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한글목차
데이터 품질용 AI 시장은 2024-2029년에 18억 9,530만 달러 증가하고, 예측기간 중 CAGR은 22.9%로 성장할 것으로 예측됩니다.
데이터 품질용 AI 시장의 전체적인 분석, 시장 규모·예측, 동향, 성장 촉진요인, 과제, 약 25개 벤더를 다룬 벤더 분석 등을 게재하고 있습니다.
현재의 시장 시나리오, 최신 동향 및 성장요인, 시장 환경 전반에 대한 최신 분석을 제공합니다. 이 시장은 빅데이터의 급증과 데이터 복잡성, 고급 분석 및 인공지능의 전략적 필요성, 규제 당국의 감시 및 데이터 거버넌스 요구 사항 증가에 의해 주도되고 있습니다.
시장 범위
기준연도
2025
종료연도
2029
예측 기간
2025-2029
성장 모멘텀
가속
전년대비
21%
CAGR
22.9%
증가액
18억 9,530만 달러
본 조사는 업계 주요 참여자들의 의견을 포함하여 1차 정보와 2차 정보를 객관적으로 조합하여 실시되었습니다. 이 보고서에는 주요 기업 분석과 함께 종합적인 시장 규모 데이터, 지역 분석에 따른 세분화, 공급업체 현황이 포함되어 있습니다. 보고서에는 과거 데이터와 예측 데이터가 있습니다.
이번 조사에서는 향후 수년간 데이터 품질 분야의 AI 시장 성장을 가속할 주요 요인 중 하나로 생성형 AI와 자연 언어 인터페이스의 융합을 꼽았습니다. 또한 사후적 클렌징에서 사전적 데이터 관측가능성으로의 패러다임 전환과 통합 데이터 거버넌스 및 MLOps 생태계내 데이터 품질 통합은 시장의 큰 수요로 이어질 것입니다.
목차
제1장 개요
시장 개요
제2장 Technavio 분석
가격·수명주기·고객 구입 바스켓·채택률·구입 기준의 분석
인풋의 중요성과 차별화의 요인
혼란의 요인
촉진요인과 과제의 영향
제3장 시장 구도
시장 에코시스템
시장의 특징
밸류체인 분석
제4장 시장 규모
시장의 정의
시장 부문 분석
시장 규모 2024
시장 전망 2024-2029
제5장 Five Forces 분석
Five Forces 요약
바이어의 교섭력
공급 기업의 교섭력
신규 진출업체의 위협
대체품의 위협
경쟁의 위협
시장 현황
제6장 시장 세분화 : 컴포넌트별
시장 부문
비교 : 컴포넌트별
소프트웨어 : 시장 규모와 예측 2024-2029
서비스 : 시장 규모와 예측 2024-2029
시장 기회 : 컴포넌트별
제7장 시장 세분화 : 배포별
시장 부문
비교 : 배포별
클라우드 기반 : 시장 규모와 예측 2024-2029
온프레미스 : 시장 규모와 예측 2024-2029
시장 기회 : 배포별
제8장 시장 세분화 : 산업 용도별
시장 부문
비교 : 산업 용도별
BFSI : 시장 규모와 예측 2024-2029
IT 및 통신 : 시장 규모와 예측 2024-2029
헬스케어 : 시장 규모와 예측 2024-2029
소매업과 E-Commerce : 시장 규모와 예측 2024-2029
기타 : 시장 규모와 예측 2024-2029
시장 기회 : 산업 용도별
제9장 고객 상황
고객 상황 개요
제10장 지역별 상황
지역별 세분화
지역별 비교
북미 : 시장 규모와 예측 2024-2029
유럽 : 시장 규모와 예측 2024-2029
아시아태평양 : 시장 규모와 예측 2024-2029
남미 : 시장 규모와 예측 2024-2029
중동 및 아프리카 : 시장 규모와 예측 2024-2029
미국 : 시장 규모와 예측 2024-2029
중국 : 시장 규모와 예측 2024-2029
영국 : 시장 규모와 예측 2024-2029
독일 : 시장 규모와 예측 2024-2029
캐나다 : 시장 규모와 예측 2024-2029
인도 : 시장 규모와 예측 2024-2029
일본 : 시장 규모와 예측 2024-2029
한국 : 시장 규모와 예측 2024-2029
프랑스 : 시장 규모와 예측 2024-2029
이탈리아 : 시장 규모와 예측 2024-2029
시장 기회 : 지역 상황별
제11장 촉진요인·과제·기회·억제요인
시장 성장 촉진요인
시장이 해결해야 할 과제
촉진요인과 과제의 영향
시장의 기회·억제요인
제12장 경쟁 구도
개요
경쟁 구도
혼란 상황
업계의 리스크
제13장 경쟁 분석
기업 개요
기업 순위 지수
기업의 시장 포지셔닝
Alteryx Inc.
Amazon Web Services Inc.
Collibra
Databricks Inc.
Experian Plc
Google LLC
Informatica Inc.
International Business Machines Corp.
Microsoft Corp.
Oracle Corp.
Salesforce Inc.
SAP SE
SAS Institute Inc.
Snowflake Inc.
Teradata Corp.
제14장 부록
KSA
영문 목차
영문목차
The AI in data quality market is forecasted to grow by USD 1,895.3 mn during 2024-2029, accelerating at a CAGR of 22.9% during the forecast period. The report on the AI in data quality market provides a holistic analysis, market size and forecast, trends, growth drivers, and challenges, as well as vendor analysis covering around 25 vendors.
The report offers an up-to-date analysis regarding the current market scenario, the latest trends and drivers, and the overall market environment. The market is driven by proliferation of big data and escalating data complexity, strategic imperative of advanced analytics and artificial intelligence, and escalating regulatory scrutiny and data governance requirements.
Market Scope
Base Year
2025
End Year
2029
Series Year
2025-2029
Growth Momentum
Accelerate
YOY 2025
21%
CAGR
22.9%
Incremental Value
$1,895.3 mn
The study was conducted using an objective combination of primary and secondary information including inputs from key participants in the industry. The report contains a comprehensive market size data, segment with regional analysis and vendor landscape in addition to an analysis of the key companies. Reports have historic and forecast data.
Technavio's AI in data quality market is segmented as below:
By Component
Software
Services
By Deployment
Cloud-based
On premises
By Industry Application
BFSI
IT and telecommunications
Healthcare
Retail and e commerce
Others
By Geographical Landscape
North America
Europe
APAC
South America
Middle East and Africa
This study identifies the fusion of generative AI and natural language interfaces as one of the prime reasons driving the AI in data quality market growth during the next few years. Also, paradigm shift from reactive cleansing to proactive data observability and unification of data quality within integrated data governance and mlops ecosystems will lead to sizable demand in the market.
The report on the AI in data quality market covers the following areas:
AI In Data Quality Market sizing
AI In Data Quality Market forecast
AI In Data Quality Market industry analysis
The robust vendor analysis is designed to help clients improve their market position, and in line with this, this report provides a detailed analysis of several leading AI in data quality market vendors that include Alteryx Inc., Amazon Web Services Inc., Ataccama Corp., Collibra, Databricks Inc., Dataiku Inc., Experian PLC, Google LLC, Informatica Inc., International Business Machines Corp., Microsoft Corp., Oracle Corp., Precisely, QlikTech International AB, Salesforce Inc., SAP SE, SAS Institute Inc., Snowflake Inc., Teradata Corp., and TIBCO Software Inc.. Also, the AI in data quality market analysis report includes information on upcoming trends and challenges that will influence market growth. This is to help companies strategize and leverage all forthcoming growth opportunities.
The publisher presents a detailed picture of the market by the way of study, synthesis, and summation of data from multiple sources by an analysis of key parameters such as profit, pricing, competition, and promotions. It presents various market facets by identifying the key industry influencers. The data presented is comprehensive, reliable, and a result of extensive primary and secondary research. The market research reports provide a complete competitive landscape and an in-depth vendor selection methodology and analysis using qualitative and quantitative research to forecast accurate market growth.
Table of Contents
1 Executive Summary
1.1 Market overview
Executive Summary - Chart on Market Overview
Executive Summary - Data Table on Market Overview
Executive Summary - Chart on Global Market Characteristics
Executive Summary - Chart on Market By Geographical Landscape
Executive Summary - Chart on Market Segmentation by Component
Executive Summary - Chart on Market Segmentation by Deployment
Executive Summary - Chart on Market Segmentation by Industry Application
Executive Summary - Chart on Incremental Growth
Executive Summary - Data Table on Incremental Growth
Executive Summary - Chart on Company Market Positioning
2 Technavio Analysis
2.1 Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
2.2 Criticality of inputs and Factors of differentiation
Overview on criticality of inputs and factors of differentiation
2.3 Factors of disruption
Overview on factors of disruption
2.4 Impact of drivers and challenges
Impact of drivers and challenges in 2024 and 2029
3 Market Landscape
3.1 Market ecosystem
Parent Market
Data Table on - Parent Market
3.2 Market characteristics
Market characteristics analysis
3.3 Value chain analysis
Value chain analysis
4 Market Sizing
4.1 Market definition
Offerings of companies included in the market definition
4.2 Market segment analysis
Market segments
4.3 Market size 2024
4.4 Market outlook: Forecast for 2024-2029
Chart on Global - Market size and forecast 2024-2029 ($ million)
Data Table on Global - Market size and forecast 2024-2029 ($ million)
Chart on Global Market: Year-over-year growth 2024-2029 (%)
Data Table on Global Market: Year-over-year growth 2024-2029 (%)
5 Five Forces Analysis
5.1 Five forces summary
Five forces analysis - Comparison between 2024 and 2029
5.2 Bargaining power of buyers
Bargaining power of buyers - Impact of key factors 2024 and 2029
5.3 Bargaining power of suppliers
Bargaining power of suppliers - Impact of key factors in 2024 and 2029
5.4 Threat of new entrants
Threat of new entrants - Impact of key factors in 2024 and 2029
5.5 Threat of substitutes
Threat of substitutes - Impact of key factors in 2024 and 2029
5.6 Threat of rivalry
Threat of rivalry - Impact of key factors in 2024 and 2029
5.7 Market condition
Chart on Market condition - Five forces 2024 and 2029
6 Market Segmentation by Component
6.1 Market segments
Chart on Component - Market share 2024-2029 (%)
Data Table on Component - Market share 2024-2029 (%)
6.2 Comparison by Component
Chart on Comparison by Component
Data Table on Comparison by Component
6.3 Software - Market size and forecast 2024-2029
Chart on Software - Market size and forecast 2024-2029 ($ million)
Data Table on Software - Market size and forecast 2024-2029 ($ million)
Chart on Software - Year-over-year growth 2024-2029 (%)
Data Table on Software - Year-over-year growth 2024-2029 (%)
6.4 Services - Market size and forecast 2024-2029
Chart on Services - Market size and forecast 2024-2029 ($ million)
Data Table on Services - Market size and forecast 2024-2029 ($ million)
Chart on Services - Year-over-year growth 2024-2029 (%)
Data Table on Services - Year-over-year growth 2024-2029 (%)
6.5 Market opportunity by Component
Market opportunity by Component ($ million)
Data Table on Market opportunity by Component ($ million)
7 Market Segmentation by Deployment
7.1 Market segments
Chart on Deployment - Market share 2024-2029 (%)
Data Table on Deployment - Market share 2024-2029 (%)
7.2 Comparison by Deployment
Chart on Comparison by Deployment
Data Table on Comparison by Deployment
7.3 Cloud-based - Market size and forecast 2024-2029
Chart on Cloud-based - Market size and forecast 2024-2029 ($ million)
Data Table on Cloud-based - Market size and forecast 2024-2029 ($ million)
Chart on Cloud-based - Year-over-year growth 2024-2029 (%)
Data Table on Cloud-based - Year-over-year growth 2024-2029 (%)
7.4 On premises - Market size and forecast 2024-2029
Chart on On premises - Market size and forecast 2024-2029 ($ million)
Data Table on On premises - Market size and forecast 2024-2029 ($ million)
Chart on On premises - Year-over-year growth 2024-2029 (%)
Data Table on On premises - Year-over-year growth 2024-2029 (%)
7.5 Market opportunity by Deployment
Market opportunity by Deployment ($ million)
Data Table on Market opportunity by Deployment ($ million)
8 Market Segmentation by Industry Application
8.1 Market segments
Chart on Industry Application - Market share 2024-2029 (%)
Data Table on Industry Application - Market share 2024-2029 (%)
8.2 Comparison by Industry Application
Chart on Comparison by Industry Application
Data Table on Comparison by Industry Application
8.3 BFSI - Market size and forecast 2024-2029
Chart on BFSI - Market size and forecast 2024-2029 ($ million)
Data Table on BFSI - Market size and forecast 2024-2029 ($ million)
Chart on BFSI - Year-over-year growth 2024-2029 (%)
Data Table on BFSI - Year-over-year growth 2024-2029 (%)
8.4 IT and telecommunications - Market size and forecast 2024-2029
Chart on IT and telecommunications - Market size and forecast 2024-2029 ($ million)
Data Table on IT and telecommunications - Market size and forecast 2024-2029 ($ million)
Chart on IT and telecommunications - Year-over-year growth 2024-2029 (%)
Data Table on IT and telecommunications - Year-over-year growth 2024-2029 (%)
8.5 Healthcare - Market size and forecast 2024-2029
Chart on Healthcare - Market size and forecast 2024-2029 ($ million)
Data Table on Healthcare - Market size and forecast 2024-2029 ($ million)
Chart on Healthcare - Year-over-year growth 2024-2029 (%)
Data Table on Healthcare - Year-over-year growth 2024-2029 (%)
8.6 Retail and e commerce - Market size and forecast 2024-2029
Chart on Retail and e commerce - Market size and forecast 2024-2029 ($ million)
Data Table on Retail and e commerce - Market size and forecast 2024-2029 ($ million)
Chart on Retail and e commerce - Year-over-year growth 2024-2029 (%)
Data Table on Retail and e commerce - Year-over-year growth 2024-2029 (%)
8.7 Others - Market size and forecast 2024-2029
Chart on Others - Market size and forecast 2024-2029 ($ million)
Data Table on Others - Market size and forecast 2024-2029 ($ million)
Chart on Others - Year-over-year growth 2024-2029 (%)
Data Table on Others - Year-over-year growth 2024-2029 (%)
8.8 Market opportunity by Industry Application
Market opportunity by Industry Application ($ million)
Data Table on Market opportunity by Industry Application ($ million)
9 Customer Landscape
9.1 Customer landscape overview
Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
10 Geographic Landscape
10.1 Geographic segmentation
Chart on Market share By Geographical Landscape 2024-2029 (%)
Data Table on Market share By Geographical Landscape 2024-2029 (%)
10.2 Geographic comparison
Chart on Geographic comparison
Data Table on Geographic comparison
10.3 North America - Market size and forecast 2024-2029
Chart on North America - Market size and forecast 2024-2029 ($ million)
Data Table on North America - Market size and forecast 2024-2029 ($ million)
Chart on North America - Year-over-year growth 2024-2029 (%)
Data Table on North America - Year-over-year growth 2024-2029 (%)
10.4 Europe - Market size and forecast 2024-2029
Chart on Europe - Market size and forecast 2024-2029 ($ million)
Data Table on Europe - Market size and forecast 2024-2029 ($ million)
Chart on Europe - Year-over-year growth 2024-2029 (%)
Data Table on Europe - Year-over-year growth 2024-2029 (%)
10.5 APAC - Market size and forecast 2024-2029
Chart on APAC - Market size and forecast 2024-2029 ($ million)
Data Table on APAC - Market size and forecast 2024-2029 ($ million)
Chart on APAC - Year-over-year growth 2024-2029 (%)
Data Table on APAC - Year-over-year growth 2024-2029 (%)
10.6 South America - Market size and forecast 2024-2029
Chart on South America - Market size and forecast 2024-2029 ($ million)
Data Table on South America - Market size and forecast 2024-2029 ($ million)
Chart on South America - Year-over-year growth 2024-2029 (%)
Data Table on South America - Year-over-year growth 2024-2029 (%)
10.7 Middle East and Africa - Market size and forecast 2024-2029
Chart on Middle East and Africa - Market size and forecast 2024-2029 ($ million)
Data Table on Middle East and Africa - Market size and forecast 2024-2029 ($ million)
Chart on Middle East and Africa - Year-over-year growth 2024-2029 (%)
Data Table on Middle East and Africa - Year-over-year growth 2024-2029 (%)
10.8 US - Market size and forecast 2024-2029
Chart on US - Market size and forecast 2024-2029 ($ million)
Data Table on US - Market size and forecast 2024-2029 ($ million)
Chart on US - Year-over-year growth 2024-2029 (%)
Data Table on US - Year-over-year growth 2024-2029 (%)
10.9 China - Market size and forecast 2024-2029
Chart on China - Market size and forecast 2024-2029 ($ million)
Data Table on China - Market size and forecast 2024-2029 ($ million)
Chart on China - Year-over-year growth 2024-2029 (%)
Data Table on China - Year-over-year growth 2024-2029 (%)
10.10 UK - Market size and forecast 2024-2029
Chart on UK - Market size and forecast 2024-2029 ($ million)
Data Table on UK - Market size and forecast 2024-2029 ($ million)
Chart on UK - Year-over-year growth 2024-2029 (%)
Data Table on UK - Year-over-year growth 2024-2029 (%)
10.11 Germany - Market size and forecast 2024-2029
Chart on Germany - Market size and forecast 2024-2029 ($ million)
Data Table on Germany - Market size and forecast 2024-2029 ($ million)
Chart on Germany - Year-over-year growth 2024-2029 (%)
Data Table on Germany - Year-over-year growth 2024-2029 (%)
10.12 Canada - Market size and forecast 2024-2029
Chart on Canada - Market size and forecast 2024-2029 ($ million)
Data Table on Canada - Market size and forecast 2024-2029 ($ million)
Chart on Canada - Year-over-year growth 2024-2029 (%)
Data Table on Canada - Year-over-year growth 2024-2029 (%)
10.13 India - Market size and forecast 2024-2029
Chart on India - Market size and forecast 2024-2029 ($ million)
Data Table on India - Market size and forecast 2024-2029 ($ million)
Chart on India - Year-over-year growth 2024-2029 (%)
Data Table on India - Year-over-year growth 2024-2029 (%)
10.14 Japan - Market size and forecast 2024-2029
Chart on Japan - Market size and forecast 2024-2029 ($ million)
Data Table on Japan - Market size and forecast 2024-2029 ($ million)
Chart on Japan - Year-over-year growth 2024-2029 (%)
Data Table on Japan - Year-over-year growth 2024-2029 (%)
10.15 South Korea - Market size and forecast 2024-2029
Chart on South Korea - Market size and forecast 2024-2029 ($ million)
Data Table on South Korea - Market size and forecast 2024-2029 ($ million)
Chart on South Korea - Year-over-year growth 2024-2029 (%)
Data Table on South Korea - Year-over-year growth 2024-2029 (%)
10.16 France - Market size and forecast 2024-2029
Chart on France - Market size and forecast 2024-2029 ($ million)
Data Table on France - Market size and forecast 2024-2029 ($ million)
Chart on France - Year-over-year growth 2024-2029 (%)
Data Table on France - Year-over-year growth 2024-2029 (%)
10.17 Italy - Market size and forecast 2024-2029
Chart on Italy - Market size and forecast 2024-2029 ($ million)
Data Table on Italy - Market size and forecast 2024-2029 ($ million)
Chart on Italy - Year-over-year growth 2024-2029 (%)
Data Table on Italy - Year-over-year growth 2024-2029 (%)
10.18 Market opportunity By Geographical Landscape
Market opportunity By Geographical Landscape ($ million)
Data Tables on Market opportunity By Geographical Landscape ($ million)
11 Drivers, Challenges, and Opportunity/Restraints
11.1 Market drivers
11.2 Market challenges
11.3 Impact of drivers and challenges
Impact of drivers and challenges in 2024 and 2029
11.4 Market opportunities/restraints
12 Competitive Landscape
12.1 Overview
12.2 Competitive Landscape
Overview on criticality of inputs and factors of differentiation
12.3 Landscape disruption
Overview on factors of disruption
12.4 Industry risks
Impact of key risks on business
13 Competitive Analysis
13.1 Companies profiled
Companies covered
13.2 Company ranking index
Company ranking index
13.3 Market positioning of companies
Matrix on companies position and classification
13.4 Alteryx Inc.
Alteryx Inc. - Overview
Alteryx Inc. - Product / Service
Alteryx Inc. - Key news
Alteryx Inc. - Key offerings
SWOT
13.5 Amazon Web Services Inc.
Amazon Web Services Inc. - Overview
Amazon Web Services Inc. - Product / Service
Amazon Web Services Inc. - Key news
Amazon Web Services Inc. - Key offerings
SWOT
13.6 Collibra
Collibra - Overview
Collibra - Product / Service
Collibra - Key offerings
SWOT
13.7 Databricks Inc.
Databricks Inc. - Overview
Databricks Inc. - Product / Service
Databricks Inc. - Key offerings
SWOT
13.8 Experian Plc
Experian Plc - Overview
Experian Plc - Business segments
Experian Plc - Key offerings
Experian Plc - Segment focus
SWOT
13.9 Google LLC
Google LLC - Overview
Google LLC - Product / Service
Google LLC - Key offerings
SWOT
13.10 Informatica Inc.
Informatica Inc. - Overview
Informatica Inc. - Product / Service
Informatica Inc. - Key news
Informatica Inc. - Key offerings
SWOT
13.11 International Business Machines Corp.
International Business Machines Corp. - Overview
International Business Machines Corp. - Business segments
International Business Machines Corp. - Key news
International Business Machines Corp. - Key offerings
International Business Machines Corp. - Segment focus
SWOT
13.12 Microsoft Corp.
Microsoft Corp. - Overview
Microsoft Corp. - Business segments
Microsoft Corp. - Key news
Microsoft Corp. - Key offerings
Microsoft Corp. - Segment focus
SWOT
13.13 Oracle Corp.
Oracle Corp. - Overview
Oracle Corp. - Business segments
Oracle Corp. - Key news
Oracle Corp. - Key offerings
Oracle Corp. - Segment focus
SWOT
13.14 Salesforce Inc.
Salesforce Inc. - Overview
Salesforce Inc. - Product / Service
Salesforce Inc. - Key news
Salesforce Inc. - Key offerings
SWOT
13.15 SAP SE
SAP SE - Overview
SAP SE - Business segments
SAP SE - Key news
SAP SE - Key offerings
SAP SE - Segment focus
SWOT
13.16 SAS Institute Inc.
SAS Institute Inc. - Overview
SAS Institute Inc. - Product / Service
SAS Institute Inc. - Key news
SAS Institute Inc. - Key offerings
SWOT
13.17 Snowflake Inc.
Snowflake Inc. - Overview
Snowflake Inc. - Product / Service
Snowflake Inc. - Key offerings
SWOT
13.18 Teradata Corp.
Teradata Corp. - Overview
Teradata Corp. - Business segments
Teradata Corp. - Key news
Teradata Corp. - Key offerings
Teradata Corp. - Segment focus
SWOT
14 Appendix
14.1 Scope of the report
14.2 Inclusions and exclusions checklist
Inclusions checklist
Exclusions checklist
14.3 Currency conversion rates for US$
Currency conversion rates for US$
14.4 Research methodology
Research methodology
14.5 Data procurement
Information sources
14.6 Data validation
Data validation
14.7 Validation techniques employed for market sizing
