查看购物车
  • Traditional Chinese
  • English
  • Japanese
  • Korean
封面
市场调查报告书
商品编码
1135086

数据收集和标籤全球市场规模研究:按数据类型（文本、图像/视频,音频）,用途行业（IT,汽车,政府,医疗保健,BFSI,零售和电子商务,其他）,地区预测2022-2028

Global Data Collection and Labelling Market Size study, by Data Type (Text, Image/video, Audio) by End Use Industry (IT, Automotive, Government, Healthcare, BFSI, Retail & E-commerce, Others) and Regional Forecasts 2022-2028
出版日期: | 出版商: Bizwit Research & Consulting LLP | 英文 | 商品交期: 2-3个工作天内

价格

2021 年全球数据收集和标籤市场价值约为 16.7 亿美元，预计在 2022-2028 年的预测期内将以超过 25.1% 的健康增长率增长。

检测未标记的原始数据（照片、文本文件、视频等）并添加一个或多个有洞察力的标籤以提供上下文，以便机器学习模型可以从中学习。提供的行为称为数据标记。例如，标籤指示照片中是否包含鸟、汽车或肿瘤。世界上不断增长的数字数据量、基于云的应用程序的日益使用以及主要参与者的战略举措是推动市场增长的主要因素。例如，据 Statista 称，2020 年全球复製、捕获、创建和使用的数据总量估计为 64.2 泽字节，到 2025 年，全球数据创建量预计将增长到 180 泽字节以上。此外，2022 年 1 月，致力于数据标籤解决方案和服务的初创公司 Labelbox 在 D 轮融资中筹集了 1.1 亿美元。本轮融资由软银的 Vision Fund II 发起。此外，预计自动驾驶汽车的不断出现和预测分析咨询服务的日益普及将在预测期内为市场提供有利可图的增长机会。然而，与数据标籤解决方案和服务相关的高成本以及由于预算限製而导緻小企业缺乏渗透，预计将阻碍整个 2022-2028 年预测期内的市场增长。

在全球数据收集和标籤市场研究中考虑的关键区域是亚太地区、北美、欧洲、拉丁美洲和世界其他地区。由于基于云的服务占主导地位，北美已成为整体市场份额的领先地区，而云服务是最有潜力的数据收集来源之一。移动计算平台和人工智能（AI）与电子商务平台的整合也是它们占据主导地位的一个重要原因。亚太地区将是增长最快的地区，因为人口增长将导致手机、平板电脑和数据处理技术的使用增加，智能设备的增加预计将推动亚太地区的市场增长。

本报告中包括的主要市场参与者是：

  • Reality AI
  • Globalme Localization Inc.
  • Global Technology Solutions
  • Alegion
  • Labelbox, Inc.
  • Dobility, Inc.
  • Scale AI, Inc.
  • Trilldata Technologies Pvt. Ltd.
  • Appen Limited
  • Playment Inc.

本研究的目的是揭示近年来各个细分市场和国家的市场规模，并预测未来八年的价值。本报告旨在捕捉所研究的每个地区和国家的行业的定性和定量方面。此外，它还提供了有关关键方面的详细信息，例如定义市场未来增长的驱动因素和挑战。此外，报告还应深入分析主要参与者的竞争格局和产品供应，以及微观市场中可供利益相关者投资的机会。市场的详细细分和子细分如下所述。

按数据类型

文字

图片/视频

音频

按最终用户行业：

它

汽车

政府机构

医疗保健

BFSI

零售和电子商务

杂项

按地区

北美

美国

加拿大

欧洲

英国

德国

法国

西班牙

意大利

其他欧洲

亚太地区

中国

印度

日本

澳大利亚

韩国

其他亚太地区

拉丁美洲

巴西

墨西哥

世界其他地方

此外，本研究考虑的年份是：

实际年份 - 2018 年、2019 年、2020 年

基准年-2021

预测週期-2022-2028

市场研究“全球数据收集和标籤市场”的目标读者

主要咨询公司和顾问

大公司、中型公司、中小企业

风险投资

增值经销商 (VAR)

第三方知识提供者

投资银行家

投资者

内容

第 1 章执行摘要

  • 市场快照
  • 2020-2028 年全球市场和细分市场的估计和预测
    • 2020-2028 年按地区分列的全球数据收集和标籤市场
    • 全球数据收集和标籤市场：按数据类型，2020-2028 年
    • 2020-2028 年按最终用途行业分列的全球数据收集和标籤市场
  • 主要趋势
  • 调查方法
  • 调查先决条件

第 2 章全球市场定义以及数据收集和标记的范围

  • 调查目的
  • 市场定义和范围
    • 调查范围
    • 工业发展
  • 调查年份
  • 货币兑换率

第 3 章全球数据收集和标籤市场动态

  • 数据收集和标籤市场影响分析（2020-2028 年）
    • 市场驱动力
      • 全球数字数据量增加
      • 扩展基于云的应用程序的使用
      • 主要市场参与者的战略举措
    • 市场挑战
      • 与数据标记解决方案和服务相关的高成本。
      • 由于预算限制，对中小企业的传播不足
    • 市场机会
      • 自动驾驶汽车的兴起
      • 预测分析咨询服务的普及率不断提高。

第四章全球数据采集和标籤市场行业分析

  • 波特的 5 力模型
    • 供应商的议价能力
    • 买家的议价能力
    • 新进入者的威胁
    • 替代品的威胁
    • 竞争公司之间的敌对关係
    • 波特 5 力模型的未来方法（2018-2028）
  • PEST 分析
    • 政治
    • 经济
    • 社交
    • 技术
  • 招商引资模式
  • 分析师的结论和建议
  • 热门投资机会
  • 关键成功策略

第 5 章风险评估：COVID-19 的影响

    • 评估 COVID-19 对行业的整体影响
    • COVID-19 之前和 COVID-19 之后的市场情景

第 6 章。全球数据收集和标籤市场：按数据类型分类

  • 市场快照
  • 全球数据收集和标籤市场：按数据类型进行的性能潜力分析
  • 2018-2028 年按数据类型划分的全球数据收集和标记、估计和预测市场
  • 数据收集和标籤市场、细分市场分析
    • 文字
    • 图片/视频
    • 音频

第 7 章：全球数据收集和标籤市场：按最终用途行业分类

  • 市场快照
  • 全球数据收集和标籤市场：按最终用途行业、性能潜力分析
  • 2018-2028 年按最终用途行业分列的数据收集和标籤、估计和预测全球市场
  • 全球数据收集和标籤市场，细分分析
    • IT
    • 汽车相关
    • 政府机构
    • 医疗保健
    • BFSI
    • 零售/电子商务
    • 其他

第 8 章。全球数据收集和标籤市场：区域分析

  • 数据收集和标籤市场，按地区划分的市场快照
  • 北美
    • 美国
      • 2018-2028 年数据类型的估计和预测
      • 2018-2028 年最终用途行业的估计和预测
    • 加拿大
  • 欧洲数据收集和标籤市场快照
    • 英国
    • 德国
    • 法国
    • 西班牙
    • 意大利
    • 其他欧洲地区
  • 亚太数据收集和标籤市场概况
    • 中国
    • 印度
    • 日本
    • 澳大利亚
    • 韩国
    • 其他亚太地区
  • 拉丁美洲数据收集和标籤市场概览
    • 巴西
    • 墨西哥
  • 世界其他地区

第 9 章衝突信息

  • 顶级市场策略
  • 公司简介
    • 现实人工智能
      • 主要信息
      • 概览
      • 财务（如果有数据）
      • 产品概览
      • 近期发展状况
    • Globalme Localization Inc.
    • Global Technology Solutions
    • Alegion
    • Labelbox, Inc.
    • Dobility, Inc.
    • Scale AI, Inc.
    • Trilldata Technologies Pvt. Ltd.
    • Appen Limited
    • Playment Inc.

第10章研究过程

  • 研究过程
    • 数据挖掘
    • 分析
    • 市场估算
    • 验证
    • 出版
  • 调查属性
  • 调查先决条件

Global Data Collection and Labelling Market is valued at approximately USD 1.67 billion in 2021 and is anticipated to grow with a healthy growth rate of more than 25.1% over the forecast period 2022-2028. The act of detecting unlabeled raw data (such as photos, text files, videos, etc.) and adding one or more insightful labels to give context so that a machine learning model may learn from it is known as data labelling. Labels may, for instance, state whether a picture contains a bird, an automobile, or a tumour. The increasing volume of digital data Worldwide and growing utilization of cloud-based applications as well as Strategic initiatives from leading market players are key factors driving the market growth. For instance, according to Statista - during 2020, globally the total amount of copied, captured, data created, and consumed was estimated at 64.2 zettabytes, the global data creation is projected to increase to more than 180 zettabytes by 2025. Moreover, in January 2022, Labelbox, Inc. a startup working on data labelling solutions and services, raised USD110 million in series D funding. This funding round was laid by Softbank's Vision Fund II. Also, the growing emergence of Autonomous vehicles and rising penetration of predictive analytics consulting Services would offer lucrative growth opportunities for the market during the forecast period. However, the high cost associated with data labelling solutions and services as well as the lack of penetration from Small Scale businesses due to budget constraints would impede the market growth throughout the forecast period of 2022-2028.

The key regions considered for the Global Data Collection and Labelling Market study includes Asia Pacific, North America, Europe, Latin America, and the Rest of the World. North America is the leading region in terms of overall market share, owing to the dominance of cloud-based services, which is one of the most potential data sources for collecting. Also, the integration of mobile computing platforms and Artificial Intelligence (AI) with e-commerce platforms is the major reason for the dominance of its market share. The Asia Pacific is expected to be the fastest growing region, due to factors such as rising population which in turn increases the usage of mobiles, tablets, data processing technologies, and the growing number of smart devices is anticipated to propel market growth in the Asia Pacific region during the forecast period.

Major market players included in this report are:

Reality AI

Globalme Localization Inc.

Global Technology Solutions

Alegion

Labelbox, Inc.

Dobility, Inc.

Scale AI, Inc.

Trilldata Technologies Pvt. Ltd.

Appen Limited

Playment Inc.

The objective of the study is to define the market sizes of different segments & countries in recent years and to forecast the values for the coming eight years. The report is designed to incorporate both qualitative and quantitative aspects of the industry within each of the regions and countries involved in the study. Furthermore, the report also caters the detailed information about the crucial aspects such as driving factors & challenges which will define the future growth of the market. Additionally, the report shall also incorporate available opportunities in micro markets for stakeholders to invest along with the detailed analysis of the competitive landscape and product offerings of key players. The detailed segments and sub-segment of the market are explained below:

By Data Type:

Text

Image/ Video

Audio

By End Use Industry:

IT

Automotive

Government

Healthcare

BFSI

Retail & E-commerce

Others

By Region:

North America

U.S.

Canada

Europe

UK

Germany

France

Spain

Italy

ROE

Asia Pacific

China

India

Japan

Australia

South Korea

RoAPAC

Latin America

Brazil

Mexico

Rest of the World

Furthermore, years considered for the study are as follows:

Historical year - 2018, 2019, 2020

Base year - 2021

Forecast period: - 2022 to 2028

Target Audience of the Global Data Collection and Labelling Market in Market Study:

Key Consulting Companies & Advisors

Large, medium-sized, and small enterprises

Venture capitalists

Value-Added Resellers (VARs)

Third-party knowledge providers

Investment bankers

Investors

Table of Contents

Chapter 1. Executive Summary

  • 1.1. Market Snapshot
  • 1.2. Global & Segmental Market Estimates & Forecasts, 2020-2028 (USD Billion)
    • 1.2.1. Global Data Collection and Labelling Market, by Region, 2020-2028 (USD Billion)
    • 1.2.2. Global Data Collection and Labelling Market, by Data Type, 2020-2028 (USD Billion)
    • 1.2.3. Global Data Collection and Labelling Market, by End Use Industry, 2020-2028 (USD Billion)
  • 1.3. Key Trends
  • 1.4. Estimation Methodology
  • 1.5. Research Assumption

Chapter 2. Global Data Collection and Labelling Market Definition and Scope

  • 2.1. Objective of the Study
  • 2.2. Market Definition & Scope
    • 2.2.1. Scope of the Study
    • 2.2.2. Industry Evolution
  • 2.3. Years Considered for the Study
  • 2.4. Currency Conversion Rates

Chapter 3. Global Data Collection and Labelling Market Dynamics

  • 3.1. Data Collection and Labelling Market Impact Analysis (2020-2028)
    • 3.1.1. Market Drivers
      • 3.1.1.1. Increasing volume of digital data Worldwide.
      • 3.1.1.2. Growing utilization of cloud-based applications
      • 3.1.1.3. Strategic initiatives from leading market players.
    • 3.1.2. Market Challenges
      • 3.1.2.1. High cost associated with data labelling solutions & services.
      • 3.1.2.2. Lack of penetration from SMEs due to budget constraints.
    • 3.1.3. Market Opportunities
      • 3.1.3.1. Growing emergence of Autonomous vehicles.
      • 3.1.3.2. Rising penetration of predictive analytics consulting Services.

Chapter 4. Global Data Collection and Labelling Market Industry Analysis

  • 4.1. Porter's 5 Force Model
    • 4.1.1. Bargaining Power of Suppliers
    • 4.1.2. Bargaining Power of Buyers
    • 4.1.3. Threat of New Entrants
    • 4.1.4. Threat of Substitutes
    • 4.1.5. Competitive Rivalry
    • 4.1.6. Futuristic Approach to Porter's 5 Force Model (2018-2028)
  • 4.2. PEST Analysis
    • 4.2.1. Political
    • 4.2.2. Economical
    • 4.2.3. Social
    • 4.2.4. Technological
  • 4.3. Investment Adoption Model
  • 4.4. Analyst Recommendation & Conclusion
  • 4.5. Top investment opportunity
  • 4.6. Top winning strategies

Chapter 5. Risk Assessment: COVID-19 Impact

    • 5.1.1. Assessment of the overall impact of COVID-19 on the industry
    • 5.1.2. Pre COVID-19 and post COVID-19 market scenario

Chapter 6. Global Data Collection and Labelling Market, by Data Type

  • 6.1. Market Snapshot
  • 6.2. Global Data Collection and Labelling Market by Data Type, Performance - Potential Analysis
  • 6.3. Global Data Collection and Labelling Market Estimates & Forecasts by Data Type 2018-2028 (USD Billion)
  • 6.4. Data Collection and Labelling Market, Sub Segment Analysis
    • 6.4.1. Text
    • 6.4.2. Image/ Video
    • 6.4.3. Audio

Chapter 7. Global Data Collection and Labelling Market, by End Use Industry

  • 7.1. Market Snapshot
  • 7.2. Global Data Collection and Labelling Market by End Use Industry, Performance - Potential Analysis
  • 7.3. Global Data Collection and Labelling Market Estimates & Forecasts by End Use Industry 2018-2028 (USD Billion)
  • 7.4. Data Collection and Labelling Market, Sub Segment Analysis
    • 7.4.1. IT
    • 7.4.2. Automotive
    • 7.4.3. Government
    • 7.4.4. Healthcare
    • 7.4.5. BFSI
    • 7.4.6. Retail & E-commerce
    • 7.4.7. Others

Chapter 8. Global Data Collection and Labelling Market, Regional Analysis

  • 8.1. Data Collection and Labelling Market, Regional Market Snapshot
  • 8.2. North America Data Collection and Labelling Market
    • 8.2.1. U.S. Data Collection and Labelling Market
      • 8.2.1.1. Data Type estimates & forecasts, 2018-2028
      • 8.2.1.2. End Use Industry estimates & forecasts, 2018-2028
    • 8.2.2. Canada Data Collection and Labelling Market
  • 8.3. Europe Data Collection and Labelling Market Snapshot
    • 8.3.1. U.K. Data Collection and Labelling Market
    • 8.3.2. Germany Data Collection and Labelling Market
    • 8.3.3. France Data Collection and Labelling Market
    • 8.3.4. Spain Data Collection and Labelling Market
    • 8.3.5. Italy Data Collection and Labelling Market
    • 8.3.6. Rest of Europe Data Collection and Labelling Market
  • 8.4. Asia-Pacific Data Collection and Labelling Market Snapshot
    • 8.4.1. China Data Collection and Labelling Market
    • 8.4.2. India Data Collection and Labelling Market
    • 8.4.3. Japan Data Collection and Labelling Market
    • 8.4.4. Australia Data Collection and Labelling Market
    • 8.4.5. South Korea Data Collection and Labelling Market
    • 8.4.6. Rest of Asia Pacific Data Collection and Labelling Market
  • 8.5. Latin America Data Collection and Labelling Market Snapshot
    • 8.5.1. Brazil Data Collection and Labelling Market
    • 8.5.2. Mexico Data Collection and Labelling Market
  • 8.6. Rest of The World Data Collection and Labelling Market

Chapter 9. Competitive Intelligence

  • 9.1. Top Market Strategies
  • 9.2. Company Profiles
    • 9.2.1. Reality AI
      • 9.2.1.1. Key Information
      • 9.2.1.2. Overview
      • 9.2.1.3. Financial (Subject to Data Availability)
      • 9.2.1.4. Product Summary
      • 9.2.1.5. Recent Developments
    • 9.2.2. Globalme Localization Inc.
    • 9.2.3. Global Technology Solutions
    • 9.2.4. Alegion
    • 9.2.5. Labelbox, Inc.
    • 9.2.6. Dobility, Inc.
    • 9.2.7. Scale AI, Inc.
    • 9.2.8. Trilldata Technologies Pvt. Ltd.
    • 9.2.9. Appen Limited
    • 9.2.10. Playment Inc.

Chapter 10. Research Process

  • 10.1. Research Process
    • 10.1.1. Data Mining
    • 10.1.2. Analysis
    • 10.1.3. Market Estimation
    • 10.1.4. Validation
    • 10.1.5. Publishing
  • 10.2. Research Attributes
  • 10.3. Research Assumption

LIST OF TABLES

  • TABLE 1. Global Data Collection and Labelling Market, report scope
  • TABLE 2. Global Data Collection and Labelling Market estimates & forecasts by Region 2018-2028 (USD Billion)
  • TABLE 3. Global Data Collection and Labelling Market estimates & forecasts by Data Type 2018-2028 (USD Billion)
  • TABLE 4. Global Data Collection and Labelling Market estimates & forecasts by End Use Industry 2018-2028 (USD Billion)
  • TABLE 5. Global Data Collection and Labelling Market by segment, estimates & forecasts, 2018-2028 (USD Billion)
  • TABLE 6. Global Data Collection and Labelling Market by region, estimates & forecasts, 2018-2028 (USD Billion)
  • TABLE 7. Global Data Collection and Labelling Market by segment, estimates & forecasts, 2018-2028 (USD Billion)
  • TABLE 8. Global Data Collection and Labelling Market by region, estimates & forecasts, 2018-2028 (USD Billion)
  • TABLE 9. Global Data Collection and Labelling Market by segment, estimates & forecasts, 2018-2028 (USD Billion)
  • TABLE 10. Global Data Collection and Labelling Market by region, estimates & forecasts, 2018-2028 (USD Billion)
  • TABLE 11. Global Data Collection and Labelling Market by segment, estimates & forecasts, 2018-2028 (USD Billion)
  • TABLE 12. Global Data Collection and Labelling Market by region, estimates & forecasts, 2018-2028 (USD Billion)
  • TABLE 13. Global Data Collection and Labelling Market by segment, estimates & forecasts, 2018-2028 (USD Billion)
  • TABLE 14. Global Data Collection and Labelling Market by region, estimates & forecasts, 2018-2028 (USD Billion)
  • TABLE 15. U.S. Data Collection and Labelling Market estimates & forecasts, 2018-2028 (USD Billion)
  • TABLE 16. U.S. Data Collection and Labelling Market estimates & forecasts by segment 2018-2028 (USD Billion)
  • TABLE 17. U.S. Data Collection and Labelling Market estimates & forecasts by segment 2018-2028 (USD Billion)
  • TABLE 18. Canada Data Collection and Labelling Market estimates & forecasts, 2018-2028 (USD Billion)
  • TABLE 19. Canada Data Collection and Labelling Market estimates & forecasts by segment 2018-2028 (USD Billion)
  • TABLE 20. Canada Data Collection and Labelling Market estimates & forecasts by segment 2018-2028 (USD Billion)
  • TABLE 21. UK Data Collection and Labelling Market estimates & forecasts, 2018-2028 (USD Billion)
  • TABLE 22. UK Data Collection and Labelling Market estimates & forecasts by segment 2018-2028 (USD Billion)
  • TABLE 23. UK Data Collection and Labelling Market estimates & forecasts by segment 2018-2028 (USD Billion)
  • TABLE 24. Germany Data Collection and Labelling Market estimates & forecasts, 2018-2028 (USD Billion)
  • TABLE 25. Germany Data Collection and Labelling Market estimates & forecasts by segment 2018-2028 (USD Billion)
  • TABLE 26. Germany Data Collection and Labelling Market estimates & forecasts by segment 2018-2028 (USD Billion)
  • TABLE 27. RoE Data Collection and Labelling Market estimates & forecasts, 2018-2028 (USD Billion)
  • TABLE 28. RoE Data Collection and Labelling Market estimates & forecasts by segment 2018-2028 (USD Billion)
  • TABLE 29. RoE Data Collection and Labelling Market estimates & forecasts by segment 2018-2028 (USD Billion)
  • TABLE 30. China Data Collection and Labelling Market estimates & forecasts, 2018-2028 (USD Billion)
  • TABLE 31. China Data Collection and Labelling Market estimates & forecasts by segment 2018-2028 (USD Billion)
  • TABLE 32. China Data Collection and Labelling Market estimates & forecasts by segment 2018-2028 (USD Billion)
  • TABLE 33. India Data Collection and Labelling Market estimates & forecasts, 2018-2028 (USD Billion)
  • TABLE 34. India Data Collection and Labelling Market estimates & forecasts by segment 2018-2028 (USD Billion)
  • TABLE 35. India Data Collection and Labelling Market estimates & forecasts by segment 2018-2028 (USD Billion)
  • TABLE 36. Japan Data Collection and Labelling Market estimates & forecasts, 2018-2028 (USD Billion)
  • TABLE 37. Japan Data Collection and Labelling Market estimates & forecasts by segment 2018-2028 (USD Billion)
  • TABLE 38. Japan Data Collection and Labelling Market estimates & forecasts by segment 2018-2028 (USD Billion)
  • TABLE 39. RoAPAC Data Collection and Labelling Market estimates & forecasts, 2018-2028 (USD Billion)
  • TABLE 40. RoAPAC Data Collection and Labelling Market estimates & forecasts by segment 2018-2028 (USD Billion)
  • TABLE 41. RoAPAC Data Collection and Labelling Market estimates & forecasts by segment 2018-2028 (USD Billion)
  • TABLE 42. Brazil Data Collection and Labelling Market estimates & forecasts, 2018-2028 (USD Billion)
  • TABLE 43. Brazil Data Collection and Labelling Market estimates & forecasts by segment 2018-2028 (USD Billion)
  • TABLE 44. Brazil Data Collection and Labelling Market estimates & forecasts by segment 2018-2028 (USD Billion)
  • TABLE 45. Mexico Data Collection and Labelling Market estimates & forecasts, 2018-2028 (USD Billion)
  • TABLE 46. Mexico Data Collection and Labelling Market estimates & forecasts by segment 2018-2028 (USD Billion)
  • TABLE 47. Mexico Data Collection and Labelling Market estimates & forecasts by segment 2018-2028 (USD Billion)
  • TABLE 48. RoLA Data Collection and Labelling Market estimates & forecasts, 2018-2028 (USD Billion)
  • TABLE 49. RoLA Data Collection and Labelling Market estimates & forecasts by segment 2018-2028 (USD Billion)
  • TABLE 50. RoLA Data Collection and Labelling Market estimates & forecasts by segment 2018-2028 (USD Billion)
  • TABLE 51. Row Data Collection and Labelling Market estimates & forecasts, 2018-2028 (USD Billion)
  • TABLE 52. Row Data Collection and Labelling Market estimates & forecasts by segment 2018-2028 (USD Billion)
  • TABLE 53. Row Data Collection and Labelling Market estimates & forecasts by segment 2018-2028 (USD Billion)
  • TABLE 54. List of secondary sources, used in the study of global Data Collection and Labelling Market
  • TABLE 55. List of primary sources, used in the study of global Data Collection and Labelling Market
  • TABLE 56. Years considered for the study
  • TABLE 57. Exchange rates considered

LIST OF FIGURES

List of figures

  • FIG 1. Global Data Collection and Labelling Market, research methodology
  • FIG 2. Global Data Collection and Labelling Market, market estimation techniques
  • FIG 3. Global market size estimates & forecast methods
  • FIG 4. Global Data Collection and Labelling Market, key trends 2021
  • FIG 5. Global Data Collection and Labelling Market, growth prospects 2022-2028
  • FIG 6. Global Data Collection and Labelling Market, porters 5 force model
  • FIG 7. Global Data Collection and Labelling Market, pest analysis
  • FIG 8. Global Data Collection and Labelling Market, value chain analysis
  • FIG 9. Global Data Collection and Labelling Market by segment, 2018 & 2028 (USD Billion)
  • FIG 10. Global Data Collection and Labelling Market by segment, 2018 & 2028 (USD Billion)
  • FIG 11. Global Data Collection and Labelling Market by segment, 2018 & 2028 (USD Billion)
  • FIG 12. Global Data Collection and Labelling Market by segment, 2018 & 2028 (USD Billion)
  • FIG 13. Global Data Collection and Labelling Market by segment, 2018 & 2028 (USD Billion)
  • FIG 14. Global Data Collection and Labelling Market, regional snapshot 2018 & 2028
  • FIG 15. North America Data Collection and Labelling Market 2018 & 2028 (USD Billion)
  • FIG 16. Europe Data Collection and Labelling Market 2018 & 2028 (USD Billion)
  • FIG 17. Asia pacific market 2018 & 2028 (USD Billion)
  • FIG 18. Latin America Data Collection and Labelling Market 2018 & 2028 (USD Billion)
  • FIG 19. Global Data Collection and Labelling Market, company market share analysis (2021)