数据收集和标记市场规模预计将从 2023 年的 29.4 亿美元增至 2031 年的 232 亿美元。预计 2023-2031 年市场复合年增长率将达到 29.5%。市场增长受到机器人工智能 (Al) 广泛采用等因素的推动。大数据很可能仍是数据收集和标记市场的关键趋势。
数据收集和标签市场分析
数据收集和标记涉及软件、流程和数据注释器的集成,用于清理、构造和标记数据。此类数据构成了机器学习 (ML) 模型的基础。当 ML 与人工智能 (Al) 和大数据结合使用时,有助于从传统数据分析解决方案无法提取的庞大数据集中提供可操作的见解。由于 ML 模型完全依赖于所输入数据的质量,因此数据收集和标记市场参与者开发的解决方案在全球范围内正经历高增长率。
数据收集和标签市场概览
机器人工智能 (Al) 和大数据的广泛应用推动了数据收集和标签市场的增长。物联网 (loT) 设备越来越多地用于工业、商业和住宅场景。互联网的日益普及推动了这种需求。企业将数据用于各种目的,包括收集竞争情报、推广产品、改进制造活动和简化供应链。这些因素推动了对适当的数据收集和标签解决方案的需求,而这反过来又推动了数据收集和标签市场的发展。
战略洞察
数据收集和标签市场驱动因素和机遇
加大人工智能和机器学习的实施力度以利于市场
人工智能有很多领域,每个领域都处理不同类型的数据,需要不同类型的数据标记。最常见的领域是图像和视频的计算机视觉、文本的自然语言处理 (NLP) 和语音识别的音频处理。利用照片和视频中的视觉数据,可以构建计算机视觉模型来识别、分类和提取有关数据中包含的项目的其他信息。对于这种模型,标记照片是数据标记过程的一部分,就像前面的例子一样。之后,标记的数据将用于训练计算机视觉模型对图像进行分类、识别图像中的重要事物或识别物体的位置。NLP 是人工智能的一个分支,它使模型能够理解口头或书面的自然语言。这种形式的数据标记要求标记者识别文本的重要部分或用特定标签标记文本以训练模型。然后,模型将发展出理解和解释文本的能力,即使措辞略有不同。
自动驾驶汽车和医疗保健等行业对高质量标记数据的需求。
数据收集和标记市场预计将经历一些沉浸式机会,因为认识到自动驾驶汽车和医疗保健等各个行业对高质量标记数据的需求不断增长。它的优势包括开发高效的标记工具、扩展到新兴市场以及提供专业的标记服务。
数据收集和标签市场报告细分分析
有助于得出数据收集和标签市场分析的关键部分是数据类型和垂直度。
- 根据数据类型,数据收集和标记市场分为文本、图像/视频和音频。文本部分预计在预测期内会增长。
- 按垂直行业划分,市场分为信息技术、汽车、政府、医疗保健、BFSI、零售和电子商务等。预计内部部署部分将在预测期内增长。
数据收集和标签市场份额(按地区)分析
数据收集和标签市场报告的地理范围主要分为五个区域:北美、亚太地区、欧洲、中东和非洲、南美/南美和中美。北美在数据收集和标签市场占据主导地位。北美地区各个行业采用高科技的趋势推动了数据收集和标签市场的增长。北美在数据收集和标签行业的主导地位主要归功于互联网的广泛普及、庞大的智能设备用户群以及大量市场参与者的存在。该地区的一些主要市场参与者包括 Alegion Inc.、IBM Corporation 和 Reality Analytics Inc. 这些数据收集和标签市场参与者见证了来自不同行业垂直领域的各种企业的持续需求。所有这些因素都促进了该地区数据收集和标签市场的增长。
数据收集和标签市场报告范围
数据收集和标签市场新闻和最新发展
数据收集和标记市场通过收集一手和二手研究后的定性和定量数据进行评估,其中包括重要的公司出版物、协会数据和数据库。以下是市场发展情况的列表:
- 2022 年 5 月,DataRobot 与 Labelbox 合作,为 AI 平台带来一流的非结构化数据标记功能。领先的非结构化数据标记功能提供商。Labelbox 的技术将标记复杂数据集所需的时间缩短了 5-10 倍,使小团队不再需要数月迭代来提供准确的训练数据以实现高模型性能。
(来源:DataRobot,新闻稿,2022 年)
数据收集和标签市场报告覆盖范围和交付成果
“数据收集和标签市场规模和预测(2024-2031)”报告对市场进行了详细的分析,涵盖以下领域:
- 范围内涵盖的所有主要细分市场的全球、区域和国家层面的数据收集和标签市场规模及预测。
- 市场动态,如驱动因素、限制因素和关键机遇
数据收集并标记市场趋势。
- 详细的 PEST/波特五力分析和 SWOT 分析。
- 数据收集和标签涵盖主要市场趋势、全球和、主要参与者、法规和最新的市场发展。
- 数据收集和标记行业格局和竞争分析,涵盖市场集中度、热图分析、知名参与者和最新发展。
- 详细的公司简介
- Historical Analysis (2 Years), Base Year, Forecast (7 Years) with CAGR
- PEST and SWOT Analysis
- Market Size Value / Volume - Global, Regional, Country
- Industry and Competitive Landscape
- Excel Dataset
Report Coverage
Revenue forecast, Company Analysis, Industry landscape, Growth factors, and Trends
Segment Covered
This text is related
to segments covered.
Regional Scope
North America, Europe, Asia Pacific, Middle East & Africa, South & Central America
Country Scope
This text is related
to country scope.
Trends and growth analysis reports related to Technology, Media and Telecommunications : READ MORE..
The List of Companies
1. Alegion Inc.
2. Appen Limited
3. BasicAI, Inc
4. Cogito Tech LLC
5. Global Technology Solutions
6. Globalme Localization Inc.
7. Labelbox, Inc
8. Playment Inc.
9. Reality AI
10. Scale AI, Inc.
The Insight Partners performs research in 4 major stages: Data Collection & Secondary Research, Primary Research, Data Analysis and Data Triangulation & Final Review.
- 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.
- 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:
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.
- 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.
- 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.