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市場調查報告書
商品編碼
1135086

數據收集和標籤全球市場規模研究:按數據類型（文本、圖像/視頻,音頻）,用途行業（IT,汽車,政府,醫療保健,BFSI,零售和電子商務,其他）,地區預測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個工作天內

價格

2021 年全球數據收集和標籤市場價值約為 16.7 億美元，預計在 2022-2028 年的預測期內將以超過 25.1% 的健康增長率增長。

檢測未標記的原始數據（照片、文本文件、視頻等）並添加一個或多個有洞察力的標籤以提供上下文，以便機器學習模型可以從中學習。提供的行為稱為數據標記。例如，標籤指示照片中是否包含鳥、汽車或腫瘤。世界上不斷增長的數字數據量、基於雲的應用程序的日益使用以及主要參與者的戰略舉措是推動市場增長的主要因素。例如，據 Statista 稱，2020 年全球複製、捕獲、創建和使用的數據總量估計為 64.2 澤字節，到 2025 年，全球數據創建量預計將增長到 180 澤字節以上。此外，2022 年 1 月，致力於數據標籤解決方案和服務的初創公司 Labelbox 在 D 輪融資中籌集了 1.1 億美元。本輪融資由軟銀的 Vision Fund II 發起。此外，預計自動駕駛汽車的不斷出現和預測分析諮詢服務的日益普及將在預測期內為市場提供有利可圖的增長機會。然而，與數據標籤解決方案和服務相關的高成本以及由於預算限製而導緻小企業缺乏滲透，預計將阻礙整個 2022-2028 年預測期內的市場增長。

在全球數據收集和標籤市場研究中考慮的關鍵區域是亞太地區、北美、歐洲、拉丁美洲和世界其他地區。由於基於雲的服務占主導地位，北美已成為整體市場份額的領先地區，而雲服務是最有潛力的數據收集來源之一。移動計算平台和人工智能（AI）與電子商務平台的整合也是它們佔據主導地位的一個重要原因。亞太地區將是增長最快的地區，因為人口增長將導致手機、平板電腦和數據處理技術的使用增加，智能設備的增加預計將推動亞太地區的市場增長。

本報告中包括的主要市場參與者是：

  • 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來各個細分市場和國家的市場規模，並預測未來八年的價值。本報告旨在捕捉所研究的每個地區和國家的行業的定性和定量方面。此外，它還提供了有關關鍵方面的詳細信息，例如定義市場未來增長的驅動因素和挑戰。此外，報告還應深入分析主要參與者的競爭格局和產品供應，以及微觀市場中可供利益相關者投資的機會。市場的詳細細分和子細分如下所述。

按數據類型

文字

圖片/視頻

音頻

按最終用戶行業：

它

汽車

政府機構

醫療保健

BFSI

零售和電子商務

雜項

按地區

北美

美國

加拿大

歐洲

英國

德國

法國

西班牙

意大利

其他歐洲

亞太地區

中國

印度

日本

澳大利亞

韓國

其他亞太地區

拉丁美洲

巴西

墨西哥

世界其他地方

此外，本研究考慮的年份是：

實際年份 - 2018 年、2019 年、2020 年

基準年-2021

預測週期-2022-2028

市場研究“全球數據收集和標籤市場”的目標讀者

主要諮詢公司和顧問

大公司、中型公司、中小企業

風險投資

增值經銷商 (VAR)

第三方知識提供者

投資銀行家

投資者

內容

第 1 章執行摘要

  • 市場快照
  • 2020-2028 年全球市場和細分市場的估計和預測
    • 2020-2028 年按地區分列的全球數據收集和標籤市場
    • 全球數據收集和標籤市場：按數據類型，2020-2028 年
    • 2020-2028 年按最終用途行業分列的全球數據收集和標籤市場
  • 主要趨勢
  • 調查方法
  • 調查先決條件

第 2 章全球市場定義以及數據收集和標記的範圍

  • 調查目的
  • 市場定義和範圍
    • 調查範圍
    • 工業發展
  • 調查年份
  • 貨幣兌換率

第 3 章全球數據收集和標籤市場動態

  • 數據收集和標籤市場影響分析（2020-2028 年）
    • 市場驅動力
      • 全球數字數據量增加
      • 擴展基於雲的應用程序的使用
      • 主要市場參與者的戰略舉措
    • 市場挑戰
      • 與數據標記解決方案和服務相關的高成本。
      • 由於預算限制，對中小企業的傳播不足
    • 市場機會
      • 自動駕駛汽車的興起
      • 預測分析諮詢服務的普及率不斷提高。

第四章全球數據採集和標籤市場行業分析

  • 波特的 5 力模型
    • 供應商的議價能力
    • 買家的議價能力
    • 新進入者的威脅
    • 替代品的威脅
    • 競爭公司之間的敵對關係
    • 波特 5 力模型的未來方法（2018-2028）
  • PEST 分析
    • 政治
    • 經濟
    • 社交
    • 技術
  • 招商引資模式
  • 分析師的結論和建議
  • 熱門投資機會
  • 關鍵成功策略

第 5 章風險評估：COVID-19 的影響

    • 評估 COVID-19 對行業的整體影響
    • COVID-19 之前和 COVID-19 之後的市場情景

第 6 章。全球數據收集和標籤市場：按數據類型分類

  • 市場快照
  • 全球數據收集和標籤市場：按數據類型進行的性能潛力分析
  • 2018-2028 年按數據類型劃分的全球數據收集和標記、估計和預測市場
  • 數據收集和標籤市場、細分市場分析
    • 文字
    • 圖片/視頻
    • 音頻

第 7 章：全球數據收集和標籤市場：按最終用途行業分類

  • 市場快照
  • 全球數據收集和標籤市場：按最終用途行業、性能潛力分析
  • 2018-2028 年按最終用途行業分列的數據收集和標籤、估計和預測全球市場
  • 全球數據收集和標籤市場，細分分析
    • IT
    • 汽車相關
    • 政府機構
    • 醫療保健
    • BFSI
    • 零售/電子商務
    • 其他

第 8 章。全球數據收集和標籤市場：區域分析

  • 數據收集和標籤市場，按地區劃分的市場快照
  • 北美
    • 美國
      • 2018-2028 年數據類型的估計和預測
      • 2018-2028 年最終用途行業的估計和預測
    • 加拿大
  • 歐洲數據收集和標籤市場快照
    • 英國
    • 德國
    • 法國
    • 西班牙
    • 意大利
    • 其他歐洲地區
  • 亞太數據收集和標籤市場概況
    • 中國
    • 印度
    • 日本
    • 澳大利亞
    • 韓國
    • 其他亞太地區
  • 拉丁美洲數據收集和標籤市場概覽
    • 巴西
    • 墨西哥
  • 世界其他地區

第 9 章衝突信息

  • 頂級市場策略
  • 公司簡介
    • 現實人工智能
      • 主要信息
      • 概覽
      • 財務（如果有數據）
      • 產品概覽
      • 近期發展狀況
    • Globalme Localization Inc.
    • Global Technology Solutions
    • Alegion
    • Labelbox, Inc.
    • Dobility, Inc.
    • Scale AI, Inc.
    • Trilldata Technologies Pvt. Ltd.
    • Appen Limited
    • Playment Inc.

第10章研究過程

  • 研究過程
    • 數據挖掘
    • 分析
    • 市場估算
    • 驗證
    • 出版
  • 調查屬性
  • 調查先決條件

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)