データ収集およびラベリングの世界市場：データタイプ・産業・地域別の予測 (～2032年)

データ収集およびラベリングの市場規模は市場規模は、2023年の27億180万米ドル、2024年の29億8,410万米ドルから、予測期間中は29.4%のCAGRで推移し、2032年には234億7,680万米ドル米ドルの規模に成長すると予測されています。

自動運転車のトレーニングでは、データアノテーションの品質が重要な要素となります。自動運転車の信頼性と安全性を確保するためには、最高品質のアノテーションが必要です。正確なデータアノテーションは、道路上のアイテムや特徴を正しく識別することで、自動車を安全にナビゲートできることから、自動運転の成功に不可欠です。不適切なデータラベリングは、研究や製造段階に深刻な影響を及ぼし、ボトルネックを引き起こし、自動運転車の機能と安全性を危険にさらす可能性があります。データバリデーションは、自動運転車のデータアノテーションプロセスにおける重要なステップです。これは、アノテーションされたデータが正確で完全であり、トレーニングされるアルゴリズムに関連していることを保証します。自動運転車におけるデータアノテーション品質の展望は、高度なアノテーション技術と自動化されたプロセスを使用して、安全性と精度を向上させることです。市場セグメントに対する新鮮な洞察を深めることで、自動運転システムの安全性と信頼性を向上させることができます。

地域別インサイト

北米には米国、カナダ、メキシコが含まれます。北米ではデータ収集およびタグ付けが急増しています。大企業の数が多く、斬新な技術を急速に導入しているこの業界では、データアノテーションとタグ付けが急速に普及しています。構築されるAIや機械学習モデルの複雑さが増しているため、企業はデータ処理の要件を満たすためにこれらのサービスをアウトソーシングする必要があります。

アジア太平洋地域、特に中国、日本、インドなどの国々では、近年、AIと機械学習 (ML) の利用が業界を問わず劇的に増加しています。これらの技術が実装される中で、データキャプチャとアノテーションの需要は指数関数的な速度で増加しています。

当レポートでは、世界のデータ収集およびラベリングの市場を調査し、市場の定義と概要、市場成長への各種影響因子の分析、市場規模の推移・予測、各種区分・地域/主要国別の内訳、競合環境、主要企業のプロファイルなどをまとめています。

目次

第1章 エグゼクティブサマリー

第2章 市場概要

第3章 調査手法

第4章 市場力学

• 促進要因
  • ヘルスケアAIの台頭
  • Eコマースの急速な増加
• 抑制要因
  • データのプライバシーとセキュリティに関する懸念
  • トレーニングデータの品質不足に関連する問題
• 機会
  • 自動化技術の成長
  • クラウドソーシングデータのラベリングの人気

第5章 市場要因分析

• バリューチェーン分析
• ポーターのファイブフォース分析
• COVID-19の影響分析

第6章 世界データ収集およびラベリング市場：データタイプ別

• 概要
• テキスト
• 画像/ビデオ
• オーディオ

第7章 世界データ収集およびラベリング市場：産業別

• IT
• 自動車
• 政府
• ヘルスケア
• BFSI
• 小売・eコマース
• その他

第8章 世界データ収集およびラベリング市場：地域別

• 概要
• 北米
• 欧州
• アジア太平洋
• その他の地域

第9章 競合情勢

• 市場シェア分析
• 競合ダッシュボード
• 主要企業の財務マトリックス
• 主な展開・成長戦略

第10章 企業プロファイル

• APPEN LIMITED
• TELUS INTERNATIONAL
• GLOBAL TECHNOLOGY SOLUTIONS
• ALEGION
• LABELBOX, INC
• RENESAS ELECTRONICS CORPORATION
• SUMMA LINGUAE TECHNOLOGIES
• DOBILITY INC.
• SCALE AI INC.
• IBM CORPORATION

LIST OF TABLES

• TABLE 1 MESSAGES FROM THE MANAGEMENT:
• TABLE 2 QFD MODELING FOR MARKET SHARE ASSESSMENT
• TABLE 3 GLOBAL DATA COLLECTION AND LABELLING MARKET, BY DATA TYPE, 2019-2032 (USD MILLION)
• TABLE 4 GLOBAL DATA COLLECTION AND LABELLING MARKET, BY VERTICAL, 2019-2032 (USD MILLION)
• TABLE 5 GLOBAL DATA COLLECTION AND LABELLING MARKET, BY REGION, 2019-2032 (USD MILLION)
• TABLE 6 NORTH AMERICA: DATA COLLECTION AND LABELLING MARKET, BY COUNTRY, 2019-2032 (USD MILLION)
• TABLE 7 NORTH AMERICA DATA COLLECTION AND LABELLING MARKET, BY DATA TYPE, 2019-2032 (USD MILLION)
• TABLE 8 NORTH AMERICA DATA COLLECTION AND LABELLING MARKET, BY VERTICAL, 2019-2032 (USD MILLION)
• TABLE 9 US DATA COLLECTION AND LABELLING MARKET, BY DATA TYPE, 2019-2032 (USD MILLION)
• TABLE 10 US DATA COLLECTION AND LABELLING MARKET, BY VERTICAL, 2019-2032 (USD MILLION)
• TABLE 11 CANADA DATA COLLECTION AND LABELLING MARKET, BY DATA TYPE, 2019-2032 (USD MILLION)
• TABLE 12 CANADA DATA COLLECTION AND LABELLING MARKET, BY VERTICAL, 2019-2032 (USD MILLION)
• TABLE 13 EUROPE: DATA COLLECTION AND LABELLING MARKET, BY COUNTRY, 2019-2032 (USD MILLION)
• TABLE 14 EUROPE DATA COLLECTION AND LABELLING MARKET, BY DATA TYPE, 2019-2032 (USD MILLION)
• TABLE 15 EUROPE DATA COLLECTION AND LABELLING MARKET, BY VERTICAL, 2019-2032 (USD MILLION)
• TABLE 16 UK DATA COLLECTION AND LABELLING MARKET, BY DATA TYPE, 2019-2032 (USD MILLION)
• TABLE 17 UK DATA COLLECTION AND LABELLING MARKET, BY VERTICAL, 2019-2032 (USD MILLION)
• TABLE 18 GERMANY DATA COLLECTION AND LABELLING MARKET, BY DATA TYPE, 2019-2032 (USD MILLION)
• TABLE 19 GERMANY DATA COLLECTION AND LABELLING MARKET, BY VERTICAL, 2019-2032 (USD MILLION)
• TABLE 20 FRANCE DATA COLLECTION AND LABELLING MARKET, BY DATA TYPE, 2019-2032 (USD MILLION)
• TABLE 21 FRANCE DATA COLLECTION AND LABELLING MARKET, BY VERTICAL, 2019-2032 (USD MILLION)
• TABLE 22 ITALY DATA COLLECTION AND LABELLING MARKET, BY DATA TYPE, 2019-2032 (USD MILLION)
• TABLE 23 ITALY DATA COLLECTION AND LABELLING MARKET, BY VERTICAL, 2019-2032 (USD MILLION)
• TABLE 24 SPAIN DATA COLLECTION AND LABELLING MARKET, BY DATA TYPE, 2019-2032 (USD MILLION)
• TABLE 25 SPAIN DATA COLLECTION AND LABELLING MARKET, BY VERTICAL, 2019-2032 (USD MILLION)
• TABLE 26 REST OF EUROPE DATA COLLECTION AND LABELLING MARKET, BY DATA TYPE, 2019-2032 (USD MILLION)
• TABLE 27 REST OF EUROPE DATA COLLECTION AND LABELLING MARKET, BY VERTICAL, 2019-2032 (USD MILLION)
• TABLE 28 ASIA-PACIFIC: DATA COLLECTION AND LABELLING MARKET, BY COUNTRY, 2019-2032 (USD MILLION)
• TABLE 29 ASIA-PACIFIC DATA COLLECTION AND LABELLING MARKET, BY DATA TYPE, 2019-2032 (USD MILLION)
• TABLE 30 ASIA-PACIFIC DATA COLLECTION AND LABELLING MARKET, BY VERTICAL, 2019-2032 (USD MILLION)
• TABLE 31 CHINA DATA COLLECTION AND LABELLING MARKET, BY DATA TYPE, 2019-2032 (USD MILLION)
• TABLE 32 CHINA DATA COLLECTION AND LABELLING MARKET, BY VERTICAL, 2019-2032 (USD MILLION)
• TABLE 33 JAPAN DATA COLLECTION AND LABELLING MARKET, BY DATA TYPE, 2019-2032 (USD MILLION)
• TABLE 34 JAPAN DATA COLLECTION AND LABELLING MARKET, BY VERTICAL, 2019-2032 (USD MILLION)
• TABLE 35 INDIA DATA COLLECTION AND LABELLING MARKET, BY DATA TYPE, 2019-2032 (USD MILLION)
• TABLE 36 INDIA DATA COLLECTION AND LABELLING MARKET, BY VERTICAL, 2019-2032 (USD MILLION)
• TABLE 37 SOUTH KOREA DATA COLLECTION AND LABELLING MARKET, BY DATA TYPE, 2019-2032 (USD MILLION)
• TABLE 38 SOUTH KOREA DATA COLLECTION AND LABELLING MARKET, BY VERTICAL, 2019-2032 (USD MILLION)
• TABLE 39 AUSTRALIA DATA COLLECTION AND LABELLING MARKET, BY DATA TYPE, 2019-2032 (USD MILLION)
• TABLE 40 AUSTRALIA DATA COLLECTION AND LABELLING MARKET, BY VERTICAL, 2019-2032 (USD MILLION)
• TABLE 41 REST OF ASIA-PACIFIC DATA COLLECTION AND LABELLING MARKET, BY DATA TYPE, 2019-2032 (USD MILLION)
• TABLE 42 REST OF ASIA-PACIFIC DATA COLLECTION AND LABELLING MARKET, BY VERTICAL, 2019-2032 (USD MILLION)
• TABLE 43 REST OF THE WORLD: DATA COLLECTION AND LABELLING MARKET, BY COUNTRY, 2019-2032 (USD MILLION)
• TABLE 44 REST OF THE WORLD DATA COLLECTION AND LABELLING MARKET, BY DATA TYPE, 2019-2032 (USD MILLION)
• TABLE 45 REST OF THE WORLD DATA COLLECTION AND LABELLING MARKET, BY VERTICAL, 2019-2032 (USD MILLION)
• TABLE 46 MIDDLE EAST DATA COLLECTION AND LABELLING MARKET, BY DATA TYPE, 2019-2032 (USD MILLION)
• TABLE 47 MIDDLE EAST DATA COLLECTION AND LABELLING MARKET, BY VERTICAL, 2019-2032 (MILLIONS)
• TABLE 48 AFRICA DATA COLLECTION AND LABELLING MARKET, BY DATA TYPE, 2019-2032 (USD MILLION)
• TABLE 49 AFRICA DATA COLLECTION AND LABELLING MARKET, BY VERTICAL, 2019-2032 (USD MILLION)
• TABLE 50 LATIN AMERICA DATA COLLECTION AND LABELLING MARKET, BY DATA TYPE, 2019-2032 (USD MILLION)
• TABLE 51 LATIN AMERICA DATA COLLECTION AND LABELLING MARKET, BY VERTICAL, 2019-2032 (USD MILLION)
• TABLE 52 LEADING PLAYERS IN TERMS OF NUMBER OF DEVELOPMENTS IN THE GLOBAL DATA COLLECTION AND LABELLING MARKET
• TABLE 53 SALES & OPERATING INCOME, 2023
• TABLE 54 PRODUCT DEVELOPMENT
• TABLE 55 PARTNERSHIPS/AGREEMENTS/CONTRACTS/COLLABORATIONS
• TABLE 56 APPEN LIMITED: PRODUCTS/ SOLUTIONS/ SERVICES OFFERED
• TABLE 57 APPEN LIMITED: KEY DEVELOPMENTS
• TABLE 58 TELUS INTERNATIONAL: PRODUCTS/ SOLUTIONS/ SERVICES OFFERED
• TABLE 59 TELUS INTERNATIONAL: KEY DEVELOPMENTS
• TABLE 60 GLOBAL TECHNOLOGY SOLUTIONS: PRODUCTS/ SOLUTIONS/ SERVICES OFFERED
• TABLE 61 ALEGION: PRODUCTS/ SOLUTIONS/ SERVICES OFFERED
• TABLE 62 ALEGION: KEY DEVELOPMENTS
• TABLE 63 LABELBOX, INC: PRODUCTS/ SOLUTIONS/ SERVICES OFFERED
• TABLE 64 LABELBOX, INC: KEY DEVELOPMENTS
• TABLE 65 RENESAS ELECTRONICS CORPORATION: PRODUCTS/ SOLUTIONS/ SERVICES OFFERED
• TABLE 66 RENESAS ELECTRONICS CORPORATION: KEY DEVELOPMENTS
• TABLE 67 SUMMA LINGUAE TECHNOLOGIES: PRODUCTS/ SOLUTIONS/ SERVICES OFFERED
• TABLE 68 SUMMA LINGUAE TECHNOLOGIES: KEY DEVELOPMENTS
• TABLE 69 DOBILITY INC.: PRODUCTS/ SOLUTIONS/ SERVICES OFFERED
• TABLE 70 SCALE AI INC.: PRODUCTS/ SOLUTIONS/ SERVICES OFFERED
• TABLE 71 SCALE AI INC.: KEY DEVELOPMENTS
• TABLE 72 IBM CORP.: PRODUCTS/ SOLUTIONS/ SERVICES OFFERED
• TABLE 73 IBM CORP.: KEY DEVELOPMENTS

LIST OF FIGURES

• FIGURE 1 GLOBAL DATA COLLECTION AND LABELLING MARKET: EXECUTIVE SUMMARY
• FIGURE 2 GLOBAL DATA COLLECTION AND LABELLING MARKET: STRUCTURE
• FIGURE 3 GLOBAL DATA COLLECTION & LABELLING MARKET: MARKET GROWTH FACTOR ANALYSIS (2022-2032)
• FIGURE 4 DRIVER IMPACT ANALYSIS (2023-2032)
• FIGURE 5 RESTRAINT IMPACT ANALYSIS (2023-2032)
• FIGURE 6 OPPORTUNITY IMPACT FORECAST
• FIGURE 7 VALUE CHAIN: GLOBAL DATA COLLECTION & LABELLING MARKET
• FIGURE 8 PORTER'S FIVE FORCES ANALYSIS OF THE GLOBAL DATA COLLECTION & LABELLING MARKET
• FIGURE 9 GLOBAL DATA COLLECTION AND LABELLING MARKET; DATA TYPE SEGMENT ATTRACTIVENESS
• FIGURE 10 GLOBAL DATA COLLECTION AND LABELLING MARKET, BY DATA TYPE, 2023 & 2032 (USD MILLION)
• FIGURE 11 GLOBAL DATA COLLECTION AND LABELLING MARKET, BY DATA TYPE, 2023 (% SHARE) 50 GLOBAL DATA COLLECTION AND LABELLING MARKET, BY VERTICAL, SEGMENT ATTRACTIVENESS ANALYSIS
• FIGURE 12 GLOBAL DATA COLLECTION AND LABELLING MARKET, BY VERTICAL, 2023 & 2032 (USD MILLION)
• FIGURE 13 GLOBAL DATA COLLECTION AND LABELLING MARKET, BY VERTICAL, 2023 (% SHARE)
• FIGURE 14 GLOBAL DATA COLLECTION AND LABELLING MARKET, BY REGION, 2023 (% SHARE)
• FIGURE 15 GLOBAL DATA COLLECTION AND LABELLING MARKET, BY REGION, 2023 VS 2032 (USD MILLION)
• FIGURE 16 NORTH AMERICA MARKET ANALYSIS: DATA COLLECTION AND LABELLING MARKET, 2019-2023(USD MILLION)
• FIGURE 17 NORTH AMERICA: DATA COLLECTION AND LABELLING MARKET SHARE, BY COUNTRY, 2023 (% SHARE)
• FIGURE 18 NORTH AMERICA: DATA COLLECTION AND LABELLING MARKET SHARE, BY COUNTRY, 2023 & 2032 (USD MILLION)
• FIGURE 19 EUROPE MARKET ANALYSIS: DATA COLLECTION AND LABELLING MARKET, 2019-2023(USD MILLION)
• FIGURE 20 EUROPE: DATA COLLECTION AND LABELLING MARKET SHARE, BY COUNTRY, 2023 (% SHARE)
• FIGURE 21 EUROPE: DATA COLLECTION AND LABELLING MARKET SHARE, BY COUNTRY, 2023 & 2032 (USD MILLION)
• FIGURE 22 ASIA-PACIFIC MARKET ANALYSIS: DATA COLLECTION AND LABELLING MARKET, 2019-2023(USD MILLION)
• FIGURE 23 ASIA-PACIFIC: DATA COLLECTION AND LABELLING MARKET SHARE, BY COUNTRY, 2023 (% SHARE)
• FIGURE 24 ASIA-PACIFIC: DATA COLLECTION AND LABELLING MARKET SHARE, BY COUNTRY, 2023 & 2032 (USD MILLION)
• FIGURE 25 REST OF THE WORLD MARKET ANALYSIS: DATA COLLECTION AND LABELLING MARKET, 2019-2023 (USD MILLION)
• FIGURE 26 REST OF THE WORLD: DATA COLLECTION AND LABELLING MARKET SHARE, BY COUNTRY, 2023 (% SHARE)
• FIGURE 27 REST OF THE WORLD: DATA COLLECTION AND LABELLING MARKET SHARE, BY COUNTRY, 2023 & 2032 (USD MILLION)
• FIGURE 28 GLOBAL DATA COLLECTION AND LABELLING MARKET PLAYERS: COMPETITIVE ANALSIS, 2023
• FIGURE 29 COMPETITOR DASHBOARD: GLOBAL DATA COLLECTION AND LABELLING MARKET
• FIGURE 30 GLOBAL TECHNOLOGY SOLUTIONS: FINANCIAL OVERVIEW SNAPSHOT
• FIGURE 31 APPEN LIMITED: SWOT ANALYSIS
• FIGURE 32 TELUS INTERNATIONAL: FINANCIAL OVERVIEW SNAPSHOT
• FIGURE 33 TELUS INTERNATIONAL: SWOT ANALYSIS
• FIGURE 34 ALEGION: FINANCIAL OVERVIEW SNAPSHOT
• FIGURE 35 ALEGION: SWOT ANALYSIS
• FIGURE 36 LABELBOX, INC: SWOT ANALYSIS
• FIGURE 37 RENESAS ELECTRONICS CORPORATION: FINANCIAL OVERVIEW SNAPSHOT
• FIGURE 38 RENESAS ELECTRONICS CORPORATION: SWOT ANALYSIS 116 NOTE- THE COMPANY DOES NOT PROVIDE ITS FINANCIAL INFORMATION IN PUBLIC DOMAIN
• FIGURE 39 SUMMA LINGUAE TECHNOLOGIES: SWOT ANALYSIS
• FIGURE 40 DOBILITY INC.: FINANCIAL OVERVIEW SNAPSHOT
• FIGURE 41 DOBILITY INC.: SWOT ANALYSIS
• FIGURE 42 SCALE AI INC.: SWOT ANALYSIS
• FIGURE 43 IBM CORP.: FINANCIAL OVERVIEW SNAPSHOT
• FIGURE 44 IBM CORP.: SWOT ANALYSIS

Global Data Collection and Labelling Market Research Report By Data Type (Text, Image/ Video and Audio), by Vertical (IT, Automotive, Government, Healthcare, BFSI, Retail & E-commerce, and Others), and By Region (North America, Europe, Asia-Pacific, Middle East and Africa, South America) Forecast Till 2032

Market Overview

In 2023, the data collection and labelling market was estimated at USD 2,701.8 million. The Data Collection and Labelling Market is expected to expand from USD 2,984.1 million in 2024 to USD 23,476.8 million by 2032, with a compound yearly growth rate (CAGR) of 29.4% over the forecast period (2024-2032). The Data Collection and Labeling market has numerous potentials for both established players and growing entrepreneurs.

The quality of data annotations is an important aspect of self-driving car training. Annotations of the highest quality are required to ensure the dependability and safety of autonomous vehicles. Accurate data annotation is critical to the success of autonomous driving because it allows automobiles to navigate safely by correctly identifying roadside items and features. Inadequate data labeling methods can have a severe impact on the research and manufacturing stages, causing bottlenecks and jeopardizing the functioning and security of self-driving automobiles. Data validation is an important step in the data annotation process for self-driving cars since it ensures accurate and reliable algorithm training. It ensures that the annotated data is accurate, complete, and relevant to the algorithms being trained. The future of data annotation quality in self-driving cars is to improve safety and accuracy using sophisticated annotation techniques and automated processes. Developing fresh insights into market segments can improve the safety and reliability of autonomous driving systems.

Market Segmentation

The Data Collection and Labelling Market is divided into three segments based on data type: text, image/video, and audio.

The Data Collection and Labelling Market is divided into the following verticals: IT, Automotive, Government, Healthcare, BFSI, Retail & E-commerce, and Others.

Regional insights

North America includes the United States, Canada, and Mexico. North America has seen an upsurge in data collection and tagging. This industry, which has a significant number of large firms and a rapid adoption of novel technology, is where data annotation and tagging have quickly gained traction. The rising complexity of AI and machine learning models being built necessitates organizations outsourcing these services to meet their data processing requirements.

In the Asia-Pacific area, particularly in China, Japan, India, and other nations, the usage of Artificial Intelligence (AI) and Machine Learning (ML) has grown dramatically in recent years across industries. As these technologies are implemented in the real world, the demand for data capture and annotation is increasing at an exponential rate.

For this study, the Europe region includes the United Kingdom, Germany, France, and the rest of Europe. The key drive is projected to be the growing use of AI and ML technologies in Europe, as well as the strong demand for data collecting and labelling services. The region's sectors are gradually adopting AI and ML solutions as advancements in generative AI make the technology more deployable.

Major Players

The market's leading vendors include Appen Limited, Telcus International, Global Technology Solutions, Alegion, Labelbox, Inc, Reality AI, Globalme Localization Inc, Dobility Inc, Scale AI, and Trilldata Technologies PVT LTD.

TABLE OF CONTENTS

1 EXECUTIVE SUMMARY

2 MARKET INTRODUCTION

• 2.1 DEFINITION
• 2.2 SCOPE OF THE STUDY
• 2.3 RESEARCH OBJECTIVE
• 2.4 MARKET STRUCTURE

3 RESEARCH METHODOLOGY

• 3.1 OVERVIEW
• 3.2 DATA FLOW
  • 3.2.1 DATA MINING PROCESS
• 3.3 PURCHASED DATABASE:
• 3.4 SECONDARY SOURCES:
  • 3.4.1 SECONDARY RESEARCH DATA FLOW:
• 3.5 PRIMARY RESEARCH:
  • 3.5.1 PRIMARY RESEARCH DATA FLOW:
  • 3.5.2 PRIMARY RESEARCH: NUMBER OF INTERVIEWS CONDUCTED
• 3.6 APPROACHES FOR MARKET SIZE ESTIMATION:
  • 3.6.1 CONSUMPTION & NET TRADE APPROACH
  • 3.6.2 REVENUE ANALYSIS APPROACH
• 3.7 DATA FORECASTING
  • 3.7.1 DATA FORECASTING TYPE
• 3.8 DATA MODELING
  • 3.8.1 MICROECONOMIC FACTOR ANALYSIS:
  • 3.8.2 DATA MODELING:

4 MARKET DYNAMICS

• 4.1 INTRODUCTION
• 4.2 DRIVERS
  • 4.2.1 RISE IN HEALTHCARE AI APPLICATION
  • 4.2.2 RAPIDLY INCREASING IN E COMMERCE
• 4.3 RESTRAINTS
  • 4.3.1 DATA PRIVACY AND SECURITY CONCERNS
  • 4.3.2 PROBLEMS RELATED TO INADEQUATE TRAINING DATA QUALITY
• 4.4 OPPORTUNITY
  • 4.4.1 GROWTH OF AUTONOMOUS TECHNOLOGY
  • 4.4.2 GROWING POPULARITY OF LABELLING CROWDSOURCED DATA

5 MARKET FACTOR ANALYSIS

• 5.1 VALUE CHAIN ANALYSIS
  • 5.1.1 DATA COLLECTION
  • 5.1.2 DATA PREPROCESSING
  • 5.1.3 SELECT THE RIGHT VENDOR OR TOOL
  • 5.1.4 ANNOTATION GUIDELINES
  • 5.1.5 ANNOTATION
  • 5.1.6 QUALITY ASSURANCE (QA)
  • 5.1.7 DATA EXPORT
• 5.2 PORTER'S FIVE FORCES MODEL
  • 5.2.1 THREAT OF NEW ENTRANTS
  • 5.2.2 BARGAINING POWER OF SUPPLIERS
  • 5.2.3 THREAT OF SUBSTITUTES
  • 5.2.4 BARGAINING POWER OF BUYERS
  • 5.2.5 INTENSITY OF RIVALRY
• 5.3 COVID-19 IMPACT ANALYSIS
  • 5.3.1 MARKET IMPACT ANALYSIS
  • 5.3.2 REGIONAL IMPACT
  • 5.3.3 OPPORTUNITY AND THREAT ANALYSIS

6 GLOBAL DATA COLLECTION AND LABELLING MARKET, BY DATA TYPE

• 6.1 OVERVIEW
• 6.2 TEXT
• 6.3 IMAGE/ VIDEO
• 6.4 AUDIO

7 GLOBAL DATA COLLECTION AND LABELLING MARKET, BY VERTICAL

• 7.1 INTRODUCTION
• 7.2 IT
• 7.3 AUTOMOTIVE
• 7.4 GOVERNMENT
• 7.5 HEALTHCARE
• 7.6 BFSI
• 7.7 RETAIL & E-COMMERCE
• 7.8 OTHERS

8 GLOBAL DATA COLLECTION AND LABELLING MARKET, BY REGION

• 8.1 OVERVIEW

GLOBAL DATA COLLECTION AND LABELLING MARKET, BY REGION, 2023 VS 2032 (USD MILLION) 59

• 8.2 NORTH AMERICA
  • 8.2.1 US
  • 8.2.2 CANADA
• 8.3 EUROPE
  • 8.3.1 UK
  • 8.3.2 GERMANY
  • 8.3.3 FRANCE
  • 8.3.4 ITALY
  • 8.3.5 SPAIN
  • 8.3.6 REST OF EUROPE
• 8.4 ASIA-PACIFIC
  • 8.4.1 CHINA
  • 8.4.2 JAPAN
  • 8.4.3 INDIA
  • 8.4.4 SOUTH KOREA
  • 8.4.5 AUSTRALIA
  • 8.4.6 REST OF ASIA-PACIFIC
• 8.5 REST OF THE WORLD
  • 8.5.1 MIDDLE EAST
  • 8.5.2 AFRICA
  • 8.5.3 LATIN AMERICA

9 COMPETITIVE LANDSCAPE

• 9.1 INTRODUCTION
• 9.2 MARKET SHARE ANALYSIS, 2023
• 9.3 COMPETITOR DASHBOARD

SUMMA LINGUAE TECHNOLOGIES 92

5

APPEN 92

4

IBM 92

5

LABELBOX 92

4

TELUS INTERNATIONAL 92

4

• 9.4 MAJOR PLAYERS FINANCIAL MATRIX
• 9.5 KEY DEVELOPMENTS & GROWTH STRATEGIES
  • 9.5.1 PRODUCT DEVELOPMENT
  • 9.5.2 PARTNERSHIPS/AGREEMENTS/CONTRACTS/COLLABORATIONS

10 COMPANY PROFILE

• 10.1 APPEN LIMITED
  • 10.1.1 COMPANY OVERVIEW
  • 10.1.2 FINANCIAL OVERVIEW
  • 10.1.3 PRODUCTS OFFERED
  • 10.1.4 KEY DEVELOPMENTS
  • 10.1.5 SWOT ANALYSIS
  • 10.1.6 KEY STRATEGIES
• 10.2 TELUS INTERNATIONAL
  • 10.2.1 COMPANY OVERVIEW
  • 10.2.2 FINANCIAL OVERVIEW
  • 10.2.3 PRODUCTS OFFERED
  • 10.2.4 KEY DEVELOPMENTS
  • 10.2.5 SWOT ANALYSIS
  • 10.2.6 KEY STRATEGIES
• 10.3 GLOBAL TECHNOLOGY SOLUTIONS
  • 10.3.1 COMPANY OVERVIEW
  • 10.3.2 FINANCIAL OVERVIEW
  • 10.3.3 PRODUCTS OFFERED
• 10.4 ALEGION
  • 10.4.1 COMPANY OVERVIEW
  • 10.4.2 FINANCIAL OVERVIEW
  • 10.4.3 PRODUCTS OFFERED
  • 10.4.4 KEY DEVELOPMENTS
  • 10.4.5 SWOT ANALYSIS
  • 10.4.6 KEY STRATEGIES
• 10.5 LABELBOX, INC
  • 10.5.1 COMPANY OVERVIEW
  • 10.5.2 FINANCIAL OVERVIEW
  • 10.5.3 PRODUCTS OFFERED
  • 10.5.4 KEY DEVELOPMENTS
  • 10.5.5 SWOT ANALYSIS
  • 10.5.6 KEY STRATEGIES
• 10.6 RENESAS ELECTRONICS CORPORATION
  • 10.6.1 COMPANY OVERVIEW
  • 10.6.2 FINANCIAL OVERVIEW
  • 10.6.3 PRODUCTS OFFERED
  • 10.6.4 KEY DEVELOPMENTS
  • 10.6.5 SWOT ANALYSIS
  • 10.6.6 KEY STRATEGIES
• 10.7 SUMMA LINGUAE TECHNOLOGIES
  • 10.7.1 COMPANY OVERVIEW
  • 10.7.2 FINANCIAL OVERVIEW
  • 10.7.3 PRODUCTS OFFERED
  • 10.7.4 KEY DEVELOPMENTS
  • 10.7.5 SWOT ANALYSIS
  • 10.7.6 KEY STRATEGIES
• 10.8 DOBILITY INC.
  • 10.8.1 COMPANY OVERVIEW
  • 10.8.2 FINANCIAL OVERVIEW
  • 10.8.3 PRODUCTS OFFERED
  • 10.8.4 KEY DEVELOPMENTS
  • 10.8.5 SWOT ANALYSIS
  • 10.8.6 KEY STRATEGIES
• 10.9 SCALE AI INC.
  • 10.9.1 COMPANY OVERVIEW
  • 10.9.2 FINANCIAL OVERVIEW
  • 10.9.3 PRODUCTS OFFERED
  • 10.9.4 KEY DEVELOPMENTS
  • 10.9.5 SWOT ANALYSIS
  • 10.9.6 KEY STRATEGIES
• 10.10 IBM CORPORATION
  • 10.10.1 COMPANY OVERVIEW
  • 10.10.2 FINANCIAL OVERVIEW
  • 10.10.3 PRODUCTS OFFERED
  • 10.10.4 KEY DEVELOPMENTS
  • 10.10.5 SWOT ANALYSIS
  • 10.10.6 KEY STRATEGIES