데이터 품질 분야 인공지능(AI) 시장 규모는 향후 수년간 비약적인 성장이 예상될 예정입니다. 예측 기간에 있어서의 주요 동향으로는 데이터 합성에 있어서의 생성형 AI의 채용, 셀프 서비스형 데이터 품질 플랫폼으로의 변화, 마스터 데이터 관리에 있어서의 AI의 이용, AI와 데이터 패브릭 아키텍처의 융합, 데이터 품질 분야 설명 가능한 AI의 중시 등을 들 수 있습니다.
클라우드 컴퓨팅의 채용 확대로 데이터 품질 분야 인공지능(AI)의 확대는 향후 수년에 걸쳐 가속될 것으로 예측됩니다. 컴퓨팅 리소스를 제공하는 클라우드 기반 플랫폼으로의 마이그레이션이 포함되어 있습니다. 프로파일링, 클렌징, 검증 등의 프로세스를 자동화함으로써 클라우드 환경의 데이터 품질에 기여하고 실시간 의사결정에 필요한 데이터의 정확성과 무결성을 확보합니다. 예를 들어, 2023년 12월 유럽연합 통계청인 Eurostat는 EU 기업의 45.2%가 클라우드 컴퓨팅을 사용했으며, 주로 이메일, 파일 스토리지, 사무용 도구에 사용한다고 보고하여 2021년 대비 4.2% 포인트 증가했습니다.
데이터 품질 분야 인공지능(AI) 시장의 주요 기업은 데이터의 정확성과 업무 효율을 향상시키기 위해 생성형 AI의 통합에 주력하고 있습니다. 예를 들어, 2023년 9월, 미국에 본사를 둔 소프트웨어 회사인 Saama Technologies Inc.는 스마트 데이터 품질(SDQ) 플랫폼 내에 데이터 품질(DQ) 공동 파일럿을 출시했습니다. 이 혁신적인 기능은 생성형 AI를 활용하여 데이터 품질 검사를 자동화합니다.
목차
제1장 주요 요약
제2장 시장 특징
제3장 시장 동향과 전략
제4장 시장 - 금리, 인플레이션, 지정학, 무역전쟁과 관세, 코로나 및 회복이 시장에 미치는 영향을 포함한 거시경제 시나리오
제5장 세계의 성장 분석과 전략 분석 프레임워크
- 세계의 데이터 품질 분야 인공지능(AI) PESTEL 분석(정치, 사회, 기술, 환경, 법적 요인, 성장 촉진요인 및 억제요인)
- 최종 이용 산업의 분석
- 세계의 데이터 품질 분야 인공지능(AI) 시장 : 성장률 분석
- 세계의 데이터 품질 분야 인공지능(AI) 시장 실적 : 규모와 성장(2019-2024년)
- 세계의 데이터 품질 분야 인공지능(AI) 시장 예측 : 규모와 성장(2024-2029년, 2034년)
- 세계의 데이터 품질 분야 인공지능(AI) 전체 시장(TAM)
제6장 시장 세분화
- 세계의 데이터 품질 분야 인공지능(AI) 시장 : 구성 요소별, 분석과 예측(2019-2024년, 2024-2029년, 2034년)
- 소프트웨어
- 서비스
- 세계의 데이터 품질 분야 인공지능(AI) 시장 : 배포 모드별, 분석과 예측(2019-2024년, 2024-2029년, 2034년)
- 클라우드 기반
- 온프레미스
- 세계의 데이터 품질 분야 인공지능(AI) 시장 : 조직 규모별, 분석과 예측(2019-2024년, 2024-2029년, 2034년)
- 중소기업
- 대기업
- 세계의 데이터 품질 분야 인공지능(AI) 시장 : 업계별, 분석과 예측(2019-2024년, 2024-2029년, 2034년)
- 은행, 금융서비스 및 보험(BFSI)
- 정보기술 및 통신
- 헬스케어
- 소매업 및 E-Commerce
- 제조업
- 정부 및 공공 부문
- 기타
- 세계의 데이터 품질 분야 인공지능(AI) 시장 : 소프트웨어 유형별, 분석과 예측(2019-2024년, 2024-2029년, 2034년)
- 데이터 프로파일링 도구
- 데이터 정리 도구
- 데이터 모니터링 및 검증 도구
- 데이터 통합 소프트웨어
- 마스터 데이터 관리(MDM) 솔루션
- 메타데이터 관리 도구
- 예측적 데이터 품질 분석
- 세계의 데이터 품질 분야 인공지능(AI) 시장 : 서비스 유형별, 분석과 예측(2019-2024년, 2024-2029년, 2034년)
- 전문 서비스
- 매니지드 서비스
- 컨설팅 서비스
- 구현 및 통합 서비스
- 훈련 및 지원 서비스
제7장 지역별/국가별 분석
- 세계의 데이터 품질 분야 인공지능(AI) 시장 : 지역별, 분석과 예측(2019-2024년, 2024-2029년, 2034년)
- 세계의 데이터 품질 분야 인공지능(AI) 시장 : 국가별, 분석과 예측(2019-2024년, 2024-2029년, 2034년)
제8장 아시아태평양 시장
제9장 중국 시장
제10장 인도 시장
제11장 일본 시장
제12장 호주 시장
제13장 인도네시아 시장
제14장 한국 시장
제15장 서유럽 시장
제16장 영국 시장
제17장 독일 시장
제18장 프랑스 시장
제19장 이탈리아 시장
제20장 스페인 시장
제21장 동유럽 시장
제22장 러시아 시장
제23장 북미 시장
제24장 미국 시장
제25장 캐나다 시장
제26장 남미 시장
제27장 브라질 시장
제28장 중동 시장
제29장 아프리카 시장
제30장 경쟁 구도와 기업 프로파일
- 데이터 품질 분야 인공지능(AI) 시장 : 경쟁 구도
- 데이터 품질 분야 인공지능(AI) 시장 : 기업 프로파일
- Alphabet Inc. : 개요, 제품 및 서비스, 전략 및 재무 분석
- Microsoft Corporation : 개요, 제품 및 서비스, 전략 및 재무 분석
- Amazon Web Services : 개요, 제품 및 서비스, 전략 및 재무 분석
- Accenture plc : 개요, 제품 및 서비스, 전략 및 재무 분석
- International Business Machines Corporation(IBM) : 개요, 제품 및 서비스, 전략 및 재무 분석
제31장 기타 주요 기업 및 혁신 기업
- Oracle Corporation
- SAP SE
- Salesforce.com Inc.
- Experian plc.
- Collibra
- Dataiku
- Sas Institute Inc.
- Teradata
- Informatica Inc.
- Snowflake Inc.
- Alteryx Inc.
- QlikTech International AB
- Precisely Corporation
- TIBCO Software Inc.
- Databricks Inc.
제32장 세계 시장 경쟁 벤치마킹과 대시보드
제33장 주요 인수합병(M&A)
제34장 최근 시장 동향
제35장 시장의 잠재력이 높은 국가, 부문, 전략
- 데이터 품질 분야 인공지능(AI) 시장(2029년) : 새로운 기회를 제공하는 국가
- 데이터 품질 분야 인공지능(AI) 시장(2029년) : 새로운 기회를 제공하는 부문
- 데이터 품질 분야 인공지능(AI) 시장(2029년) : 성장 전략
제36장 부록
KTH
Artificial intelligence (AI) in data quality involves using AI technologies to automate, improve, and sustain the accuracy, consistency, completeness, and dependability of data across various systems. AI-powered tools are capable of identifying and correcting errors, detecting anomalies, filling in missing information, removing duplicate entries, and ensuring that data aligns with established standards.
The key elements of AI in data quality are software and services. Software in this context consists of AI-based tools developed to streamline and enhance data quality operations such as cleansing, validation, and enrichment. These solutions assist organizations in preserving precise and trustworthy data, which is essential for informed decision-making and operational effectiveness. They are available in both cloud-based and on-premise formats, accommodating organizations of different sizes-from small and medium-sized enterprises to large corporations-and are utilized across a broad range of industries, including banking, financial services, and insurance (BFSI), information technology (IT) and telecommunications, healthcare, retail and e-commerce, manufacturing, government, and the public sector, among others.
The artificial intelligence (AI) in data quality market research report is one of a series of new reports from The Business Research Company that provides artificial intelligence (AI) in data quality market statistics, including the artificial intelligence (AI) in data quality industry's global market size, regional shares, competitors with an artificial intelligence (AI) in data quality market share, detailed artificial intelligence (AI) in data quality market segments, market trends and opportunities, and any further data you may need to thrive in the artificial intelligence (AI) in data quality industry. This artificial intelligence (AI) in data quality market research report delivers a complete perspective of everything you need, with an in-depth analysis of the current and future scenarios of the industry.
The artificial intelligence (AI) in data quality market size has grown exponentially in recent years. It will grow from $1.19 billion in 2024 to $1.49 billion in 2025 at a compound annual growth rate (CAGR) of 25.4%. The growth during the historical period can be credited to the rapid increase of data within organizations, the rising need for business intelligence, the adoption of cloud-based data tools, early investments in artificial intelligence (AI) technologies, and the growing demand for data compliance.
The artificial intelligence (AI) in data quality market size is expected to see exponential growth in the next few years. It will grow to $3.65 billion in 2029 at a compound annual growth rate (CAGR) of 25.2%. The growth during the forecast period can be attributed to the increasing need for real-time data processing, integration with cloud-native platforms, demand for automated data quality tools, the expanding role of artificial intelligence (AI) in data governance, and the growing significance of predictive analytics. Key trends in the forecast period include the adoption of generative AI for data synthesis, a shift toward self-service data quality platforms, the use of AI in master data management, the convergence of AI with data fabric architecture, and a focus on explainable AI in data quality.
The growing adoption of cloud computing is expected to accelerate the expansion of artificial intelligence (AI) in the data quality market in the coming years. Cloud computing adoption involves transitioning from traditional on-premises IT infrastructure to cloud-based platforms, which offer scalable, cost-effective, and remotely accessible computing resources. This shift is largely fueled by digital transformation efforts across various industries and the need for more flexible and agile data management solutions. AI contributes to data quality in cloud environments by automating processes such as data profiling, cleansing, and validation, ensuring the accuracy and integrity of data for real-time decision-making. For example, in December 2023, Eurostat, the statistical office of the European Union, reported that 45.2% of EU enterprises used cloud computing, marking a 4.2-point increase from 2021, primarily for email, file storage, and office tools. As a result, the rise in cloud computing adoption is driving the growth of AI in the data quality market.
Leading companies in the artificial intelligence (AI) in data quality market are focusing on integrating generative AI to improve data accuracy and operational efficiency. Generative AI refers to AI systems that can create new content, such as text, images, videos, audio, or code, by learning patterns from existing data. For example, in September 2023, Saama Technologies Inc., a US-based software company, launched a Data Quality (DQ) Co Pilot within its Smart Data Quality (SDQ) platform. This innovative feature utilizes generative AI to automate data quality checks. By allowing users to simply describe the desired data validation, the tool automatically generates and tests the corresponding code, significantly reducing manual effort and speeding up clinical trial workflows.
In January 2024, QlikTech International AB, a US-based data integration and analytics company, acquired Kyndi for an undisclosed amount. This acquisition allows Qlik to enhance its artificial intelligence (AI) capabilities by integrating Kyndi's advanced natural language processing and AI-powered search technology into its platform. Kyndi, a US-based company, specializes in natural language processing and AI software that helps businesses extract actionable insights from unstructured data.
Major players in the artificial intelligence (ai) in data quality market are Alphabet Inc., Microsoft Corporation, Amazon Web Services, Accenture plc, International Business Machines Corporation (IBM), Oracle Corporation, SAP SE, Salesforce.com Inc., Experian plc., Collibra, Dataiku, Sas Institute Inc., Teradata, Informatica Inc., Snowflake Inc., Alteryx Inc., QlikTech International AB, Precisely Corporation, TIBCO Software Inc., Databricks Inc., and Ataccama Corporation.
North America was the largest region in the artificial intelligence (AI) in data quality market in 2024. The regions covered in artificial intelligence (AI) in data quality report are Asia-Pacific, Western Europe, Eastern Europe, North America, South America, Middle East and Africa.
The countries covered in the artificial intelligence (AI) in data quality market report are Australia, Brazil, China, France, Germany, India, Indonesia, Japan, Russia, South Korea, UK, USA, Canada, Italy, Spain.
The artificial intelligence (AI) in data quality market includes revenues earned by entities by providing services such as automated data profiling, anomaly detection, data cleansing, error reduction, and continuous monitoring. The market value includes the value of related goods sold by the service provider or included within the service offering. The artificial intelligence (AI) in data quality market also includes sales of graphics processing units (GPUs), central processing units (CPUs), and high-performance memory. Values in this market are 'factory gate' values, that is the value of goods sold by the manufacturers or creators of the goods, whether to other entities (including downstream manufacturers, wholesalers, distributors and retailers) or directly to end customers. The value of goods in this market includes related services sold by the creators of the goods.
The market value is defined as the revenues that enterprises gain from the sale of goods and/or services within the specified market and geography through sales, grants, or donations in terms of the currency (in USD, unless otherwise specified).
The revenues for a specified geography are consumption values and are revenues generated by organizations in the specified geography within the market, irrespective of where they are produced. It does not include revenues from resales along the supply chain, either further along the supply chain or as part of other products.
Artificial Intelligence (AI) In Data Quality Global Market Report 2025 from The Business Research Company provides strategists, marketers and senior management with the critical information they need to assess the market.
This report focuses on artificial intelligence (ai) in data quality market which is experiencing strong growth. The report gives a guide to the trends which will be shaping the market over the next ten years and beyond.
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Where is the largest and fastest growing market for artificial intelligence (ai) in data quality ? How does the market relate to the overall economy, demography and other similar markets? What forces will shape the market going forward? The artificial intelligence (ai) in data quality market global report from the Business Research Company answers all these questions and many more.
The report covers market characteristics, size and growth, segmentation, regional and country breakdowns, competitive landscape, market shares, trends and strategies for this market. It traces the market's historic and forecast market growth by geography.
- The market characteristics section of the report defines and explains the market.
- The market size section gives the market size ($b) covering both the historic growth of the market, and forecasting its development.
- The forecasts are made after considering the major factors currently impacting the market. These include:
The forecasts are made after considering the major factors currently impacting the market. These include the Russia-Ukraine war, rising inflation, higher interest rates, and the legacy of the COVID-19 pandemic.
- Market segmentations break down the market into sub markets.
- The regional and country breakdowns section gives an analysis of the market in each geography and the size of the market by geography and compares their historic and forecast growth. It covers the growth trajectory of COVID-19 for all regions, key developed countries and major emerging markets.
- The competitive landscape chapter gives a description of the competitive nature of the market, market shares, and a description of the leading companies. Key financial deals which have shaped the market in recent years are identified.
- The trends and strategies section analyses the shape of the market as it emerges from the crisis and suggests how companies can grow as the market recovers.
Scope
- Markets Covered:1) By Component: Software; Services
- 2) By Deployment Mode: Cloud-Based; On-premise
- 3) By Organization Size: Small And Medium-Sized Enterprises; Large Enterprises
- 4) By Industry Vertical: Banking, Financial Services, and Insurance (BFSI); Information Technology (IT) And Telecommunications; Healthcare; Retail And E-commerce; Manufacturing; Government And Public Sector; Other Industry Verticals
- Subsegments:
- 1) By Software: Data Profiling Tools; Data Cleansing Tools; Data Monitoring And Validation Tools; Data Integration Software; Master Data Management (MDM) Solutions; Metadata Management Tools; Predictive Data Quality Analytics
- 2) By Services: Professional Services; Managed Services; Consulting Services; Implementation And Integration Services; Training And Support Services
- Companies Mentioned: Alphabet Inc.; Microsoft Corporation; Amazon Web Services; Accenture plc; International Business Machines Corporation (IBM)
- Countries: Australia; Brazil; China; France; Germany; India; Indonesia; Japan; Russia; South Korea; UK; USA; Canada; Italy; Spain
- Regions: Asia-Pacific; Western Europe; Eastern Europe; North America; South America; Middle East; Africa
- Time series: Five years historic and ten years forecast.
- Data: Ratios of market size and growth to related markets, GDP proportions, expenditure per capita,
- Data segmentations: country and regional historic and forecast data, market share of competitors, market segments.
- Sourcing and Referencing: Data and analysis throughout the report is sourced using end notes.
- Delivery format: PDF, Word and Excel Data Dashboard.
Table of Contents
1. Executive Summary
2. Artificial Intelligence (AI) In Data Quality Market Characteristics
3. Artificial Intelligence (AI) In Data Quality Market Trends And Strategies
4. Artificial Intelligence (AI) In Data Quality Market - Macro Economic Scenario Including The Impact Of Interest Rates, Inflation, Geopolitics, Trade Wars and Tariffs, And Covid And Recovery On The Market
5. Global Artificial Intelligence (AI) In Data Quality Growth Analysis And Strategic Analysis Framework
- 5.1. Global Artificial Intelligence (AI) In Data Quality PESTEL Analysis (Political, Social, Technological, Environmental and Legal Factors, Drivers and Restraints)
- 5.2. Analysis Of End Use Industries
- 5.3. Global Artificial Intelligence (AI) In Data Quality Market Growth Rate Analysis
- 5.4. Global Artificial Intelligence (AI) In Data Quality Historic Market Size and Growth, 2019 - 2024, Value ($ Billion)
- 5.5. Global Artificial Intelligence (AI) In Data Quality Forecast Market Size and Growth, 2024 - 2029, 2034F, Value ($ Billion)
- 5.6. Global Artificial Intelligence (AI) In Data Quality Total Addressable Market (TAM)
6. Artificial Intelligence (AI) In Data Quality Market Segmentation
- 6.1. Global Artificial Intelligence (AI) In Data Quality Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
- Software
- Services
- 6.2. Global Artificial Intelligence (AI) In Data Quality Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
- Cloud-Based
- On-premise
- 6.3. Global Artificial Intelligence (AI) In Data Quality Market, Segmentation By Organization Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
- Small And Medium-Sized Enterprises
- Large Enterprises
- 6.4. Global Artificial Intelligence (AI) In Data Quality Market, Segmentation By Industry Vertical, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
- Banking, Financial Services, and Insurance (BFSI)
- Information Technology (IT) And Telecommunications
- Healthcare
- Retail And E-commerce
- Manufacturing
- Government And Public Sector
- Other Industry Verticals
- 6.5. Global Artificial Intelligence (AI) In Data Quality Market, Sub-Segmentation Of Software, By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
- Data Profiling Tools
- Data Cleansing Tools
- Data Monitoring And Validation Tools
- Data Integration Software
- Master Data Management (MDM) Solutions
- Metadata Management Tools
- Predictive Data Quality Analytics
- 6.6. Global Artificial Intelligence (AI) In Data Quality Market, Sub-Segmentation Of Services, By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
- Professional Services
- Managed Services
- Consulting Services
- Implementation And Integration Services
- Training And Support Services
7. Artificial Intelligence (AI) In Data Quality Market Regional And Country Analysis
- 7.1. Global Artificial Intelligence (AI) In Data Quality Market, Split By Region, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
- 7.2. Global Artificial Intelligence (AI) In Data Quality Market, Split By Country, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
8. Asia-Pacific Artificial Intelligence (AI) In Data Quality Market
- 8.1. Asia-Pacific Artificial Intelligence (AI) In Data Quality Market Overview
- Region Information, Market Information, Background Information, Government Initiatives, Regulations, Regulatory Bodies, Major Associations, Taxes Levied, Corporate Tax Structure, Investments, Major Companies
- 8.2. Asia-Pacific Artificial Intelligence (AI) In Data Quality Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
- 8.3. Asia-Pacific Artificial Intelligence (AI) In Data Quality Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
- 8.4. Asia-Pacific Artificial Intelligence (AI) In Data Quality Market, Segmentation By Organization Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
9. China Artificial Intelligence (AI) In Data Quality Market
- 9.1. China Artificial Intelligence (AI) In Data Quality Market Overview
- 9.2. China Artificial Intelligence (AI) In Data Quality Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F,$ Billion
- 9.3. China Artificial Intelligence (AI) In Data Quality Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F,$ Billion
- 9.4. China Artificial Intelligence (AI) In Data Quality Market, Segmentation By Organization Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F,$ Billion
10. India Artificial Intelligence (AI) In Data Quality Market
- 10.1. India Artificial Intelligence (AI) In Data Quality Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
- 10.2. India Artificial Intelligence (AI) In Data Quality Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
- 10.3. India Artificial Intelligence (AI) In Data Quality Market, Segmentation By Organization Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
11. Japan Artificial Intelligence (AI) In Data Quality Market
- 11.1. Japan Artificial Intelligence (AI) In Data Quality Market Overview
- 11.2. Japan Artificial Intelligence (AI) In Data Quality Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
- 11.3. Japan Artificial Intelligence (AI) In Data Quality Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
- 11.4. Japan Artificial Intelligence (AI) In Data Quality Market, Segmentation By Organization Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
12. Australia Artificial Intelligence (AI) In Data Quality Market
- 12.1. Australia Artificial Intelligence (AI) In Data Quality Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
- 12.2. Australia Artificial Intelligence (AI) In Data Quality Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
- 12.3. Australia Artificial Intelligence (AI) In Data Quality Market, Segmentation By Organization Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
13. Indonesia Artificial Intelligence (AI) In Data Quality Market
- 13.1. Indonesia Artificial Intelligence (AI) In Data Quality Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
- 13.2. Indonesia Artificial Intelligence (AI) In Data Quality Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
- 13.3. Indonesia Artificial Intelligence (AI) In Data Quality Market, Segmentation By Organization Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
14. South Korea Artificial Intelligence (AI) In Data Quality Market
- 14.1. South Korea Artificial Intelligence (AI) In Data Quality Market Overview
- 14.2. South Korea Artificial Intelligence (AI) In Data Quality Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
- 14.3. South Korea Artificial Intelligence (AI) In Data Quality Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
- 14.4. South Korea Artificial Intelligence (AI) In Data Quality Market, Segmentation By Organization Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
15. Western Europe Artificial Intelligence (AI) In Data Quality Market
- 15.1. Western Europe Artificial Intelligence (AI) In Data Quality Market Overview
- 15.2. Western Europe Artificial Intelligence (AI) In Data Quality Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
- 15.3. Western Europe Artificial Intelligence (AI) In Data Quality Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
- 15.4. Western Europe Artificial Intelligence (AI) In Data Quality Market, Segmentation By Organization Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
16. UK Artificial Intelligence (AI) In Data Quality Market
- 16.1. UK Artificial Intelligence (AI) In Data Quality Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
- 16.2. UK Artificial Intelligence (AI) In Data Quality Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
- 16.3. UK Artificial Intelligence (AI) In Data Quality Market, Segmentation By Organization Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
17. Germany Artificial Intelligence (AI) In Data Quality Market
- 17.1. Germany Artificial Intelligence (AI) In Data Quality Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
- 17.2. Germany Artificial Intelligence (AI) In Data Quality Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
- 17.3. Germany Artificial Intelligence (AI) In Data Quality Market, Segmentation By Organization Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
18. France Artificial Intelligence (AI) In Data Quality Market
- 18.1. France Artificial Intelligence (AI) In Data Quality Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
- 18.2. France Artificial Intelligence (AI) In Data Quality Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
- 18.3. France Artificial Intelligence (AI) In Data Quality Market, Segmentation By Organization Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
19. Italy Artificial Intelligence (AI) In Data Quality Market
- 19.1. Italy Artificial Intelligence (AI) In Data Quality Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
- 19.2. Italy Artificial Intelligence (AI) In Data Quality Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
- 19.3. Italy Artificial Intelligence (AI) In Data Quality Market, Segmentation By Organization Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
20. Spain Artificial Intelligence (AI) In Data Quality Market
- 20.1. Spain Artificial Intelligence (AI) In Data Quality Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
- 20.2. Spain Artificial Intelligence (AI) In Data Quality Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
- 20.3. Spain Artificial Intelligence (AI) In Data Quality Market, Segmentation By Organization Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
21. Eastern Europe Artificial Intelligence (AI) In Data Quality Market
- 21.1. Eastern Europe Artificial Intelligence (AI) In Data Quality Market Overview
- 21.2. Eastern Europe Artificial Intelligence (AI) In Data Quality Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
- 21.3. Eastern Europe Artificial Intelligence (AI) In Data Quality Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
- 21.4. Eastern Europe Artificial Intelligence (AI) In Data Quality Market, Segmentation By Organization Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
22. Russia Artificial Intelligence (AI) In Data Quality Market
- 22.1. Russia Artificial Intelligence (AI) In Data Quality Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
- 22.2. Russia Artificial Intelligence (AI) In Data Quality Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
- 22.3. Russia Artificial Intelligence (AI) In Data Quality Market, Segmentation By Organization Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
23. North America Artificial Intelligence (AI) In Data Quality Market
- 23.1. North America Artificial Intelligence (AI) In Data Quality Market Overview
- 23.2. North America Artificial Intelligence (AI) In Data Quality Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
- 23.3. North America Artificial Intelligence (AI) In Data Quality Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
- 23.4. North America Artificial Intelligence (AI) In Data Quality Market, Segmentation By Organization Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
24. USA Artificial Intelligence (AI) In Data Quality Market
- 24.1. USA Artificial Intelligence (AI) In Data Quality Market Overview
- 24.2. USA Artificial Intelligence (AI) In Data Quality Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
- 24.3. USA Artificial Intelligence (AI) In Data Quality Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
- 24.4. USA Artificial Intelligence (AI) In Data Quality Market, Segmentation By Organization Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
25. Canada Artificial Intelligence (AI) In Data Quality Market
- 25.1. Canada Artificial Intelligence (AI) In Data Quality Market Overview
- 25.2. Canada Artificial Intelligence (AI) In Data Quality Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
- 25.3. Canada Artificial Intelligence (AI) In Data Quality Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
- 25.4. Canada Artificial Intelligence (AI) In Data Quality Market, Segmentation By Organization Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
26. South America Artificial Intelligence (AI) In Data Quality Market
- 26.1. South America Artificial Intelligence (AI) In Data Quality Market Overview
- 26.2. South America Artificial Intelligence (AI) In Data Quality Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
- 26.3. South America Artificial Intelligence (AI) In Data Quality Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
- 26.4. South America Artificial Intelligence (AI) In Data Quality Market, Segmentation By Organization Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
27. Brazil Artificial Intelligence (AI) In Data Quality Market
- 27.1. Brazil Artificial Intelligence (AI) In Data Quality Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
- 27.2. Brazil Artificial Intelligence (AI) In Data Quality Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
- 27.3. Brazil Artificial Intelligence (AI) In Data Quality Market, Segmentation By Organization Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
28. Middle East Artificial Intelligence (AI) In Data Quality Market
- 28.1. Middle East Artificial Intelligence (AI) In Data Quality Market Overview
- 28.2. Middle East Artificial Intelligence (AI) In Data Quality Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
- 28.3. Middle East Artificial Intelligence (AI) In Data Quality Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
- 28.4. Middle East Artificial Intelligence (AI) In Data Quality Market, Segmentation By Organization Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
29. Africa Artificial Intelligence (AI) In Data Quality Market
- 29.1. Africa Artificial Intelligence (AI) In Data Quality Market Overview
- 29.2. Africa Artificial Intelligence (AI) In Data Quality Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
- 29.3. Africa Artificial Intelligence (AI) In Data Quality Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
- 29.4. Africa Artificial Intelligence (AI) In Data Quality Market, Segmentation By Organization Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
30. Artificial Intelligence (AI) In Data Quality Market Competitive Landscape And Company Profiles
- 30.1. Artificial Intelligence (AI) In Data Quality Market Competitive Landscape
- 30.2. Artificial Intelligence (AI) In Data Quality Market Company Profiles
- 30.2.1. Alphabet Inc. Overview, Products and Services, Strategy and Financial Analysis
- 30.2.2. Microsoft Corporation Overview, Products and Services, Strategy and Financial Analysis
- 30.2.3. Amazon Web Services Overview, Products and Services, Strategy and Financial Analysis
- 30.2.4. Accenture plc Overview, Products and Services, Strategy and Financial Analysis
- 30.2.5. International Business Machines Corporation (IBM) Overview, Products and Services, Strategy and Financial Analysis
31. Artificial Intelligence (AI) In Data Quality Market Other Major And Innovative Companies
- 31.1. Oracle Corporation
- 31.2. SAP SE
- 31.3. Salesforce.com Inc.
- 31.4. Experian plc.
- 31.5. Collibra
- 31.6. Dataiku
- 31.7. Sas Institute Inc.
- 31.8. Teradata
- 31.9. Informatica Inc.
- 31.10. Snowflake Inc.
- 31.11. Alteryx Inc.
- 31.12. QlikTech International AB
- 31.13. Precisely Corporation
- 31.14. TIBCO Software Inc.
- 31.15. Databricks Inc.
32. Global Artificial Intelligence (AI) In Data Quality Market Competitive Benchmarking And Dashboard
33. Key Mergers And Acquisitions In The Artificial Intelligence (AI) In Data Quality Market
34. Recent Developments In The Artificial Intelligence (AI) In Data Quality Market
35. Artificial Intelligence (AI) In Data Quality Market High Potential Countries, Segments and Strategies
- 35.1 Artificial Intelligence (AI) In Data Quality Market In 2029 - Countries Offering Most New Opportunities
- 35.2 Artificial Intelligence (AI) In Data Quality Market In 2029 - Segments Offering Most New Opportunities
- 35.3 Artificial Intelligence (AI) In Data Quality Market In 2029 - Growth Strategies
- 35.3.1 Market Trend Based Strategies
- 35.3.2 Competitor Strategies
36. Appendix
- 36.1. Abbreviations
- 36.2. Currencies
- 36.3. Historic And Forecast Inflation Rates
- 36.4. Research Inquiries
- 36.5. The Business Research Company
- 36.6. Copyright And Disclaimer
