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AI 트레이닝 데이터 세트 시장 규모, 점유율 및 동향 분석 보고서 : 유형별, 업계별, 지역별, 부문별 예측(2026-2033년)

AI Training Dataset Market Size, Share & Trends Analysis Report By Type (Text, Image/Video, Audio), By Vertical (IT, Automotive, Healthcare, Retail & E-commerce, Government, BFSI), By Region, And Segment Forecasts, 2026 - 2033
발행일: | 리서치사: Grand View Research | 페이지 정보: 영문 100 Pages | 배송안내 : 2-10일 (영업일 기준)

    
    
    




※ 본 상품은 영문 자료로 한글과 영문 목차에 불일치하는 내용이 있을 경우 영문을 우선합니다. 정확한 검토를 위해 영문 목차를 참고해주시기 바랍니다.

AI 트레이닝 데이터 세트 시장 요약

세계의 AI 트레이닝 데이터 세트 시장 규모는 2025년에 31억 9,510만 달러로 추정되며, 2033년까지 163억 2,000만 달러에 이를 것으로 예측됩니다.

또한, 2026-2033년까지 연평균 22.6%의 성장률을 보일 것으로 예측됩니다. 머신러닝 모델 학습을 위한 고품질 데이터에 대한 수요가 증가함에 따라 시장은 빠르게 성장하고 있습니다.

다양한 산업 분야의 기업들은 AI 모델의 성능과 정확도를 높이는 데 있어 적절하게 선별된 데이터 세트의 중요성을 인식하고 있습니다. 다양하고 대표성 있는 데이터에 대한 요구가 이 시장의 성장을 견인하고 있습니다. 조직은 AI 역량을 강화하기 위해 공개 데이터 세트와 자체 데이터 세트를 모두 활용하고 있습니다. AI 학습용 데이터셋 업계에서는 데이터 수집, 주석, 관리 플랫폼에 많은 투자가 이루어지고 있습니다. 데이터 제공업체들은 크라우드 소싱, 자동 데이터 라벨링, 합성 데이터 생성 등 첨단 기술을 도입하여 증가하는 수요에 대응하고 있습니다. 머신러닝 알고리즘을 효과적으로 훈련시키기 위해서는 방대한 양의 정확하고 라벨링된 데이터가 필요하며, 이를 위해 데이터 공급업체와 어노타이터로 구성된 활발한 생태계가 형성되어 있습니다. 다양한 분야에서 AI에 대한 의존도가 높아지는 가운데, 양질의 데이터셋 확보가 기업의 최우선 과제로 떠오르고 있습니다. 그 결과, 틈새 영역과 언어를 포함한 보다 전문적인 이용 사례를 위한 AI 학습 데이터 세트가 구축되고 있습니다. 이러한 노력을 통해 모델의 정확성뿐만 아니라 윤리성과 공정성도 확보할 수 있습니다.

규제 상황 또한 AI에 대한 의존도가 높아짐에 따라 변화하고 있습니다. 각국 정부는 AI 모델 훈련에 사용되는 데이터 세트의 투명성과 공정성을 보장하기 위한 정책을 도입하고 있습니다. 이러한 규제는 프라이버시, 데이터 보안, 편향성 감소에 초점을 맞추고 있으며, 이는 다양한 산업에서 AI 도입에 필수적인 요소입니다. 시장이 확대됨에 따라 기업은 다양한 데이터에 대한 니즈와 균형을 맞추면서 이러한 규제적 과제를 극복해야 합니다. AI 기술이 전 세계적으로 확대됨에 따라 국내외 모두에서 데이터 세트에 대한 수요가 증가하고 있습니다. 기업들은 다양한 시장과 관할권의 다양한 요구사항을 충족하기 위해 전 세계 데이터 제공업체와의 협업을 모색하고 있습니다.

목차

제1장 조사 방법과 범위

제2장 주요 요약

제3장 AI 트레이닝 데이터 세트 시장 변수, 동향 및 범위

  • 세계 AI 트레이닝 데이터 세트 시장 전망
  • 업계 밸류체인 분석
  • 시장 역학
  • Porter의 Five Forces 분석
  • PESTEL 분석
    • 정치적 환경
    • 경제적 환경
    • 사회적 환경
    • 기술적 환경
    • 환경적 상황
    • 법적 환경

제4장 AI 트레이닝 데이터 세트 시장 : 유형별 추정·예측

  • AI 트레이닝 데이터 세트 시장 : 유형별 변동 분석, 2025년 및 2033년
    • 텍스트
    • 이미지/비디오
    • 오디오

제5장 AI 트레이닝 데이터 세트 시장 : 업계별 전망 추정·예측

  • AI 트레이닝 데이터 세트 시장 : 업계별 변동 분석, 2025년 및 2033년
    • IT
    • 자동차
    • 정부
    • 의료
    • 금융 서비스
    • 소매 및 전자상거래
    • 기타

제6장 AI 트레이닝 데이터 세트 시장 : 지역별 추정·동향 분석

  • 지역별 AI 트레이닝 데이터 세트 시장 점유율, 2025년 및 2033년
  • 북미
    • 미국
    • 캐나다
    • 멕시코
  • 유럽
    • 영국
    • 독일
    • 프랑스
  • 아시아태평양
    • 중국
    • 일본
    • 인도
    • 한국
    • 호주
  • 라틴아메리카
    • 브라질
  • 중동 및 아프리카
    • 아랍에미리트(UAE)
    • 사우디아라비아
    • 남아프리카공화국

제7장 경쟁 구도

  • 주요 시장 진출기업별 최근 동향과 영향 분석
  • 벤더 구도
    • 기업 분류
    • 주요 유통업체 및 채널 파트너 리스트
    • 잠재 고객 리스트/게재 리스트
  • 경쟁력 있는 역학
    • 경쟁 벤치마킹
    • 전략 매핑
    • 히트맵 분석
  • 기업 개요/리스트
    • Alegion
    • Amazon Web Services, Inc.
    • Appen Limited
    • Cogito Tech LLC
    • Deep Vision Data
    • Google, LLC(Kaggle)
    • Lionbridge Technologies, Inc.
    • Microsoft Corporation
    • Samasource Inc.
    • Scale AI Inc.
LSH

AI Training Dataset Market Summary

The global AI training dataset market size was estimated at USD 3,195.1 million in 2025 and is projected to reach USD 16,320 million by 2033, growing at a CAGR of 22.6% from 2026 to 2033. The market is expanding rapidly, driven by the increasing demand for high-quality data to train machine learning models.

Companies across various industries are recognizing the importance of well-curated datasets in enhancing the performance and accuracy of their AI models. The need for diverse and representative data is pushing the growth of this market; Organizations are utilizing both public and proprietary datasets to enhance their AI capabilities. The AI training dataset industry is witnessing significant investments in data collection, annotation, and management platforms. Data providers are adopting advanced technologies, such as crowdsourcing, automated data labeling, and synthetic data generation, to meet the growing demand. Machine learning algorithms require vast amounts of accurate, labeled data to train effectively, creating a thriving ecosystem of data vendors and annotators. With the increasing reliance on AI in various sectors, securing high-quality datasets has become a priority for businesses. As a result, AI training datasets are being curated for more specialized use cases, including niche domains and languages. These efforts ensure that models are not only accurate but also ethical and unbiased.

The regulatory landscape is also evolving in response to the growing reliance on AI. Governments are introducing policies to ensure the transparency and fairness of datasets used for training AI models. These regulations focus on privacy, data security, and reducing bias, all of which are essential for the adoption of AI across various industries. As the market expands, businesses must navigate these regulatory challenges while striking a balance between the need for diverse data. With the global expansion of AI technologies, the demand for both local and international datasets is increasing. Companies are seeking to collaborate with data providers worldwide to meet the diverse requirements of various markets and jurisdictions.

Global AI Training Dataset Market Report Segmentation

This report offers revenue growth forecasts at the global, regional, and country levels and provides an analysis of the latest industry trends in each of the sub-segments from 2026 to 2033. For this study, Grand View Research has segmented the global AI training dataset market report based on type, vertical, and region:

  • Type Outlook (Revenue, USD Million, 2021 - 2033)
  • Text
  • Image/Video
  • Audio
  • Vertical (Revenue, USD Million, 2021 - 2033)
  • IT
  • Automotive
  • Government
  • Healthcare
  • BFSI
  • Retail & E-commerce
  • Others
  • Regional Outlook (Revenue, USD Million, 2021 - 2033)
  • North America
    • U.S.
    • Canada
    • Mexico
  • Europe
    • UK
    • Germany
    • France
  • Asia Pacific
    • China
    • Japan
    • India
    • Australia
    • South Korea
  • Latin America
    • Brazil
  • Middle East & Africa (MEA)
    • KSA
    • UAE
    • South Africa

Table of Contents

Chapter 1. Methodology and Scope

  • 1.1. Market Segmentation & Scope
  • 1.2. Market Definition
  • 1.3. Information Procurement
    • 1.3.1. Purchased Database
    • 1.3.2. GVR's Internal Database
    • 1.3.3. Secondary Sources & Third-Party Perspectives
    • 1.3.4. Primary Research
  • 1.4. Information Analysis
    • 1.4.1. Data Analysis Types
  • 1.5. Market Formulation & Data Visualization
  • 1.6. Data Validation & Publishing

Chapter 2. Executive Summary

  • 2.1. Market Insights
  • 2.2. Segmental Outlook
  • 2.3. Competitive Outlook

Chapter 3. AI Training Dataset Market Variables, Trends & Scope

  • 3.1. Global AI Training Dataset Market Outlook
  • 3.2. Industry Value Chain Analysis
  • 3.3. Market Dynamics
    • 3.3.1. Market Driver Analysis
    • 3.3.2. Market Restraint Analysis
    • 3.3.3. Industry Challenges
  • 3.4. Porter's Five Forces Analysis
    • 3.4.1. Supplier Power
    • 3.4.2. Buyer Power
    • 3.4.3. Substitution Threat
    • 3.4.4. Threat from New Entrant
    • 3.4.5. Competitive Rivalry
  • 3.5. PESTEL Analysis
    • 3.5.1. Political Landscape
    • 3.5.2. Economic Landscape
    • 3.5.3. Social Landscape
    • 3.5.4. Technological Landscape
    • 3.5.5. Environmental Landscape
    • 3.5.6. Legal Landscape

Chapter 4. AI Training Dataset Market: Type Estimates & Forecasts

  • 4.1. AI Training Dataset Market: Type Movement Analysis, 2025 & 2033
    • 4.1.1. Text
      • 4.1.1.1. Text Market estimates and forecast, 2021 - 2033 (USD Million)
    • 4.1.2. Image/Video
      • 4.1.2.1. Image/Video Market estimates and forecast, 2021 - 2033 (USD Million)
    • 4.1.3. Audio
      • 4.1.3.1. Audio Market estimates and forecast, 2021 - 2033 (USD Million)

Chapter 5. AI Training Dataset Market: Vertical Outlook Estimates & Forecasts

  • 5.1. AI Training Dataset Market: Vertical Movement Analysis, 2025 & 2033
    • 5.1.1. IT
      • 5.1.1.1. IT Market estimates and forecast, 2021 - 2033 (USD Million)
    • 5.1.2. Automotive
      • 5.1.2.1. Automotive Market estimates and forecast, 2021 - 2033 (USD Million)
    • 5.1.3. Government
      • 5.1.3.1. Government Market estimates and forecast, 2021 - 2033 (USD Million)
    • 5.1.4. Healthcare
      • 5.1.4.1. Healthcare Market estimates and forecast, 2021 - 2033 (USD Million)
    • 5.1.5. BFSI
      • 5.1.5.1. BFSI Market estimates and forecast, 2021 - 2033 (USD Million)
    • 5.1.6. Retail & E-commerce
      • 5.1.6.1. Retail & E-commerce Market estimates and forecast, 2021 - 2033 (USD Million)
    • 5.1.7. Others
      • 5.1.7.1. Others Market estimates and forecast, 2021 - 2033 (USD Million)

Chapter 6. AI Training Dataset Market: Regional Estimates & Trend Analysis

  • 6.1. AI Training Dataset Market Share, By Region, 2025 & 2033, USD Million
  • 6.2. North America
    • 6.2.1. North America AI Training Dataset Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 6.2.1.1. North America AI Training Dataset Market Estimates and Forecasts, by Country, 2021 - 2033 (USD Million)
      • 6.2.1.2. North America AI Training Dataset Market Estimates and Forecasts, by Type, 2021 - 2033 (USD Million)
      • 6.2.1.3. North America AI Training Dataset Market Estimates and Forecasts, by Vertical, 2021 - 2033 (USD Million)
    • 6.2.2. U.S.
      • 6.2.2.1. U.S. AI Training Dataset Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 6.2.2.2. U.S. AI Training Dataset Market Estimates and Forecasts, by Type, 2021 - 2033 (USD Million)
      • 6.2.2.3. U.S. AI Training Dataset Market Estimates and Forecasts, by Vertical, 2021 - 2033 (USD Million)
    • 6.2.3. Canada
      • 6.2.3.1. Canada AI Training Dataset Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 6.2.3.2. Canada AI Training Dataset Market Estimates and Forecasts, by Type, 2021 - 2033 (USD Million)
      • 6.2.3.3. Canada AI Training Dataset Market Estimates and Forecasts, by Vertical, 2021 - 2033 (USD Million)
    • 6.2.4. Mexico
      • 6.2.4.1. Mexico AI Training Dataset Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 6.2.4.2. Mexico AI Training Dataset Market Estimates and Forecasts, by Type, 2021 - 2033 (USD Million)
      • 6.2.4.3. Mexico AI Training Dataset Market Estimates and Forecasts, by Vertical, 2021 - 2033 (USD Million)
  • 6.3. Europe
    • 6.3.1. Europe AI Training Dataset Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 6.3.1.1. Europe AI Training Dataset Market Estimates and Forecasts, by Country, 2021 - 2033 (USD Million)
      • 6.3.1.2. Europe AI Training Dataset Market Estimates and Forecasts, by Type, 2021 - 2033 (USD Million)
      • 6.3.1.3. Europe AI Training Dataset Market Estimates and Forecasts, by Vertical, 2021 - 2033 (USD Million)
    • 6.3.2. UK
      • 6.3.2.1. UK AI Training Dataset Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 6.3.2.2. UK AI Training Dataset Market Estimates and Forecasts, by Type, 2021 - 2033 (USD Million)
      • 6.3.2.3. UK AI Training Dataset Market Estimates and Forecasts, by Vertical, 2021 - 2033 (USD Million)
    • 6.3.3. Germany
      • 6.3.3.1. Germany AI Training Dataset Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 6.3.3.2. Germany AI Training Dataset Market Estimates and Forecasts, by Type, 2021 - 2033 (USD Million)
      • 6.3.3.3. Germany AI Training Dataset Market Estimates and Forecasts, by Vertical, 2021 - 2033 (USD Million)
    • 6.3.4. France
      • 6.3.4.1. France AI Training Dataset Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 6.3.4.2. France AI Training Dataset Market Estimates and Forecasts, by Type, 2021 - 2033 (USD Million)
      • 6.3.4.3. France AI Training Dataset Market Estimates and Forecasts, by Vertical, 2021 - 2033 (USD Million)
  • 6.4. Asia Pacific
    • 6.4.1. Asia Pacific AI Training Dataset Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 6.4.1.1. Asia Pacific AI Training Dataset Market Estimates and Forecasts, by Country, 2021 - 2033 (USD Million)
      • 6.4.1.2. Asia Pacific AI Training Dataset Market Estimates and Forecasts, by Type, 2021 - 2033 (USD Million)
      • 6.4.1.3. Asia Pacific AI Training Dataset Market Estimates and Forecasts, by Vertical, 2021 - 2033 (USD Million)
    • 6.4.2. China
      • 6.4.2.1. China AI Training Dataset Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 6.4.2.2. China AI Training Dataset Market Estimates and Forecasts, by Type, 2021 - 2033 (USD Million)
      • 6.4.2.3. China AI Training Dataset Market Estimates and Forecasts, by Vertical, 2021 - 2033 (USD Million)
    • 6.4.3. Japan
      • 6.4.3.1. Japan AI Training Dataset Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 6.4.3.2. Japan AI Training Dataset Market Estimates and Forecasts, by Type, 2021 - 2033 (USD Million)
      • 6.4.3.3. Japan AI Training Dataset Market Estimates and Forecasts, by Vertical, 2021 - 2033 (USD Million)
    • 6.4.4. India
      • 6.4.4.1. India AI Training Dataset Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 6.4.4.2. India AI Training Dataset Market Estimates and Forecasts, by Type, 2021 - 2033 (USD Million)
      • 6.4.4.3. India AI Training Dataset Market Estimates and Forecasts, by Vertical, 2021 - 2033 (USD Million)
    • 6.4.5. South Korea
      • 6.4.5.1. South Korea AI Training Dataset Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 6.4.5.2. Market Estimates and Forecasts, by Type, 2021 - 2033 (USD Million)
      • 6.4.5.3. South Korea AI Training Dataset Market Estimates and Forecasts, by Vertical, 2021 - 2033 (USD Million)
    • 6.4.6. Australia
      • 6.4.6.1. Australia AI Training Dataset Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 6.4.6.2. Australia AI Training Dataset Market Estimates and Forecasts, by Type, 2021 - 2033 (USD Million)
      • 6.4.6.3. Australia AI Training Dataset Market Estimates and Forecasts, by Vertical, 2021 - 2033 (USD Million)
  • 6.5. Latin America
    • 6.5.1. Latin America AI Training Dataset Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 6.5.1.1. Latin America AI Training Dataset Market Estimates and Forecasts, by Country, 2021 - 2033 (USD Million)
      • 6.5.1.2. Latin America AI Training Dataset Market Estimates and Forecasts, by Type, 2021 - 2033 (USD Million)
      • 6.5.1.3. Latin America AI Training Dataset Market Estimates and Forecasts, by Vertical, 2021 - 2033 (USD Million)
    • 6.5.2. Brazil
      • 6.5.2.1. Brazil AI Training Dataset Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 6.5.2.2. Brazil AI Training Dataset Market Estimates and Forecasts, by Type, 2021 - 2033 (USD Million)
      • 6.5.2.3. Brazil AI Training Dataset Market Estimates and Forecasts, by Vertical, 2021 - 2033 (USD Million)
  • 6.6. Middle East and Africa
    • 6.6.1. Middle East and Africa AI Training Dataset Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 6.6.1.1. Middle East and Africa AI Training Dataset Market Estimates and Forecasts, by Country, 2021 - 2033 (USD Million)
      • 6.6.1.2. Middle East and Africa AI Training Dataset Market Estimates and Forecasts, by Type, 2021 - 2033 (USD Million)
      • 6.6.1.3. Middle East and Africa AI Training Dataset Market Estimates and Forecasts, by Vertical, 2021 - 2033 (USD Million)
    • 6.6.2. UAE
      • 6.6.2.1. UAE AI Training Dataset Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 6.6.2.2. UAE AI Training Dataset Market Estimates and Forecasts, by Type, 2021 - 2033 (USD Million)
      • 6.6.2.3. UAE AI Training Dataset Market Estimates and Forecasts, by Vertical, 2021 - 2033 (USD Million)
    • 6.6.3. KSA
      • 6.6.3.1. KSA AI Training Dataset Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 6.6.3.2. KSA AI Training Dataset Market Estimates and Forecasts, by Type, 2021 - 2033 (USD Million)
      • 6.6.3.3. KSA AI Training Dataset Market Estimates and Forecasts, by Vertical, 2021 - 2033 (USD Million)
    • 6.6.4. South Africa
      • 6.6.4.1. South Africa AI Training Dataset Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 6.6.4.2. South Africa AI Training Dataset Market Estimates and Forecasts, by Type, 2021 - 2033 (USD Million)
      • 6.6.4.3. South Africa AI Training Dataset Market Estimates and Forecasts, by Vertical, 2021 - 2033 (USD Million)

Chapter 7. Competitive Landscape

  • 7.1. Recent Developments & Impact Analysis, By Key Market Participants
  • 7.2. Vendor Landscape
    • 7.2.1. Company categorization
    • 7.2.2. List of Key Distributors and Channel Partners
    • 7.2.3. List of Potential Customers/Listing
  • 7.3. Competitive Dynamics
    • 7.3.1. Competitive Benchmarking
    • 7.3.2. Strategy Mapping
    • 7.3.3. Heat Map Analysis
  • 7.4. Company Profiles/Listing
    • 7.4.1. Alegion
      • 7.4.1.1. Participant's overview
      • 7.4.1.2. Financial performance
      • 7.4.1.3. Type benchmarking
      • 7.4.1.4. Strategic initiatives
    • 7.4.2. Amazon Web Services, Inc.
      • 7.4.2.1. Participant's overview
      • 7.4.2.2. Financial performance
      • 7.4.2.3. Type benchmarking
      • 7.4.2.4. Strategic initiatives
    • 7.4.3. Appen Limited
      • 7.4.3.1. Participant's overview
      • 7.4.3.2. Financial performance
      • 7.4.3.3. Type benchmarking
      • 7.4.3.4. Strategic initiatives
    • 7.4.4. Cogito Tech LLC
      • 7.4.4.1. Participant's overview
      • 7.4.4.2. Financial performance
      • 7.4.4.3. Type benchmarking
      • 7.4.4.4. Strategic initiatives
    • 7.4.5. Deep Vision Data
      • 7.4.5.1. Participant's overview
      • 7.4.5.2. Financial performance
      • 7.4.5.3. Type benchmarking
      • 7.4.5.4. Strategic initiatives
    • 7.4.6. Google, LLC (Kaggle)
      • 7.4.6.1. Participant's overview
      • 7.4.6.2. Financial performance
      • 7.4.6.3. Type benchmarking
      • 7.4.6.4. Strategic initiatives
    • 7.4.7. Lionbridge Technologies, Inc.
      • 7.4.7.1. Participant's overview
      • 7.4.7.2. Financial performance
      • 7.4.7.3. Type benchmarking
      • 7.4.7.4. Strategic initiatives
    • 7.4.8. Microsoft Corporation
      • 7.4.8.1. Participant's overview
      • 7.4.8.2. Financial performance
      • 7.4.8.3. Type benchmarking
      • 7.4.8.4. Strategic initiatives
    • 7.4.9. Samasource Inc.
      • 7.4.9.1. Participant's overview
      • 7.4.9.2. Financial performance
      • 7.4.9.3. Type benchmarking
      • 7.4.9.4. Strategic initiatives
    • 7.4.10. Scale AI Inc.
      • 7.4.10.1. Participant's overview
      • 7.4.10.2. Financial performance
      • 7.4.10.3. Type benchmarking
      • 7.4.10.4. Strategic initiatives
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