3 Government
  • 8.3.4 Healthcare
  • 8.3.5 Financial Services
  • 8.3.6 Retail
  • 8.3.7 Others

Chapter 9 Data labeling solution & services Market: Regional Estimates & Trend Analysis

• 9.1 Data labeling Solution & Services Market: Regional Outlook
• 9.2 North America
  • 9.2.1 North America Data labeling solution & services Market Estimates & Forecasts, 2018 - 2030 (Revenue USD Million)
  • 9.2.2 U.S.
  • 9.2.3 Canada
• 9.3 Europe
  • 9.3.1 Europe Data labeling solution & services Market Estimates & Forecasts, 2018 - 2030 (Revenue USD Million)
  • 9.3.2 U.K.
  • 9.3.3 Germany
  • 9.3.4 France
• 9.4 Asia Pacific
  • 9.4.1 Asia Pacific Data labeling solution & services Market Estimates & Forecasts, 2018 - 2030 (Revenue USD Million)
  • 9.4.2 China
  • 9.4.3 Japan
  • 9.4.4 India
  • 9.4.5 South Korea
  • 9.4.6 South Korea Data labeling solution & services Market Estimates & Forecasts, 2018 - 2030 (Revenue USD Million)
  • 9.4.7 Australia
  • 9.4.8 Australia Data labeling solution & services Market Estimates & Forecasts, 2018 - 2030 (Revenue USD Million)
• 9.5 Latin America
  • 9.5.1 Latin America Data labeling solution & services Market Estimates & Forecasts, 2018 - 2030 (Revenue USD Million)
  • 9.5.2 Brazil
  • 9.5.3 Mexico
• 9.6 MEA
  • 9.6.1 MEA Data labeling solution & services Market Estimates & Forecasts, 2018 - 2030 (Revenue USD Million)
  • 9.6.2 Kingdom of Saudi Arabia (KSA)
  • 9.6.3 UAE
  • 9.6.4 South Africa

Chapter 10 Data Labeling Solution and Services Market - Competitive Landscape

• 10.1 Recent Developments & Impact Analysis, By Key Market Participants
• 10.2 Company Categorization
• 10.3 Participant's Overview
• 10.4 Financial Performance
• 10.5 Product Benchmarking
• 10.6 Company Market Positioning
• 10.7 Company Heat Map Analysis
• 10.8 Strategy Mapping
  • 10.8.1 Expansion
  • 10.8.2 Mergers & Acquisition
  • 10.8.3 Partenerships & Collaborations
  • 10.8.4 New Product Launches
  • 10.8.5 Others

List of Tables

• Table 1 Global Generative AI in Data Labeling Solution and Services Market, 2018 - 2030 (USD Million)
• Table 2 Global Generative AI in Data Labeling Solution and Services Market, by Region, 2018 - 2030 (USD Million)
• Table 3 North America Generative AI Data Labeling Solution and Services Market, by Country, 2018 - 2030 (USD Million)
• Table 4 Europe Data Labeling Solution and Services Market, by Country, 2018 - 2030 (USD Million)
• Table 5 Asia pacific Generative AI Data Labeling Solution and Services Market, by Country, 2018 - 2030 (USD Million)
• Table 6 Latin America Generative AI Data Labeling Solution and Services Market, by Country, 2018 - 2030 (USD Million)
• Table 7 MEA Generative AI Data Labeling Solution and Services Market, by Country, 2018 - 2030 (USD Million)
• Table 8 Global Data labeling solution & services Market Revenue Estimates and Forecast, By Sourcing Type, 2018 - 2030 (USD Million)
• Table 9 Global Data labeling solution & services Market Revenue Estimates and Forecast, By Type, 2018 - 2030 (USD Million)
• Table 10 Global Data labeling solution & services Market Revenue Estimates and Forecast, By Labeling Type, 2018 - 2030 (USD Million)
• Table 11 Global Data labeling solution & services Market Revenue Estimates and Forecast, By Vertical, 2018 - 2030 (USD Million)
• Table 12 Recent Developments & Impact Analysis, By Key Market Participants
• Table 13 Company Heat Map Analysis
• Table 14 Key Companies undergoing expansions
• Table 15 Key Companies involved in M&As
• Table 16 Key Companies undergoing collaborations
• Table 17 Key Companies launching new products

List of Figures

• Fig. 1 Data labeling solution & services Market Segmentation
• Fig. 2 Information Procurement
• Fig. 3 Data Analysis Models
• Fig. 4 Market Formulation and Validation
• Fig. 5 Data Validating & Publishing
• Fig. 6 Market Snapshot
• Fig. 7 Segment Snapshot (1/2)
• Fig. 8 Market Snapshot (2/2)
• Fig. 9 Competitive Landscape Snapshot
• Fig. 10 Data Labeling Solutions And Services Market: Industry Value Chain Analysis
• Fig. 11 Data Labeling Solution And Services Market: Market Dynamics
• Fig. 12 Data Labeling Solutions And Services Market: PORTER's Analysis
• Fig. 13 Data labeling solution & services Market: PESTEL Analysis
• Fig. 14 Data Labeling Solution & Services Market, by Sourcing Type: Key Takeaways
• Fig. 15 Data labeling solution & services Market, by Sourcing type: Market Share, 2022 & 2030
• Fig. 16 Data labeling solution & services market estimates & forecasts, 2018 - 2030 (Revenue, USD Million)
• Fig. 17 Outsourced Data labeling solution & services market estimates & forecasts, 2018 - 2030 (Revenue, USD Million)
• Fig. 18 Data Labeling Solution & Services Market, by Type: Key Takeaways
• Fig. 19 Data labeling solution & services Market, by type: Market Share, 2022 & 2030
• Fig. 20 Data labeling solution & services market estimates & forecasts, 2018 - 2030 (Revenue, USD Million)
• Fig. 21 Image Data labeling solution & services market estimates & forecasts, 2018 - 2030 (Revenue, USD Million)
• Fig. 22 Audio Data labeling solution & services market estimates & forecasts, 2018 - 2030 (Revenue, USD Million)
• Fig. 23 Data Labeling Solution & Services Market, by Labeling Type: Key Takeaways
• Fig. 24 Data labeling solution & services Market, by Labeling type: Market Share, 2022 & 2030
• Fig. 25 Data labeling solution & services market estimates & forecasts, 2018 - 2030 (Revenue, USD Million)
• Fig. 26 Semi-supervised Data labeling solution & services market estimates & forecasts, 2018 - 2030 (Revenue, USD Million)
• Fig. 27 Automatic Data labeling solution & services market estimates & forecasts, 2018 - 2030 (Revenue, USD Million)
• Fig. 28 Data Labeling solution & services Market, by Vertical: Key Takeaways
• Fig. 29 Data labeling solution & services Market, by Vertical: Market Share, 2022 & 2030
• Fig. 30 IT market estimates & forecasts, 2018 - 2030 (Revenue, USD Million)
• Fig. 31 Automotive market estimates & forecasts, 2018 - 2030 (Revenue, USD Million)
• Fig. 32 Government Data labeling solution & services market estimates & forecasts, 2018 - 2030 (Revenue, USD Million)
• Fig. 33 Healthcare Data labeling solution & services market estimates & forecasts, 2018 - 2030 (Revenue, USD Million)
• Fig. 34 Financial Services Data labeling solution & services market estimates & forecasts, 2018 - 2030 (Revenue, USD Million)
• Fig. 35 Retail Data labeling solution & services market estimates & forecasts, 2018 - 2030 (Revenue, USD Million)
• Fig. 36 Others Data labeling solution & services market estimates & forecasts, 2018 - 2030 (Revenue, USD Million)
• Fig. 37 7.1 Data labeling Solution & Services market revenue, by region, 2022 & 2030 (USD Million)
• Fig. 38 Regional marketplace: Key takeaways
• Fig. 39 Regional marketplace: Key takeaways
• Fig. 40 North America Data labeling solution & services market estimates & forecast, 2018 - 2030 (Revenue USD Million)
• Fig. 41 U.S. Data labeling solution & services market estimates & forecast, 2018 - 2030 (Revenue USD Million)
• Fig. 42 Canada data labeling solution & services market estimates & forecast, 2018 - 2030 (Revenue USD Million)
• Fig. 43 Europe data labeling solution & services market estimates & forecast, 2018 - 2030 (Revenue USD Million)
• Fig. 44 U.K. data labeling solution & services market estimates & forecast, 2018 - 2030 (Revenue USD Million)
• Fig. 45 Germany data labeling solution & services market estimates & forecast, 2018 - 2030 (Revenue USD Million)
• Fig. 46 France data labeling solution & services market estimates & forecast, 2018 - 2030 (Revenue USD Million)
• Fig. 47 Asia Pacific Data labeling solution & services market estimates & forecast, 2018 - 2030 (Revenue USD Million)
• Fig. 48 China Data labeling solution & services market estimates & forecast, 2018 - 2030 (Revenue USD Million)
• Fig. 49 Japan Data labeling solution & services market estimates & forecast, 2018 - 2030 (Revenue USD Million)
• Fig. 50 India data labeling solution & services market estimates & forecast, 2018 - 2030 (Revenue USD Million)
• Fig. 51 South Korea Data labeling solution & services market estimates & forecast, 2018 - 2030 (Revenue USD Million)
• Fig. 52 Australia Data labeling solution & services market estimates & forecast, 2018 - 2030 (Revenue USD Million)
• Fig. 53 Latin America Data labeling solution & services market estimates & forecast, 2018 - 2030 (Revenue USD Million)
• Fig. 54 Brazil Data Labeling Solution & Services market estimates & forecast, 2018 - 2030 (Revenue USD Million)
• Fig. 55 Mexico Data labeling solution & services market estimates & forecast, 2018 - 2030 (Revenue USD Million)
• Fig. 56 MEA Data labeling solution & services market estimates & forecast, 2018 - 2030 (Revenue USD Million)
• Fig. 57 KSA Data labeling solution & services market estimates & forecast, 2018 - 2030 (Revenue USD Million)
• Fig. 58 UAE Data labeling solution & services market estimates & forecast, 2018 - 2030 (Revenue USD Million)
• Fig. 59 South Africa Data labeling solution & services market estimates & forecast, 2018 - 2030 (Revenue USD Million)
• Fig. 60 Key Company Categorization
• Fig. 61 Company Market Positioning
• Fig. 62 Strategic framework