Data Collection and Labeling Market Size and Forecasts (2021 - 2031), Global and Regional Share, Trends, and Growth Opportunity Analysis

Coverage: Data Collection and Labeling Market covers analysis by Data Type (Text, Image/Video, Audio); Vertical (Information Technology, Automotive, Government, Healthcare, BFSI, Retail and E-commerce, Others) , and Geography (North America, Europe, Asia Pacific, and South and Central America)

  • Report Code : TIPRE00011529
  • Category : Technology, Media and Telecommunications
  • Status : Upcoming
  • No. of Pages : 150
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The data collection and labeling market was valued at US$ 1.82 billion in 2021 and it is expected to grow at a CAGR of 27.2% between 2022 to 2031.

The data collection and labeling involve the integration of software, processes, and data annotators for cleaning, structuring, and labeling data. Such data forms the base for machine learning (ML) models. ML, when utilized with artificial intelligence (AI) and big data, aids in providing actionable insights from huge datasets, which cannot be extracted by traditional data analytic solutions. Since ML models are completely dependent on the quality of data being fed, solutions developed by data collection and labeling market players are witnessing high growth rates globally.

MARKET DYNAMICS
The widespread adoption of machine learning (ML), artificial intelligence (AI), and big data have been driving the data collection and labeling market growth. Internet of Things (IoT)-enabled devices are being increasingly used in industrial, commercial, and residential scenarios. Growing penetration of internet have been fuelling such demand. The data is being utilized by businesses for various purposes, including gathering competitive intelligence, promoting their products, improving manufacturing activities, and streamlining supply chain. Such factors have been promoting the need for proper data collection and labeling solutions, which in turn have been fuelling the data collection and labeling market.

MARKET SCOPE
The "Global Data Collection and Labeling Market Analysis to 2028" is a specialized and in-depth study with a special focus on the global market trend analysis. The report aims to provide an overview of data collection and labeling industry with detailed market segmentation by data type and vertical. The report provides key statistics on the market status of the leading data collection and labeling industry player and offers key trends and opportunities in the market.

MARKET SEGMENTATION
The global data collection and labeling market is segmented based on data type and vertical. By data type, the market is segmented into text, image/video, and audio. Further, in terms of vertical, the market is categorized into information technology, automotive, government, healthcare, BFSI, retail and e-commerce, and others.

Strategic Insights


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REGIONAL FRAMEWORK
The report provides a detailed overview of the industry including both qualitative and quantitative information. It provides overview and forecast of the global data collection and labeling industry based on various segments. It also provides market size and forecast estimates from 2020 to 2028 with respect to five major regions North America, Europe, Asia Pacific (APAC), Middle East & Africa (MEA), and South America. The data collection and labeling market by each region is later sub-segmented by respective countries. The report covers analysis and forecast of 18 countries globally along with current trends and opportunities prevailing in the region.

From the regional perspective, North American dominated the data collection and labeling market with ~31% market share in 2021. The dominance of North America in the data collection and labeling industry is majorly due to widespread penetration of internet, large smart gadget user base, and the presence of a large number of market players. Some of the key market players in the region include Alegion Inc., IBM Corporation, and Reality Analytics Inc. These data collection and labeling market players witness constant demand from various enterprises across different industry verticals. The below figure showcases the revenue growth trend in the global data collection and labeling industry:

Data Collection and Labeling Market

Source: The Insight Partners Analysis

The report analyzes factors affecting data collection and labeling market from both demand and supply side and further evaluates market dynamics, i.e., drivers, restraints, opportunities, and future trends, effecting the market during the forecast period. The report also provides exhaustive PEST analysis highlighting the factors affecting the data collection and labeling market.

IMPACT OF COVID-19 PANDEMIC

The COVID-19 pandemic was an unprecedented event that disrupted several industry verticals globally. While some received a positive impact, most were negatively impacted. The US, India, Brazil, France, Russia, Turkey, the UK, Argentina, and Colombia were among the worst-affected countries by the pandemic. Implementation of containment measures, such as trade bans, travel restrictions, and workplace workforce limitations, impacted various businesses' manufacturing, supply, and sales. Such disruptions resulted in a temporary decline in the data collection and labeling market, as enterprises decided to focus on core business activities. However, post the first two quarters of 2020, the data collection and labeling market witnessed strong demand owing to rise in data being generated through social media platforms. This is because the pandemic led to an exponential increase in social media usage and active social media users. Thus, the pandemic positively impacted the global data collection and labeling market.

World Geography
Strategic Insights

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MARKET PLAYERS

The report covers key developments in organic and inorganic growth strategies of the data collection and labeling market. Various companies are focusing on organic growth strategies such as product launches, product approvals, and others such as patents and events. Inorganic growth strategies activities witnessed in the market were acquisitions, and partnership & collaborations. These activities have paved way for expansion of business and customer base of market players. The market players from data collection and labeling market are anticipated to witness lucrative growth opportunities in the future with the rising demand for data collection and labeling.

The report also includes the profiles of key data collection and labeling market companies along with their SWOT analysis and market strategies. In addition, the report focuses on leading industry players with information such as company profiles, components and services offered, financial information of last 3 years, key development in past five years. Below mentioned is the list of few companies engaged in the data collection and labeling market.

  • Alegion Inc.
  • Appen Limited
  • Ava Labs, Inc.
  • Dobility, Inc.
  • IBM Corporation
  • Labelbox, Inc.
  • Playment
  • Reality Analytics Inc.
  • Scale AI, Inc.
  • Summa Linguae Technologies

The Insight Partner's dedicated research and analysis team consist of experienced professionals with advanced statistical expertise and offer various customization options in the existing study.


Market Research

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Research Criteria
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Report Coverage
Report Coverage

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

Segment Covered
Segment Covered

Data Type, Vertical, and Geography

Regional Scope
Regional Scope

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

Country Scope
Country Scope

US, UK, Canada, Germany, France, Italy, Australia, Russia, China, Japan, South Korea, Saudi Arabia, Brazil, Argentina

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.

  1. Data Collection and Secondary Research:

As a market research and consulting firm operating from a decade, we have published many reports and advised several clients 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 organizations 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 the 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/Sales 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.

  • 3.1 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.

  • 3.2 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.

  • 3.3 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.

  • 3.4 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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