デフォルト表紙
市場調査レポート
商品コード
1603248

データアノテーションツールの世界市場規模、シェア、成長分析、アノテーションタイプ別、展開モデル別、業界別、用途別、エンドユーザー別、地域別 - 産業予測、2024年~2031年

Global Data Annotation Tools Market Size, Share, Growth Analysis, By Annotation Type, By Deployment Model, By Industry Vertical, By Application, By End User, By Region - Industry Forecast 2024-2031.


出版日
発行
SkyQuest
ページ情報
英文 157 Pages
納期
3~5営業日
価格
価格表記: USDを日本円(税抜)に換算
本日の銀行送金レート: 1USD=144.06円
データアノテーションツールの世界市場規模、シェア、成長分析、アノテーションタイプ別、展開モデル別、業界別、用途別、エンドユーザー別、地域別 - 産業予測、2024年~2031年
出版日: 2024年11月28日
発行: SkyQuest
ページ情報: 英文 157 Pages
納期: 3~5営業日
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  • 概要
  • 目次
概要

世界のデータアノテーションツールの市場規模は、2022年に8億1,000万米ドルとなり、2023年の10億2,000万米ドルから、2031年までには66億米ドルに成長し、予測期間(2024年~2031年)のCAGRは26.3%で成長する見通しです。

データアノテーションツールの世界市場は、さまざまな産業における人工知能(AI)および機械学習(ML)アプリケーションの需要の高まりによって大きな成長を遂げています。自律走行車からヘルスケアまで、また自然言語処理から顔認識まで、AI技術の統合は広く普及しています。これらのAIモデルを効果的に学習させるためには、正確にアノテーションされた大量のデータが不可欠であり、高度なデータアノテーションツールの世界の需要が高まっています。企業がAIやMLを導入して洞察を引き出し、ワークフローを自動化し、意思決定プロセスを強化する傾向が強まるにつれ、高品質なラベル付きデータの必要性が明らかになり、市場の拡大をさらに後押ししています。企業は、最適化されたデータが業務を洗練させ、顧客に合わせた体験を提供する上で果たす重要な役割を認識しつつあります。さらに、AI主導のソリューションが医療研究、診断、治療手法を変革するため、ヘルスケアおよびライフサイエンス分野も市場拡大に貢献しています。このような進化には、訓練と検証の両方の目的で、綿密に注釈付けされた医療データに対する要求の高まりが伴います。これらの要因を総合すると、データアノテーションツールの世界の重要性と汎用性が高まっていることが明らかになり、さまざまな領域でAI技術を成功裏に導入するための重要なコンポーネントとして位置付けられています。

目次

イントロダクション

  • 調査の目的
  • 調査範囲
  • 定義

調査手法

  • 情報調達
  • 二次データと一次データの方法
  • 市場規模予測
  • 市場の前提条件と制限

エグゼクティブサマリー

  • 世界市場の見通し
  • 供給と需要の動向分析
  • セグメント別機会分析

市場力学と見通し

  • 市場概要
  • 市場規模
  • 市場力学
    • 促進要因と機会
    • 抑制要因と課題
  • ポーター分析と影響
    • 競争企業間の敵対関係
    • 代替品の脅威
    • 買い手の交渉力
    • 新規参入業者の脅威
    • 供給企業の交渉力

主要な市場の考察

  • 主要な成功要因
  • 競合の程度
  • 主要な投資機会
  • 市場エコシステム
  • 技術の進歩
  • 規制情勢
  • ケーススタディ分析
  • PESTEL分析
  • スタートアップ分析
  • マクロ経済指標
  • 市場の魅力指数
  • 価格分析

データアノテーションツールの世界市場規模:アノテーションタイプ別・CAGR(2024年~2031年)

  • 市場概要
  • 画像アノテーション
  • ビデオアノテーション
  • テキストアノテーション
  • 音声アノテーション
  • 3Dアノテーション

データアノテーションツールの世界市場規模:展開モデル別・CAGR(2024年~2031年)

  • 市場概要
  • オンプレミス
  • クラウドベース

データアノテーションツールの世界市場規模:業界別・CAGR(2024年~2031年)

  • 市場概要
  • 自動車
  • ヘルスケア
  • 小売り
  • 製造業
  • 金融サービス
  • その他

データアノテーションツールの世界市場規模:用途別・CAGR(2024年~2031年)

  • 市場概要
  • 物体検出
  • 画像セグメンテーション
  • 自然言語処理(NLP)
  • コンピュータビジョン
  • 機械学習

データアノテーションツールの世界市場規模:エンドユーザー別・CAGR(2024年~2031年)

  • 市場概要
  • 研究開発(R&D)
  • 人工知能(AI)開発者
  • 機械学習エンジニア
  • データサイエンスチーム
  • データ注釈サービスプロバイダー

データアノテーションツールの世界市場規模・CAGR(2024年~2031年)

  • 北米
    • 米国
    • カナダ
  • 欧州
    • 英国
    • ドイツ
    • スペイン
    • フランス
    • イタリア
    • その他欧州地域
  • アジア太平洋
    • 中国
    • インド
    • 日本
    • 韓国
    • その他アジア太平洋
  • ラテンアメリカ
    • ブラジル
    • その他ラテンアメリカ地域
  • 中東・アフリカ
    • GCC諸国
    • 南アフリカ
    • その他中東・アフリカ

競合情報

  • 上位5社の比較
  • 主要企業の市場ポジショニング(2023年)
  • 主要な市場企業が採用した戦略
  • 市場の最近の動向
  • 企業の市場シェア分析(2023年)
  • 主要企業の企業プロファイル
    • 会社概要
    • 製品ポートフォリオ分析
    • 企業セグメント別シェア分析
    • 収益の前年比比較(2021年~2023年)

主要企業プロファイル

  • IBM
  • Google
  • Microsoft
  • Amazon Web Services(AWS)
  • Hive
  • Snorkel AI
  • SuperAnnotate
  • Labelbox
  • MakeSense AI
  • Nanonets
  • Dataloop
  • Labelbox(US)
  • SuperAnnotate(US)
  • Dataloop(Israel)
  • Annotate.com(US)
  • Appen(Australia)
  • Scale AI(US)
  • LightTag(US)
  • Supervisely(US)
  • Alegion(US)Company-1

結論と提言

目次
Product Code: SQMIG45C2064

Global Data Annotation Tools Market size was valued at USD 0.81 billion in 2022 and is poised to grow from USD 1.02 billion in 2023 to USD 6.60 billion by 2031, growing at a CAGR of 26.3% in the forecast period (2024-2031).

The data annotation tools market is experiencing significant growth driven by the escalating demand for artificial intelligence (AI) and machine learning (ML) applications across various industries. From autonomous vehicles to healthcare, and from natural language processing to facial recognition, the integration of AI technologies is widespread. To effectively train these AI models, the necessity for large volumes of accurately annotated data is paramount, catalyzing the demand for advanced data annotation tools. As enterprises increasingly adopt AI and ML to extract insights, automate workflows, and enhance decision-making processes, the need for high-quality labeled data becomes evident, further propelling market expansion. Businesses are realizing the critical role that optimized data plays in refining operations and delivering tailored customer experiences. Moreover, the healthcare and life sciences sectors are also contributing to market growth, as AI-driven solutions transform medical research, diagnostics, and treatment methodologies. This evolution comes with a heightened requirement for meticulously annotated medical data for both training and validation purposes. Collectively, these factors underscore the increasing importance and versatility of data annotation tools, positioning them as crucial components in the successful implementation of AI technologies across various domains.

Top-down and bottom-up approaches were used to estimate and validate the size of the Global Data Annotation Tools market and to estimate the size of various other dependent submarkets. The research methodology used to estimate the market size includes the following details: The key players in the market were identified through secondary research, and their market shares in the respective regions were determined through primary and secondary research. This entire procedure includes the study of the annual and financial reports of the top market players and extensive interviews for key insights from industry leaders such as CEOs, VPs, directors, and marketing executives. All percentage shares split, and breakdowns were determined using secondary sources and verified through Primary sources. All possible parameters that affect the markets covered in this research study have been accounted for, viewed in extensive detail, verified through primary research, and analyzed to get the final quantitative and qualitative data.

Global Data Annotation Tools Market Segmental Analysis

Global Data Annotation Tools Market is segmented by Annotation Type, Deployment Model, Industry Vertical, Application, End User and region. Based on Annotation Type, the market is segmented into Image Annotation, Video Annotation, Text Annotation, Audio Annotation, 3D Annotation. Based on Deployment Model, the market is segmented into On-Premise, Cloud-Based. Based on Industry Vertical, the market is segmented into Automotive, Healthcare, Retail, Manufacturing, Financial Services. Based on Application, the market is segmented into Object Detection, Image Segmentation, Natural Language Processing (NLP), Computer Vision, Machine Learning. Based on end user, the market is segmented into Data Science Teams, Artificial Intelligence (AI) Developers, Machine Learning Engineers, Research and Development (R&D) Organizations, Data Annotation Service Providers. Based on region, the market is segmented into North America, Europe, Asia Pacific, Latin America and Middle East & and Africa.

Driver of the Global Data Annotation Tools Market

The Global Data Annotation Tools market is being driven by the rapid expansion of AI applications across various sectors. Technologies such as natural language processing, computer vision, and autonomous vehicles are increasingly in use, all of which depend significantly on high-quality annotated data for optimal performance and accuracy. As these AI applications evolve in sophistication and scale, they create a heightened need for advanced data annotation tools that can efficiently handle the demands of intricate datasets. This surge in AI-driven initiatives is anticipated to propel the growth of the data annotation tools market substantially in the coming years.

Restraints in the Global Data Annotation Tools Market

One significant restraint in the Global Data Annotation Tools market is the challenge of ensuring quality assurance and validation. The effectiveness of AI models heavily relies on the precision and reliability of data annotations. Achieving high-quality annotations requires substantial human expertise and oversight, which can be difficult to maintain consistently. If the annotations are inaccurate or inconsistent, it can result in biased or flawed AI models, thus undermining their performance. This risk not only hampers the overall efficacy of AI applications but also poses a significant threat to the market's growth and sustainability, creating additional obstacles for providers and users alike.

Market Trends of the Global Data Annotation Tools Market

The Global Data Annotation Tools market is witnessing a significant trend towards AI-powered and automated annotation solutions, driven by the exponential growth of data volume and complexity across industries. Organizations increasingly recognize the necessity for precise and efficient data labeling to enhance machine learning model training. Leveraging state-of-the-art algorithms, computer vision, and natural language processing, these advanced tools automate annotation processes, considerably reducing the manual effort and time involved. As companies strive for faster, cost-effective solutions to bolster the efficiency and accuracy of their AI applications, the demand for such innovative data annotation technologies is expected to surge, transforming the industry landscape.

Table of Contents

Introduction

  • Objectives of the Study
  • Scope of the Report
  • Definitions

Research Methodology

  • Information Procurement
  • Secondary & Primary Data Methods
  • Market Size Estimation
  • Market Assumptions & Limitations

Executive Summary

  • Global Market Outlook
  • Supply & Demand Trend Analysis
  • Segmental Opportunity Analysis

Market Dynamics & Outlook

  • Market Overview
  • Market Size
  • Market Dynamics
    • Driver & Opportunities
    • Restraints & Challenges
  • Porters Analysis & Impact
    • Competitive rivalry
    • Threat of substitute
    • Bargaining power of buyers
    • Threat of new entrants
    • Bargaining power of suppliers

Key Market Insights

  • Key Success Factors
  • Degree of Competition
  • Top Investment Pockets
  • Market Ecosystem
  • Technological Advancement
  • Regulatory Landscape
  • Case Study Analysis
  • PESTEL Analysis
  • Startup Analysis
  • Macro-Economic Indicators
  • Market Attractiveness Index
  • Pricing Analysis

Global Data Annotation Tools Market Size by Annotation Type & CAGR (2024-2031)

  • Market Overview
  • Image Annotation
  • Video Annotation
  • Text Annotation
  • Audio Annotation
  • 3D Annotation

Global Data Annotation Tools Market Size by Deployment Model & CAGR (2024-2031)

  • Market Overview
  • On-Premises
  • Cloud-Based

Global Data Annotation Tools Market Size by Industry Vertical & CAGR (2024-2031)

  • Market Overview
  • Automotive
  • Healthcare
  • Retail
  • Manufacturing
  • Financial Services
  • Others

Global Data Annotation Tools Market Size by Application & CAGR (2024-2031)

  • Market Overview
  • Object Detection
  • Image Segmentation
  • Natural Language Processing (NLP)
  • Computer Vision
  • Machine Learning

Global Data Annotation Tools Market Size by End User & CAGR (2024-2031)

  • Market Overview
  • Research and Development (R&D)
  • Artificial Intelligence (AI) Developers
  • Machine Learning Engineers
  • Data Science Teams
  • Data Annotation Service Providers

Global Data Annotation Tools Market Size & CAGR (2024-2031)

  • North America, (Annotation Type, Deployment Model, Industry Vertical, Application, End User)
    • US
    • Canada
  • Europe, (Annotation Type, Deployment Model, Industry Vertical, Application, End User)
    • UK
    • Germany
    • Spain
    • France
    • Italy
    • Rest of Europe
  • Asia-Pacific, (Annotation Type, Deployment Model, Industry Vertical, Application, End User)
    • China
    • India
    • Japan
    • South Korea
    • Rest of Asia Pacific
  • Latin America, (Annotation Type, Deployment Model, Industry Vertical, Application, End User)
    • Brazil
    • Rest of Latin America
  • Middle East & Africa, (Annotation Type, Deployment Model, Industry Vertical, Application, End User)
    • GCC Countries
    • South Africa
    • Rest of Middle East & Africa

Competitive Intelligence

  • Top 5 Player Comparison
  • Market Positioning of Key Players, 2023
  • Strategies Adopted by Key Market Players
  • Recent Developments in the Market
  • Company Market Share Analysis, 2023
  • Company Profiles of All Key Players
    • Company Details
    • Product Portfolio Analysis
    • Company's Segmental Share Analysis
    • Revenue Y-O-Y Comparison (2021-2023)

Key Company Profiles

  • IBM
    • Company Overview
    • Business Segment Overview
    • Financial Updates
    • Key Developments
  • Google
    • Company Overview
    • Business Segment Overview
    • Financial Updates
    • Key Developments
  • Microsoft
    • Company Overview
    • Business Segment Overview
    • Financial Updates
    • Key Developments
  • Amazon Web Services (AWS)
    • Company Overview
    • Business Segment Overview
    • Financial Updates
    • Key Developments
  • Hive
    • Company Overview
    • Business Segment Overview
    • Financial Updates
    • Key Developments
  • Snorkel AI
    • Company Overview
    • Business Segment Overview
    • Financial Updates
    • Key Developments
  • SuperAnnotate
    • Company Overview
    • Business Segment Overview
    • Financial Updates
    • Key Developments
  • Labelbox
    • Company Overview
    • Business Segment Overview
    • Financial Updates
    • Key Developments
  • MakeSense AI
    • Company Overview
    • Business Segment Overview
    • Financial Updates
    • Key Developments
  • Nanonets
    • Company Overview
    • Business Segment Overview
    • Financial Updates
    • Key Developments
    • Company Overview
    • Business Segment Overview
    • Financial Updates
    • Key Developments
  • Dataloop
    • Company Overview
    • Business Segment Overview
    • Financial Updates
    • Key Developments
  • Labelbox (US)
    • Company Overview
    • Business Segment Overview
    • Financial Updates
    • Key Developments
  • SuperAnnotate (US)
    • Company Overview
    • Business Segment Overview
    • Financial Updates
    • Key Developments
  • Dataloop (Israel)
    • Company Overview
    • Business Segment Overview
    • Financial Updates
    • Key Developments
  • Annotate.com (US)
    • Company Overview
    • Business Segment Overview
    • Financial Updates
    • Key Developments
  • Appen (Australia)
    • Company Overview
    • Business Segment Overview
    • Financial Updates
    • Key Developments
  • Scale AI (US)
    • Company Overview
    • Business Segment Overview
    • Financial Updates
    • Key Developments
  • LightTag (US)
    • Company Overview
    • Business Segment Overview
    • Financial Updates
    • Key Developments
  • Supervisely (US)
    • Company Overview
    • Business Segment Overview
    • Financial Updates
    • Key Developments
  • Alegion (US)Company-1
    • Conclusio Company Overview
    • Business Segment Overview
    • Financial Updates
    • Key Developments

Conclusion & Recommendation