数据注释工具市场基于(主要地区、市场参与者、规模和份额)- 预测至 2031 年

  • Report Code : TIPRE00008379
  • Category : Technology, Media and Telecommunications
  • No. of Pages : 150
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数据注释工具市场规模预计将从 2023 年的 15.8 亿美元增至 2031 年的 79.2 亿美元。预计 2023-2031 年市场复合年增长率将达到 22.3%。计算机视觉和自然语言处理 (NLP) 等高级注释工具的出现很可能仍是数据注释工具市场的关键趋势。

数据注释工具市场分析

由于医疗保健行业越来越多地采用人工智能,以及机器学习、物联网、高级预测分析、人工智能和机器人等先进技术产生的数据量不断增加,数据注释工具市场正在快速增长。受自助服务应用需求不断增长的推动,市场正在稳步扩张。此外,组织越来越多地采用数据注释工具,行业越来越多地部署下一代数据注释工具,为市场增长提供了丰厚的机会。

数据注释工具市场概览

数据注释工具通常是利用数据科学技术和软件开发的组合来构建的。该过程首先选择适当的数据样本进行注释,随后由人工注释者或自动算法对其进行标记或注释。注释可以采用边界框、关键点、多边形或文本标签的形式,具体取决于所注释的数据类型。数据注释工具在人工智能和机器学习项目中至关重要,因为它们支持用户对数据进行标记和注释,使其适合训练机器学习算法。这些技术对于对象检测、文本分类、图像分割和语音识别等应用是必需的。数据注释工具(例如缩放、调整大小和平移)提供的显着优势增加了其在组织中的采用,从而推动了市场的发展。

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数据注释工具市场:

数据标注工具市场

  • 年均复合增长率(2023 - 2031)
    22.3%
  • 2023 年市场规模
    15.8 亿美元
  • 2031 年市场规模
    79.2 亿美元

市场动态

增长动力
  • 医疗保健行业对人工智能的采用日益增多
未来的趋势
  • 计算机视觉和自然语言处理 (NLP) 等高级注释工具的出现
机会
  • 组织越来越多地采用数据注释工具

关键人物;主力;重要一员

  • 澳鹏有限公司 Limited
  • 云工厂有限公司 Limited
  • 我思
  • Keylabs.ai 有限公司
  • 谷歌有限责任公司
  • 标签盒公司
  • 灯牌
  • 塔格托格动物
  • ClickWorker GmbH
  • SCALE AI, INC.

区域概况

  • 北美
  • 欧洲
  • 亚太
  • 南美洲和中美洲
  • 中东和非洲

市场细分

类型
  • 文本
  • 图像
  • 其他的
注释类型
  • 手动的
  • 半监督
  • 自动的
最终用户
  • 汽车
  • 政府
  • 卫生保健
  • 金融服务
  • 零售
  • 电信
  • 其他的
  • 示例 PDF 通过定性和定量分析展示了内容结构和信息的性质。

数据注释工具市场驱动因素和机遇

医疗保健行业越来越多地采用人工智能正在推动市场发展

数据注释在改善医疗保健行业的人工智能应用方面发挥着重要作用。在医学成像数据技术中,人工智能系统使用计算机视觉或机器视觉来识别可能的损伤和模式,允许医疗从业者在对患者进行分析后自动编写报告。 AI 用于快速检查 X 射线图像、CT 扫描和 MRI 扫描的数据库,以诊断各种损伤。数据注释工具帮助基于人工智能的系统分离从平均和受伤的医学照片中获取的数据,以便生成受检查个体的最终报告。这增加了数据注释工具的采用,以增强医疗行业中的人工智能应用。

越来越多的组织采用数据注释工具 - 数据注释工具市场的机会

自动化数据注释工具的有效性以及云计算注释大型数据集的不断增长正在创造市场机会。企业使用数据注释工具来提高准确性并管理员工。基于人工智能的数据注释工具具有自动化功能,这增加了组织在劳动力管理方面的采用率。数据注释工具与重要的劳动力管理功能集成,包括任务分配和生产力分析,可测量每项工作或子任务所花费的时间。

数据注释工具为组织提供了一种管理数据集和工作流程的全面方法。这些工具支持组织调查、导入和处理他们需要标记的大量数据和文件格式,预计这将在预测期内为市场创造机会。

数据注释工具市场报告细分分析

有助于数据注释工具市场分析的关键部分是类型、自动化类型和最终用户。

  • 根据类型,数据标注工具市场分为文本、图像和其他。 2023 年,文本细分市场占据了更大的市场份额。
  • 根据注释类型,市场分为手动、半监督和自动。手动部分在 2023 年占据了更大的市场份额。
  • 就最终用户而言,数据注释工具市场分为汽车、政府、医疗保健、金融服务、零售、IT 和电信等。 2023 年,IT 和电信领域将占据更大的市场份额。

数据注释工具市场份额按地区分析

数据注释工具市场报告的地理范围主要分为五个区域:北美、亚太、欧洲、中东和非洲、南美/南美和中美。

就收入而言,由于数据标记工具越来越受欢迎,企业越来越多地使用人工智能和机器学习技术,北美市场占据了数据注释工具的最大市场份额。北美许多组织使用数据标记技术来确保高质量的数据输入,从而推动了市场的发展。此外,人工智能和深度学习技术的发展也推动了该地区市场的发展。

数据注释工具市场报告范围

报告属性细节
2023 年的市场规模15.8亿美元
2031 年市场规模79.2 亿美元
全球复合年增长率(2023 - 2031)22.3%
历史数据2021-2022
预测期2024-2031
涵盖的领域按类型
  • 文本
  • 图像
  • 其他的
按注释类型
  • 手动的
  • 半监督
  • 自动的
按最终用户
  • 汽车
  • 政府
  • 卫生保健
  • 金融服务
  • 零售
  • 电信
  • 其他的
覆盖地区和国家北美
  • 我们
  • 加拿大
  • 墨西哥
欧洲
  • 英国
  • 德国
  • 法国
  • 俄罗斯
  • 意大利
  • 欧洲其他地区
亚太
  • 中国
  • 印度
  • 日本
  • 澳大利亚
  • 亚太其他地区
南美洲和中美洲
  • 巴西
  • 阿根廷
  • 南美洲和中美洲其他地区
中东和非洲
  • 南非
  • 沙特阿拉伯
  • 阿联酋
  • 中东和非洲其他地区
市场领导者和主要公司简介
  • 澳鹏有限公司
  • 云工厂有限公司
  • 我思
  • Keylabs.ai 有限公司
  • 谷歌有限责任公司
  • 标签盒公司
  • 灯牌
  • 塔格托格动物
  • ClickWorker GmbH
  • SCALE AI, INC.
  • 示例 PDF 通过定性和定量分析展示了内容结构和信息的性质。

数据注释工具市场新闻和最新发展

数据注释工具市场是通过收集初级和二级研究后的定性和定量数据来评估的,其中包括重要的公司出版物、协会数据和数据库。以下是数据注释工具和策略市场发展的列表:

  • 2023 年 11 月,领先的 AI 生命周期高质量数据提供商 Appen Limited 选择 Amazon Web Services (AWS) 作为其 AI 解决方案和创新的主要云。随着 Appen 为 AI 数据源、注释和模型评估开发新的企业解决方案,两家公司正在通过一项多年协议扩大合作关系。(来源:Appen Limited,新闻稿,2023 年)

数据注释工具市场报告范围和可交付成果

《数据注释工具市场规模和预测(2021-2031)》报告对涵盖以下领域的市场进行了详细分析:

  • 范围内所有主要细分市场的全球、区域和国家层面的市场规模和预测
  • 市场动态,例如驱动因素、限制因素和关键机遇
  • 未来主要趋势
  • 详细的 PEST/波特五力分析和 SWOT 分析
  • 全球和区域市场分析涵盖关键市场趋势、主要参与者、法规和最新市场发展
  • 行业格局和竞争分析,涵盖市场集中度、热点图分析、知名参与者和最新发展
  • 详细的公司简介
Report Coverage
Report Coverage

Revenue forecast, Company Analysis, Industry landscape, Growth factors, and Trends

Segment Covered
Segment Covered

This text is related
to segments covered.

Regional Scope
Regional Scope

North America, Europe, Asia Pacific, Middle East & Africa, South & Central America

Country Scope
Country Scope

This text is related
to country scope.

Frequently Asked Questions


What is the incremental growth of the global data annotation tools market during the forecast period?

The incremental growth expected to be recorded for the global data annotation tools market during the forecast period is US$ 6.33 billion.

Which are the key players holding the major market share of the global data annotation tools market?

The key players holding majority shares in the global data annotation tools market are Appen Limited, CloudFactory Limited, Cogito, Keylabs.ai LTD, and Google LLC.

What will be the market size of the global data annotation tools market by 2031?

The global data annotation tools market is expected to reach US$ 7.92 billion by 2031.

What are the future trends of the global data annotation tools market?

The emergence of advanced annotation tools, such as computer vision and natural language processing (NLP), to play a significant role in the global data annotation tools market in the coming years.

What are the driving factors impacting the global data annotation tools market?

The growing adoption of AI in the healthcare industry and the increasing large volume of data generated by advanced technologies such as ML, IoT, advanced predictive analytics, AI, and robotics are the major factors that propel the global data annotation tools market.

What is the estimated market size for the global data annotation tools market in 2023?

The global data annotation tools market was estimated to be US$ 1.58 billion in 2023 and is expected to grow at a CAGR of 22.3% during the forecast period 2023 - 2031.

The Insight Partners performs research in 4 major stages: Data Collection & Secondary Research, Primary Research, Data Analysis and Data Triangulation & Final Review.

  1. Data Collection and Secondary Research:

As a market research and consulting firm operating from a decade, we have published and advised several client across the globe. First step for any study will start with an assessment of currently available data and insights from existing reports. Further, historical and current market information is collected from Investor Presentations, Annual Reports, SEC Filings, etc., and other information related to company’s performance and market positioning are gathered from Paid Databases (Factiva, Hoovers, and Reuters) and various other publications available in public domain.

Several associations trade associates, technical forums, institutes, societies and organization are accessed to gain technical as well as market related insights through their publications such as research papers, blogs and press releases related to the studies are referred to get cues about the market. Further, white papers, journals, magazines, and other news articles published in last 3 years are scrutinized and analyzed to understand the current market trends.

  1. Primary Research:

The primarily interview analysis comprise of data obtained from industry participants interview and answers to survey questions gathered by in-house primary team.

For primary research, interviews are conducted with industry experts/CEOs/Marketing Managers/VPs/Subject Matter Experts from both demand and supply side to get a 360-degree view of the market. The primary team conducts several interviews based on the complexity of the markets to understand the various market trends and dynamics which makes research more credible and precise.

A typical research interview fulfils the following functions:

  • Provides first-hand information on the market size, market trends, growth trends, competitive landscape, and outlook
  • Validates and strengthens in-house secondary research findings
  • Develops the analysis team’s expertise and market understanding

Primary research involves email interactions and telephone interviews for each market, category, segment, and sub-segment across geographies. The participants who typically take part in such a process include, but are not limited to:

  • Industry participants: VPs, business development managers, market intelligence managers and national sales managers
  • Outside experts: Valuation experts, research analysts and key opinion leaders specializing in the electronics and semiconductor industry.

Below is the breakup of our primary respondents by company, designation, and region:

Research Methodology

Once we receive the confirmation from primary research sources or primary respondents, we finalize the base year market estimation and forecast the data as per the macroeconomic and microeconomic factors assessed during data collection.

  1. Data Analysis:

Once data is validated through both secondary as well as primary respondents, we finalize the market estimations by hypothesis formulation and factor analysis at regional and country level.

  • Macro-Economic Factor Analysis:

We analyse macroeconomic indicators such the gross domestic product (GDP), increase in the demand for goods and services across industries, technological advancement, regional economic growth, governmental policies, the influence of COVID-19, PEST analysis, and other aspects. This analysis aids in setting benchmarks for various nations/regions and approximating market splits. Additionally, the general trend of the aforementioned components aid in determining the market's development possibilities.

  • Country Level Data:

Various factors that are especially aligned to the country are taken into account to determine the market size for a certain area and country, including the presence of vendors, such as headquarters and offices, the country's GDP, demand patterns, and industry growth. To comprehend the market dynamics for the nation, a number of growth variables, inhibitors, application areas, and current market trends are researched. The aforementioned elements aid in determining the country's overall market's growth potential.

  • Company Profile:

The “Table of Contents” is formulated by listing and analyzing more than 25 - 30 companies operating in the market ecosystem across geographies. However, we profile only 10 companies as a standard practice in our syndicate reports. These 10 companies comprise leading, emerging, and regional players. Nonetheless, our analysis is not restricted to the 10 listed companies, we also analyze other companies present in the market to develop a holistic view and understand the prevailing trends. The “Company Profiles” section in the report covers key facts, business description, products & services, financial information, SWOT analysis, and key developments. The financial information presented is extracted from the annual reports and official documents of the publicly listed companies. Upon collecting the information for the sections of respective companies, we verify them via various primary sources and then compile the data in respective company profiles. The company level information helps us in deriving the base number as well as in forecasting the market size.

  • Developing Base Number:

Aggregation of sales statistics (2020-2022) and macro-economic factor, and other secondary and primary research insights are utilized to arrive at base number and related market shares for 2022. The data gaps are identified in this step and relevant market data is analyzed, collected from paid primary interviews or databases. On finalizing the base year market size, forecasts are developed on the basis of macro-economic, industry and market growth factors and company level analysis.

  1. Data Triangulation and Final Review:

The market findings and base year market size calculations are validated from supply as well as demand side. Demand side validations are based on macro-economic factor analysis and benchmarks for respective regions and countries. In case of supply side validations, revenues of major companies are estimated (in case not available) based on industry benchmark, approximate number of employees, product portfolio, and primary interviews revenues are gathered. Further revenue from target product/service segment is assessed to avoid overshooting of market statistics. In case of heavy deviations between supply and demand side values, all thes steps are repeated to achieve synchronization.

We follow an iterative model, wherein we share our research findings with Subject Matter Experts (SME’s) and Key Opinion Leaders (KOLs) until consensus view of the market is not formulated – this model negates any drastic deviation in the opinions of experts. Only validated and universally acceptable research findings are quoted in our reports.

We have important check points that we use to validate our research findings – which we call – data triangulation, where we validate the information, we generate from secondary sources with primary interviews and then we re-validate with our internal data bases and Subject matter experts. This comprehensive model enables us to deliver high quality, reliable data in shortest possible time.

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