세계의 인지 컴퓨팅 시장 규모, 점유율, 성장 분석 : 구성 요소별, 기술별, 배포 모드별, 조직 규모별, 용도별, 지역별 - 산업 예측(2024-2031년)
Cognitive Computing Market Size, Share, Growth Analysis, By Component (Platform, Service), By Technology, By Deployment Mode, By Organization Size, By Application, By Region - Industry Forecast 2024-2031
상품코드:1607641
리서치사:SkyQuest Technology Consulting Pvt. Ltd.
발행일:2024년 12월
페이지 정보:영문 197 Pages
라이선스 & 가격 (부가세 별도)
한글목차
인지 컴퓨팅 세계 시장 규모는 2022년에 304억 달러로 평가되었습니다. 2023년 393억 4,000만 달러에서 2031년에는 3,092억 3,000만 달러로 성장하고, 예측 기간중(2024-2031년) CAGR은 29.4%를 나타낼 전망입니다.
세계 인지 컴퓨팅 시장은 머신러닝과 자연어 처리와 같은 고급 AI 기능을 통해 비즈니스 운영과 의사결정 과정을 빠르게 재구성하고 있습니다. 이 시장은 방대한 데이터 세트를 분석하여 실용적인 통찰력을 도출함으로써 인간의 추론과 문제 해결을 모방할 수 있는 시스템에 대한 수요 증가에 대응하고 있습니다. 기업들은 데이터의 급격한 증가를 배경으로 업무 효율성 향상, 고객 니즈 파악, 개인화된 서비스 혁신을 위해 인지 컴퓨팅을 도입하는 추세입니다. 그러나 프라이버시 및 보안 문제는 큰 걸림돌로 작용하고 있습니다. 주요 트렌드에는 IoT와의 통합, 맞춤형 산업 솔루션, 지능형 어시스턴트의 부상 등이 있습니다. 헬스케어, 금융, 소매, 제조, 운송 등의 분야는 인지 솔루션을 활용하여 프로세스를 개선하고 고객 경험을 향상시킴으로써 큰 이점을 얻을 수 있습니다.
목차
서론
조사 목적
조사 범위
정의
조사 방법
정보 조달
2차 데이터와 1차 데이터 방법
시장 규모 예측
시장 전제조건과 제한
주요 요약
세계 시장 전망
공급과 수요 동향 분석
부문별 기회 분석
시장 역학과 전망
시장 개요
시장 규모
시장 역학
성장 촉진요인과 기회
성장 억제요인과 과제
Porter's Five Forces 분석과 영향
경쟁 기업간 경쟁 관계
대체품의 위협
바이어의 교섭력
신규 진출업체의 위협
공급 기업의 교섭력
주요 시장 인사이트
중요 성공 요인
경쟁 정도
주요 투자 기회
시장 생태계
시장의 매력 지수(2023년)
PESTEL 분석
거시경제 지표
밸류체인 분석
가격 분석
기술 진보
규제 상황
특허 분석
사례 연구
스타트업 분석
인지 컴퓨팅 시장 규모 : 컴포넌트별&CAGR(2024-2031년)
시장 개요
플랫폼
인지 컴퓨팅 플랫폼
인지 분석 플랫폼
서비스
매니지드 서비스
전문 서비스
컨설팅 서비스
통합 서비스
유지관리 서비스
인지 컴퓨팅 시장 규모 : 기술별&CAGR(2024-2031년)
시장 개요
머신러닝(ML)
지도 학습
비지도 학습
강화 학습
자연언어처리(NLP)
텍스트 분석
음성 인식
감정 분석
휴먼 컴퓨터 인터랙션(HCI)
제스처 인식
음성 인식
딥러닝
Neural Networks
Convolutional Neural Networks (CNN)
Recurrent Neural Networks (RNN)
인지 컴퓨팅 시장 규모 : 전개 모드별&CAGR(2024-2031년)
시장 개요
클라우드
퍼블릭 클라우드
프라이빗 클라우드
하이브리드 클라우드
온프레미스
인지 컴퓨팅 시장 규모 : 조직 규모별&CAGR(2024-2031년)
시장 개요
중소기업
대기업
인지 컴퓨팅 시장 규모 : 용도별&CAGR(2024-2031년)
시장 개요
헬스케어
의료 영상
진단
맞춤형 의료
은행/금융서비스/보험(BFSI)
부정행위 감지
리스크 관리
고객 서비스
소매
패스널라이즈 된 쇼핑
재고 관리
고객 통찰
IT 및 통신
네트워크 관리
고객 지원
예지보전
교육
맞춤형 학습
관리 자동화
미디어 및 광고
컨텐츠 퍼스널라이제이션
광고 타겟팅
에너지 및 유틸리티
스마트 그리드 관리
예지보전
정부
공안
시민 서비스
기타
제조업
운송
농업
인지 컴퓨팅 시장 규모 : 지역별&CAGR(2024-2031년)
북미
미국
캐나다
유럽
영국
독일
스페인
프랑스
이탈리아
기타 유럽
아시아태평양
중국
인도
일본
한국
기타 아시아태평양
라틴아메리카
브라질
기타 라틴아메리카
중동 및 아프리카
GCC 국가
남아프리카공화국
기타 중동 및 아프리카
경쟁 정보
주요 5개사 비교
주요 기업의 시장 포지셔닝(2023년)
주요 시장 기업이 채택한 전략
시장 최근 동향
기업의 시장 점유율 분석(2023년)
주요 기업 개요
기업 개요
제품 포트폴리오 분석
부문별 점유율 분석
매출 전년대비 비교(2021-2023년)
주요 기업 개요
IBM
Amazon Web Services(AWS)
Microsoft
Google
Oracle
SAS Institute
Hitachi Vantara
Hewlett Packard Enterprise(HPE)
NetApp
Cloudera Inc.
Numenta
Enterra Solutions
CognitiveScale
SparkCognition
Tata Consultancy Services(TCS)
Expert System
Cisco
Virtusa
Cognitive Software Group
Red Skios
결론과 추천 사항
LSH
영문 목차
영문목차
Global Cognitive Computing Market size was valued at USD 30.40 billion in 2022 and is poised to grow from USD 39.34 billion in 2023 to USD 309.23 billion by 2031, growing at a CAGR of 29.4% during the forecast period (2024-2031).
The Global Cognitive Computing Market is rapidly reshaping business operations and decision-making processes through its advanced AI capabilities, including machine learning and natural language processing. This market addresses the increasing demand for systems that can emulate human reasoning and problem-solving by analyzing vast datasets to derive actionable insights. Companies are increasingly adopting cognitive computing to enhance operational efficiency, understand customer needs, and innovate personalized services, driven by the exponential growth of data. However, privacy and security issues are significant hurdles. Key trends include integration with IoT, bespoke industry solutions, and the rise of intelligent assistants. Sectors such as healthcare, finance, retail, manufacturing, and transportation stand to gain immensely, leveraging cognitive solutions to refine processes and enhance customer experiences.
Top-down and bottom-up approaches were used to estimate and validate the size of the Global Cognitive Computing 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 Cognitive Computing Market Segmental Analysis
Global Cognitive Computing Market is segmented by component, technology, deployment mode, organization size, application and region. Based on component, the market is segmented into platform (cognitive computing platforms, cognitive analytics platforms) and service (managed services, professional services (consulting services, integration services, maintenance services)). Based on technology, the market is segmented into machine learning (ML) (supervised learning, unsupervised learning, reinforcement learning), natural language processing (NLP) (text analysis, speech recognition, sentiment analysis), human-computer interaction (HCI) (gesture recognition, voice recognition) and deep learning (neural networks, convolutional neural networks (CNN), recurrent neural networks (RNN)). Based on deployment mode, the market is segmented into cloud (public cloud, private cloud, hybrid cloud) and on-premises. Based on organization size, the market is segmented into small and medium enterprises (SMEs) and large enterprises. Based on application, the market is segmented into Healthcare, BFSI, Retail, IT and Telecom, Education, Media and Advertising, Energy and Utilities, Government, Others. Based on region, the market is segmented into North America, Europe, Asia Pacific, Latin America and Middle East & and Africa.
Driver of the Global Cognitive Computing Market
The Global Cognitive Computing market is significantly influenced by the rising demand for intelligent virtual assistants across diverse industries. These advanced assistants, which include chatbots and voice-activated technologies, leverage cognitive computing capabilities to enhance user engagement through personalized and interactive experiences. Their ability to deliver efficient customer service-combined with advantages such as round-the-clock availability, rapid response times, and the capacity to manage numerous inquiries at once-has made them increasingly indispensable. Major players like Amazon with Alexa and Apple with Siri exemplify the successful integration of these technologies, further propelling the demand for cognitive computing solutions in the market.
Restraints in the Global Cognitive Computing Market
The Global Cognitive Computing market faces significant constraints primarily related to data privacy and security issues. As cognitive computing technologies depend on the extensive collection and analysis of vast amounts of data, including sensitive personal information, ensuring data protection becomes a critical challenge. Organizations must implement robust security measures to safeguard user data and comply with various regulations, such as the General Data Protection Regulation (GDPR). Neglecting these privacy concerns can result in severe repercussions, including legal liabilities, reputational harm, and diminished customer trust. A notable example is the 2018 Facebook data breach, which underscored the urgent need for enhanced data security practices.
Market Trends of the Global Cognitive Computing Market
The integration of cognitive computing with Internet of Things (IoT) devices is reshaping the Global Cognitive Computing market, creating a significant trend focused on data-driven decision-making. As IoT devices proliferate, producing exponential volumes of data, cognitive computing systems leverage this information to derive actionable insights, enhancing automation across various sectors. Industries like manufacturing are harnessing this synergy to optimize production processes, anticipate equipment failures, and improve operational efficiency. This convergence not only enhances real-time analytics but also drives innovation, positioning cognitive computing as a crucial component in the digital transformation landscape. As businesses seek competitive advantages, this trend is expected to gain momentum.
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
Market Attractiveness Index, 2023
PESTEL Analysis
Macro-Economic Indicators
Value Chain Analysis
Pricing Analysis
Technological Advancement
Regulatory Landscape
Patent Analysis
Case Studies
Startup Analysis
Global Cognitive Computing Market Size by Component & CAGR (2024-2031)
Market Overview
Platform
Cognitive Computing Platforms
Cognitive Analytics Platforms
Service
Managed Services
Professional Services
Consulting Services
Integration Services
Maintenance Services
Global Cognitive Computing Market Size by Technology & CAGR (2024-2031)
Market Overview
Machine Learning (ML)
Supervised Learning
Unsupervised Learning
Reinforcement Learning
Natural Language Processing (NLP)
Text Analysis
Speech Recognition
Sentiment Analysis
Human-Computer Interaction (HCI)
Gesture Recognition
Voice Recognition
Deep Learning
Neural Networks
Convolutional Neural Networks (CNN)
Recurrent Neural Networks (RNN)
Global Cognitive Computing Market Size by Deployment Mode & CAGR (2024-2031)
Market Overview
Cloud
Public Cloud
Private Cloud
Hybrid Cloud
On-Premises
Global Cognitive Computing Market Size by Organization Size & CAGR (2024-2031)
Market Overview
Small and Medium Enterprises (SMEs)
Large Enterprises
Global Cognitive Computing Market Size by Application & CAGR (2024-2031)
Market Overview
Healthcare
Medical Imaging
Diagnostics
Personalized Medicine
BFSI (Banking, Financial Services, and Insurance)
Fraud Detection
Risk Management
Customer Service
Retail
Personalized Shopping
Inventory Management
Customer Insights
IT and Telecom
Network Management
Customer Support
Predictive Maintenance
Education
Personalized Learning
Administrative Automation
Media and Advertising
Content Personalization
Ad Targeting
Energy and Utilities
Smart Grid Management
Predictive Maintenance
Government
Public Safety
Citizen Services
Others
Manufacturing
Transportation
Agriculture
Global Cognitive Computing Market Size & CAGR (2024-2031)
North America, (Component, Technology, Deployment Mode, Organization Size, Application)
