數據標籤解決方案和服務市場規模、份額和趨勢分析報告：按採購類型、按類型、按標籤類型、按行業、按地區、細分市場趨勢，2023-2030 年

數據標籤解決方案和服務市場增長和趨勢

來自 Grand View Research, Inc 的新報告。確實如此。

2023年至2030年的複合年增長率預計將達到21.3%。 數據標籤解決方案和服務在汽車行業的廣泛使用，加上自動駕駛汽車了解各種傳感器，幫助網絡系統和計算機驅動汽車，是推動市場增長的主要因素。

公眾對數字化意識的提高、醫療保健治療的擴展和技術的改進推動了全球數據標籤解決方案和服務市場的發展。 大型企業、汽車和醫療保健行業等多個行業的重大技術進步正在增加對數據標籤解決方案和服務的需求。 例如，豐田研究院、Zoox、Waymo LLC 和 Lyft, Inc. 使用美國數字初創公司 Scale AI, Inc. 提供的數據標籤服務。 供應商越來越多地在其服務和產品上使用數據標籤，並向客戶提供成分列表，預見到全球市場的擴張。 例如，圖像處理技術有助於提高 Twitter 和 Facebook 這兩個流行社交網站上的受眾參與度。

此外，機器學習應用程序廣泛用於對推文和新聞文章等數據項進行分類。 這需要特定的帶註釋的訓練數據集來幫助開發自動對未來數據項進行分類的算法。 然而，手動構建此類數據集是一項複雜的任務，需要編碼人員花費大量時間。 隨著電子病歷系統 (HER) 的日益普及，臨床數據收集（主要是非結構化文本文檔）已成為臨床研究的寶貴資源。 統計 NLP（自然語言處理）標準的開發是為了解鎖臨床文獻中隱藏的數據。

由於情感分析的進步，文本標籤通常用於社交媒體監控中以創建推薦系統。 2019年12月，Enlitic, Inc.宣布與土耳其私人醫療保健提供商MLPCare合作，將臨床人工智能整合到土耳其以及中亞和東歐鄰國的醫療保健系統中。 根據協議，Enlitic, Inc.將為土耳其患者開發、訓練和驗證深度學習模型。 因此，數據標籤解決方案和服務的應用不斷增加預計將推動市場增長。

數據標籤解決方案和服務市場報告亮點

• 按類型劃分，圖像和視頻註釋細分市場預計將在預測期內為市場帶來可觀的收入。 這一增長歸因於計算機視覺在醫療保健、汽車以及媒體和娛樂等多個行業中的日益採用。
• 按行業劃分，由於開發的自動駕駛汽車和卡車數量不斷增加，預計汽車行業在預測期內將以顯著的複合年增長率增長。
• 市場上的主要參與者包括 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.

內容

第一章調查方法及範圍

• 市場細分和範圍
• 市場定義
• 信息獲取
  • 信息分析
  • 市場形成和數據可視化
  • 驗證和發布數據
• 調查範圍和假設
  • 數據源列表

第 2 章執行摘要

• 市場概況
• 片段快照
• 競爭格局快照

第 3 章：數據標籤解決方案和服務的變量和趨勢

• 市場體系展望
• 行業價值鏈分析
• 市場動態
• 市場驅動因素影響分析
  • 聯網汽車的傳播和自動駕駛技術的進步
  • 集中式數據管理的重要性將會增加
  • 基於人工智能和機器學習的大數據分析的進展
• 市場限制影響分析
  • 缺乏熟練的專業人員、勞動力管理問題以及數據註釋不准確
• 行業機會
• 行業問題
• 行業分析工具
  • 波特的分析
  • 宏觀經濟分析

第 4 章數據標籤解決方案和服務市場分析

• 對數據標籤解決方案和服務中生成式人工智能的粗略市場規模的估計和預測
• 技術概述
• 主要趨勢和發展

第 5 章數據標籤解決方案和服務市場：採購類型估算和趨勢分析

• 要點
• 2022 年和 2030 年變化分析和市場份額
• 按採購類型
  • 內部
  • 外包

第 6 章數據標籤解決方案和服務市場：類型估計和趨勢分析

• 要點
• 2022 年和 2030 年變化分析和市場份額
• 按類型
  • 文本
  • 圖片
  • 音頻

第 7 章數據標籤解決方案和服務市場：標籤類型估計和趨勢分析

• 要點
• 2022 年和 2030 年變化分析和市場份額
• 按標籤類型
  • 手冊
  • 半託管
  • 自動

第 8 章數據標籤解決方案和服務市場：行業估算和趨勢分析

• 要點
• 2022 年和 2030 年變化分析和市場份額
• 按行業
  • IT
  • 汽車
  • 政府
  • 醫療保健
  • 金融業務
  • 零售
  • 其他

第 9 章數據標籤解決方案和服務市場：區域估計和趨勢分析

• 數據標籤解決方案和服務市場：區域展望
• 北美
  • 2018-2030 年北美數據標籤解決方案和服務市場估算和預測（收入）
  • 美國
  • 加拿大
• 歐洲
  • 2018-2030 年歐洲數據標籤解決方案和服務市場估算和預測（收入）
  • 英國
  • 德國
  • 法國
• 亞太地區
  • 2018-2030 年亞太地區數據標籤解決方案和服務的市場估算和預測（收入）
  • 中國
  • 日本
  • 印度
  • 韓國
  • 澳大利亞
• 拉丁美洲
  • 2018-2030 年拉丁美洲數據標籤解決方案和服務的市場估算和預測（收入）
  • 巴西
  • 墨西哥
• 中東和非洲
  • 2018-2030 年中東和非洲數據標籤解決方案和服務市場估算和預測（收入）
  • 沙特阿拉伯王國 (KSA)
  • 阿拉伯聯合酋長國
  • 南非

第 10 章數據標籤解決方案和服務市場 - 競爭格局

• 主要市場進入者的最新趨勢和影響分析
• 公司分類
• 參與公司概覽
• 財務業績
• 產品基準
• 公司的市場地位
• 公司熱力圖分析
• 戰略規劃
  • 擴展名
  • 併購
  • 夥伴關係與協作
  • 推出新產品
  • 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