数据注释工具市场基于(关键地区、市场参与者、规模和份额)- 到 2031 年的预测

  • Report Code : TIPRE00008379
  • Category : Technology, Media and Telecommunications
  • Status : Published
  • No. of Pages : 173
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数据注释工具市场预计将从 2020 年的 8.975 亿美元增长到 2027 年的 64.50 亿美元;预计2020年至2027年复合年增长率为32.54%。

市场参与者不断增加的投资归因于市场的增长。随着对标记数据的需求不断增长,许多提供数据标记服务的公司越来越多地投资于数据注释。例如,Alegion 成立于 2012 年,总部位于德克萨斯州奥斯汀,拥有最强大、最灵活的训练数据注释平台。 2019年8月,该公司筹集了1200万美元用于数据注释。此次投资将加速其 75 人团队的扩张以及先进技术与其产品组合的整合。此外,iMerit 成立于 2012 年,专注于提供高质量的技术支持的数据标记服务,以从其算法中获得最佳结果。 2020年2月,公司投资2000万美元拓展数据标注业务。利用投资资金,该公司计划将员工人数增加两倍,从 3000 人增至 10,000 人。该公司还将投资加强其专有人工智能平台的创新。

此外,Appen(澳大利亚)以约 3 亿美元收购Figure 8(旧金山)。图八拥有机器学习软件平台,使用高度自动化的工具将未标记的文本、图像、音频和视频数据转换为高质量的人工智能训练数据。此次收购将促进用于机器学习和人工智能的高质量、人工注释数据集的开发;因此,市场参与者增加投资可能会推动预测期内的市场增长。

数据标注工具市场的利润丰厚的区域


 

市场洞察–数据注释工具市场

市场参与者加强有机发展

在评估、更新和删除医疗报告或相关合同等结构化文档中的数据时,不能将众包视为一种选择。需要更好地理解信息才能准确注释和标记人工智能细节。数据准备、注释和标记对于训练人工智能和机器学习模型至关重要,这反过来又推动了对数据注释工具的需求。由于数据标注的需求不断增加,市场参与者正在参与人工智能、机器学习、图像识别和机器人技术领域的各种有机发展以训练数据。例如,2019 年 4 月,人工智能 (AI) 劳动力管理解决方案的全球领导者之一 CloudFactory 推出了一款解决方案,并与人工智能技术提供商 Hivemind、Labelbox 和 Dataloop 合作,对数据进行标记、标签或注释。同样,2019年6月,成立于1988年的Innodata Inc.为需要复杂人工智能训练数据的企业推出了数据标注和标签解决方案,从而帮助管理金融服务等关键行业的数据标注和标签服务、法律、医疗保健和制药。


基于注释类型的洞察

基于注释类型,数据注释工具市场分为手动、半监督和自动。 2017年,手动细分市场占据最大市场份额。

战略洞察

数据标注工具市场的参与者主要集中在开发先进高效的产品。

  • 2020 年,Google AI 刚刚推出了新版本 (V6) 的照片数据集 Open Images,其中包括完整的称为本地化叙述的新型注释。
  • 2019 年,Appen Limited 推出了 Appen 安全工作空间解决方案,该解决方案提供了技术、人员和流程的正确组合,以确保可以对包含敏感数据的项目进行注释被全球人群安全地使用,这很可能用于人工智能训练数据注释。

数据注释工具市场细分如下:

p>


数据注释工具市场 –按类型

  • 文本
  • 图像
  • 其他

数据注释工具市场 -按注释类型公共服务提供商;     

  • 手动
  • 半监督
  • 自动

全球数据注释工具市场 -按最终用户划分

  • 汽车
  • 政府
  • 医疗保健
  • 金融服务
  • 零售
  • IT 和电信
  • 其他

数据注释工具市场 -按地理位置

  • 北美洲
    • 美国
    • 加拿大
    • 墨西哥
  • < li>欧洲
    • 法国
    • 德国
    • 意大利
    • 俄罗斯
    • 英国
    • 其他欧洲
  • 亚太地区 (APAC)
    • 日本
    • 中国
    • 澳大利亚
    • < li>印度
    • 韩国
    • 亚太地区其他地区
  • 中东和非洲 (MEA)
    • 沙特阿拉伯
    • 阿联酋
    • 南非
    • MEA其他地区
  • 南美洲(SAM)< ul>
  • 巴西
  • 阿根廷
  • SAM 其余地区
< p>数据标注工具市场——公司简介

  • Appen Limited
  • CloudFactory Limited
  • Cogito
  • Deep Systems
  • Google LLC< /li>
  • Labelbox, Inc
  • LIGHTTAG
  • Tagtog Sp。 z oo
  • PLAYMENT INC.
  • SCALE AI, INC.
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.

The List of Companies - Data Annotation Tools Market

  1. Cogito
  2. Google LLC.
  3. Deep Systems
  4. Appen Limited
  5. Labelbox, Inc
  6. LightTag
  7. PLAYMENT INC
  8. Scale AI, Inc.
  9. Tagtog Sp. z o.o.
  10. CloudFactory Limited

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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