マーケットレポート詳細
医療ヘルスケア向けAI（人工知能）の世界市場：オファリング別、用途別2028年予測
Artificial Intelligence in Healthcare Market by Offering (Hardware, Software, Services), Technology (Machine Learning, NLP, Context-aware Computing, Computer Vision), Application, End User and Region - Global Forecast to 2028
- 出版元：MarketsandMarkets
出版元について - 発行年：2023年2月
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【レポート紹介】
医療ヘルスケア向けAI（人工知能）の世界市場規模は2023年で146億ドルから2028年段階では1027億ドルへと急拡大が予測され、市場の平均年成長率は47.6%に達する見通しです。
レポートは医療ヘルスケア向けAI（人工知能）の世界市場について2028年までの市場予測データ(金額US$、数量ベースUnits)を掲載しています。同市場をさまざまな区分で細分化し、そのセグメント市場ごとの市場予測（オファリング別市場、技術別市場、等）を中心に構成されています。また競合状況、主要企業情報（11社）、技術分析、特許分析などの分析も加味し、医療ヘルスケア向けAI（人工知能）市場の動向および今後成長性を詳細にレポートしています。
【レポート構成概要】
◆医療ヘルスケア向けAI（人工知能）の世界市場予測2019-2028年
・市場規模(US$)
・数量ベース（Units）
◆オファリング別、市場-2028年
ハードウェア
・プロセッサ
-MPU/CPU
-GPU
-FPGA
-GPU
-ASIC
-GPU
・メモリ
・ネットワーク
ソフトウェア
・AIソリューション
-オンプレミス
-クラウド
・AIプラットフォーム
-機械学習フレームワーク
-API（アプリケーションプログラムインターフェース）
サービス
・展開/統合
・サポート/メンテナンス
※(市場規模US$)
※ハードウェアについて、数量ベースデータUnits掲載)
◆技術別、市場-2028年
機械学習
・ディープラーニング
・教師あり学習
・強化学習
・教師なし学習
・その他機械学習
自然言語処理
コンテキストアウェアコンピューティング
コンピュータビジョン
※(市場規模US$)
◆用途別、市場-2028年
・患者データ/リスク分析
・入院患者ケア/病院管理
・医療画像/診断
・ライフスタイル管理/リモート患者モニタリング
・バーチャルアシスタント
・創薬
・研究
・ヘルスケア支援ロボット
・精密医療
・緊急治療室/手術
・ウェアラブル
・メンタルヘルス
・サイバーセキュリティ
※(市場規模US$)
◆エンドユーザー別、市場-2027年
・病院/ヘルスケアプロバイダー
・患者
・製薬/バイオテクノロジー企業
・医療費支払者
・その他エンドユーザー
※(市場規模US$)
◆主要国地域別市場-2028年
北米
・米国、カナダ、メキシコ
欧州
・ドイツ、英国、フランス
・イタリア、スペイン
・その他欧州
アジア太平洋
・日本、中国、韓国、インド
・その他アジア太平洋
その他地域
・南米
・中東アフリカ
※地域別にオファリング大分類別、用途別、エンドユーザー別の細分化データ掲載、詳細は目次参照
◆市場分析
・市場ダイナミクス（促進要因、障壁、機会、課題）
・バリューチェーン分析
・業界構造分析
・エコシステム分析
・ケーススタディ分析
・技術分析
・貿易分析
・特許分析
・競合状況
・市場シェア分析
◆医療ヘルスケア向けAI（人工知能）の主要企業プロフィール動向
・INTEL CORPORATION
・KONINKLIJKE PHILIPS NV
・MICROSOFT
・SIEMENS HEALTHINEERS
・GOOGLE INC
・GENERAL ELECTRIC COMPANY
・MEDTRONIC
・MICRON TECHNOLOGY, INC
・AMAZON WEB SERVICES (AWS)
・JOHNSON & JOHNSON SERVICES, INC
その他企業
・MERATIVE
・GENERAL VISION
・CLOUDMEDX
・ONCORA MEDICAL
・ENLITIC
・LUNIT INC
・QUREAI
・ARTERYS INC
・COTA
・FDNA INC
・RECURSION
・ATOMWISE
・VIRGIN PULSE
・BABYLON HEALTH
・MDLIVE (EVERNORTH GROUP)
・STRYKER
・QVENTUS
・DESKTOP GENETICS
・SIRONA MEDICAL, INC
・GINGER
・BIOBEAT
【レポート詳細目次、データ項目一覧は当ページ下を参照ください】
Table of Contents (英文詳細目次）
1.... INTRODUCTION
1.1 STUDY OBJECTIVES
1.2 MARKET DEFINITION
1.2.1 INCLUSIONS AND EXCLUSIONS
1.3 STUDY SCOPE
1.3.1 MARKETS COVERED.. 38
1.3.2 GEOGRAPHIC SCOPE. 38
1.3.3 YEARS CONSIDERED.. 39
1.4 CURRENCY CONSIDERED
1.5 UNITS CONSIDERED
1.6 LIMITATIONS
1.7 STAKEHOLDERS
1.8 SUMMARY OF CHANGES
2.... RESEARCH METHODOLOGY
2.1 RESEARCH DATA
・ FIGURE 1................. AI IN HEALTHCARE MARKET: RESEARCH DESIGN
2.2 SECONDARY AND PRIMARY RESEARCH
・ FIGURE 2............. AI IN HEALTHCARE MARKET: RESEARCH APPROACH
2.2.1 SECONDARY DATA
2.2.1.1 LIST OF MAJOR SECONDARY SOURCES
2.2.1.2 KEY DATA FROM SECONDARY SOURCES
2.2.2 PRIMARY DATA
2.2.2.1 PRIMARY INTERVIEWS WITH EXPERTS
2.2.2.2 KEY DATA FROM PRIMARY SOURCES
2.2.2.3 KEY INDUSTRY INSIGHTS
2.2.2.4 BREAKDOWN OF PRIMARIES
2.3 MARKET SIZE ESTIMATION
2.3.1 BOTTOM-UP APPROACH
2.3.1.1 ESTIMATING MARKET SIZE BY BOTTOM-UP APPROACH (DEMAND SIDE)
・ FIGURE 3....... MARKET SIZE ESTIMATION METHODOLOGY: BOTTOM-UP APPROACH
・ FIGURE 4....... MARKET SIZE ESTIMATION METHODOLOGY: BOTTOM-UP (SUPPLY SIDE) —ILLUSTRATION OF REVENUE ESTIMATION OF COMPANIES FROM SALES OF AI IN HEALTHCARE OFFERING
・ FIGURE 5....... MARKET SIZE ESTIMATION METHODOLOGY: BOTTOM-UP (DEMAND SIDE) —ESTIMATION OF SIZE OF AI IN HEALTHCARE MARKET, BY END USER
2.3.2 TOP-DOWN APPROACH.. 51
2.3.2.1 ESTIMATING MARKET SIZE BY TOP-DOWN APPROACH (SUPPLY SIDE)
・ FIGURE 6......... MARKET SIZE ESTIMATION METHODOLOGY: TOP-DOWN APPROACH
・ FIGURE 7.. MARKET SIZE ESTIMATION METHODOLOGY: (SUPPLY SIDE)—REVENUE GENERATED FROM AI IN HEALTHCARE OFFERINGS.. 53
2.4 MARKET BREAKDOWN AND DATA TRIANGULATION
・ FIGURE 8................................................... DATA TRIANGULATION
2.5 RESEARCH ASSUMPTIONS
・ FIGURE 9.............................. ASSUMPTIONS FOR RESEARCH STUDY
2.6 IMPACT OF RECESSION
2.7 RISK ASSESSMENT
・ TABLE 1................................ LIMITATIONS AND ASSOCIATED RISKS
2.8 LIMITATIONS
3.... EXECUTIVE SUMMARY
3.1 AI IN HEALTHCARE MARKET: RECESSION IMPACT
・ FIGURE 10.. RECESSION IMPACT: GDP GROWTH PROJECTION TILL 2023 FOR MAJOR ECONOMIES
・ FIGURE 11. RECESSION IMPACT ON AI IN HEALTHCARE MARKET, 2019–2028 (USD MILLION)
・ FIGURE 12 SOFTWARE SEGMENT TO HOLD SECOND-LARGEST SHARE OF AI IN HEALTHCARE MARKET FROM 2023 TO 2028
・ FIGURE 13 MACHINE LEARNING SEGMENT TO HOLD LARGEST SHARE OF AI IN HEALTHCARE MARKET FROM 2023 TO 2028
・ FIGURE 14........ PATIENTS SEGMENT TO REGISTER HIGHEST CAGR AI IN HEALTHCARE MARKET DURING FORECAST PERIOD
・ FIGURE 15. MEDICAL IMAGING & DIAGNOSTICS APPLICATION TO GROW AT HIGHEST CAGR AI IN HEALTHCARE MARKET DURING FORECAST PERIOD
・ FIGURE 16 NORTH AMERICA ACCOUNTED FOR LARGEST SHARE OF AI IN HEALTHCARE MARKET IN 2022
4.... PREMIUM INSIGHTS
4.1 ATTRACTIVE GROWTH OPPORTUNITIES FOR AI IN HEALTHCARE MARKET
・ FIGURE 17 INCREASING ADOPTION OF AI-BASED TOOLS IN HEALTHCARE FACILITIES TO DRIVE MARKET GROWTH DURING 2023–2028
4.2 AI IN HEALTHCARE MARKET, BY OFFERING
・ FIGURE 18........ SOFTWARE TO ACCOUNT FOR LARGEST SHARE OF AI IN HEALTHCARE MARKET FROM 2023 TO 2028
4.3 AI IN HEALTHCARE MARKET, BY TECHNOLOGY
・ FIGURE 19............ MACHINE LEARNING TECHNOLOGY TO BE LARGEST SHAREHOLDER OF AI IN HEALTHCARE MARKET FROM 2023 TO 2028
4.4 AI IN HEALTHCARE MARKET, BY APPLICATION
・ FIGURE 20. MEDICAL IMAGING & DIAGNOSTICS SEGMENT TO REGISTER HIGHEST CAGR DURING 2023–2028
4.5 AI IN HEALTHCARE MARKET, BY END USER
・ FIGURE 21...... HOSPITALS & HEALTHCARE PROVIDERS TO BE LARGEST SHAREHOLDERS OF AI IN HEALTHCARE MARKET IN 2023 TO 2028
4.6 AI IN HEALTHCARE MARKET, BY COUNTRY
・ FIGURE 22 AI IN HEALTHCARE MARKET IN CHINA AND MEXICO TO GROW AT HIGHEST CAGR FROM 2023 TO 2028
5.... MARKET OVERVIEW
5.1 INTRODUCTION
5.2 MARKET DYNAMICS
・ FIGURE 23........... AI IN HEALTHCARE MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES
5.2.1 DRIVERS
・ FIGURE 24.... ANALYSIS OF IMPACT OF DRIVERS ON AI IN HEALTHCARE MARKET
5.2.1.1 GENERATION OF LARGE AND COMPLEX HEALTHCARE DATASETS
5.2.1.2 PRESSING NEED TO REDUCE HEALTHCARE COSTS
5.2.1.3 IMPROVING COMPUTING POWER AND DECLINING HARDWARE COST
5.2.1.4 RISING NUMBER OF PARTNERSHIPS AND COLLABORATIONS AMONG DIFFERENT DOMAINS IN HEALTHCARE SECTOR
5.2.1.5 GROWING NEED FOR IMPROVISED HEALTHCARE SERVICES DUE TO IMBALANCE BETWEEN HEALTHCARE WORKFORCE AND PATIENTS
5.2.2 RESTRAINTS
・ FIGURE 25 ANALYSIS OF IMPACT OF RESTRAINTS ON AI IN HEALTHCARE MARKET
5.2.2.1 RELUCTANCE AMONG MEDICAL PRACTITIONERS TO ADOPT AI-BASED TECHNOLOGIES
5.2.2.2 LACK OF SKILLED AI WORKFORCE AND AMBIGUOUS REGULATORY GUIDELINES FOR MEDICAL SOFTWARE
5.2.3 OPPORTUNITIES
・ FIGURE 26............. ANALYSIS OF IMPACT OF OPPORTUNITIES ON AI IN HEALTHCARE MARKET
5.2.3.1 GROWING POTENTIAL OF AI-BASED TOOLS FOR ELDERLY CARE
5.2.3.2 INCREASING FOCUS ON DEVELOPING HUMAN-AWARE AI SYSTEMS
5.2.3.3 RISING POTENTIAL OF AI TECHNOLOGY IN GENOMICS, DRUG DISCOVERY, AND IMAGING & DIAGNOSTICS
5.2.4 CHALLENGES
・ FIGURE 27 ANALYSIS OF IMPACT OF CHALLENGES ON AI IN HEALTHCARE MARKET
5.2.4.1 LACK OF CURATED HEALTHCARE DATA
5.2.4.2 CONCERNS REGARDING DATA PRIVACY
・ FIGURE 28 HEALTHCARE BREACHES REPORTED TO US DEPARTMENT OF HEALTH AND HUMAN SERVICES, 2019 TO 2021
5.2.4.3 LACK OF INTEROPERABILITY BETWEEN AI SOLUTIONS OFFERED BY DIFFERENT VENDORS
・ FIGURE 29...... CHALLENGES OF HEALTHCARE DATA INTEROPERABILITY
5.3 VALUE CHAIN ANALYSIS
・ FIGURE 30........................ AI IN HEALTHCARE MARKET VALUE CHAIN
5.4 PORTER’S FIVE FORCES ANALYSIS
・ TABLE 2. AI IN HEALTHCARE MARKET: PORTER’S FIVE FORCES ANALYSIS
5.5 ECOSYSTEM ANALYSIS
・ FIGURE 31................................. ECOSYSTEM OF AI IN HEALTHCARE
・ TABLE 3............................ ECOSYSTEM: AI IN HEALTHCARE MARKET
5.6 REVENUE SHIFTS AND NEW REVENUE POCKETS FOR AI IN HEALTHCARE MARKET
・ FIGURE 32.... TRENDS/DISRUPTION IMPACTING CUSTOMER BUSINESS
5.7 CASE STUDY ANALYSIS
5.7.1 USE CASE – BIOBEAT (ISRAEL)
5.7.2 USE CASE – CLEVELAND CLINIC AND MICROSOFT
5.7.3 USE CASE – TRANSLATIONAL GENOMICS RESEARCH INSTITUTE (TGEN)
5.8 TECHNOLOGY ANALYSIS
5.8.1 CLOUD COMPUTING.. 85
5.8.2 CLOUD GPU
5.9 PRICING ANALYSIS
・ FIGURE 33. AVERAGE SELLING PRICE OF PROCESSOR COMPONENTS IN AI IN HEALTHCARE MARKET, 2019–2028 (USD)
5.9.1 AVERAGE SELLING PRICE (ASP) ANALYSIS OF COMPONENTS OFFERED BY KEY PLAYERS
・ FIGURE 34.... AVERAGE SELLING PRICE OF PROCESSOR COMPONENTS OFFERED BY KEY COMPANIES
・ TABLE 4........ ASP RANGE OF PROCESSOR COMPONENTS, 2019–2028
・ TABLE 5.................................... ASP RANGE OF SERVER SOFTWARE
5.9.2 ASP TRENDS
5.10 TRADE ANALYSIS
・ FIGURE 35 EXPORT DATA FOR HS CODE 854231 FOR TOP COUNTRIES IN AI IN HEALTHCARE MARKET, 2017–2021 (USD THOUSAND)
・ FIGURE 36 IMPORT DATA FOR HS CODE 854231 FOR TOP COUNTRIES IN AI IN HEALTHCARE MARKET, 2017–2021 (USD THOUSAND)
5.11 PATENT ANALYSIS
・ FIGURE 37............... COMPANIES WITH HIGHEST NUMBER OF PATENT APPLICATIONS IN LAST 10 YEARS
・ TABLE 6.......................... TOP 20 PATENT OWNERS IN LAST 10 YEARS
・ FIGURE 38...... NUMBER OF PATENTS GRANTED PER YEAR, 2012–2021
5.11.1 MAJOR PATENTS
・ TABLE 7.................... MAJOR PATENTS IN AI IN HEALTHCARE MARKET
5.12 REGULATORY LANDSCAPE
・ TABLE 8............... TARIFF FOR ELECTRONIC INTEGRATED CIRCUITS AS PROCESSORS AND CONTROLLERS EXPORTED BY US, 2022
・ TABLE 9............... TARIFF FOR ELECTRONIC INTEGRATED CIRCUITS AS PROCESSORS AND CONTROLLERS EXPORTED BY CHINA, 2022
・ TABLE 10............. TARIFF FOR ELECTRONIC INTEGRATED CIRCUITS AS PROCESSORS AND CONTROLLERS EXPORTED BY GERMANY, 2020
5.12.1 REGULATIONS
5.12.1.1 EXPORT–IMPORT REGULATIONS
5.12.1.2 RESTRICTION OF HAZARDOUS SUBSTANCES (ROHS) AND WASTE ELECTRICAL AND ELECTRONIC EQUIPMENT (WEEE)
5.12.1.3 REGISTRATION, EVALUATION, AUTHORISATION AND RESTRICTION OF CHEMICALS (REACH)
5.12.1.4 GENERAL DATA PROTECTION REGULATION (GDPR)
6.... ARTIFICIAL INTELLIGENCE IN HEALTHCARE MARKET, BY OFFERING
6.1 INTRODUCTION
・ FIGURE 39....................... AI IN HEALTHCARE MARKET, BY OFFERING
・ FIGURE 40. SOFTWARE TO HOLD LARGEST SHARE OF AI IN HEALTHCARE MARKET DURING FORECAST PERIOD
・ TABLE 11. AI IN HEALTHCARE MARKET, BY OFFERING, 2019–2022 (USD MILLION)
・ TABLE 12. AI IN HEALTHCARE MARKET, BY OFFERING, 2023–2028 (USD MILLION)
6.2 HARDWARE
・ TABLE 13...... HARDWARE: AI IN HEALTHCARE MARKET, BY TYPE, 2019–2022 (USD MILLION)
・ TABLE 14...... HARDWARE: AI IN HEALTHCARE MARKET, BY TYPE, 2023–2028 (USD MILLION)
・ TABLE 15.. HARDWARE: AI IN HEALTHCARE MARKET, BY REGION, 2019–2022 (USD MILLION)
・ TABLE 16.. HARDWARE: AI IN HEALTHCARE MARKET, BY REGION, 2023–2028 (USD MILLION)
6.2.1 PROCESSOR
6.2.1.1 INTEL CORPORATION (US), NVIDIA CORPORATION (US), AND XILINX (US) KEY PROVIDERS OF HARDWARE COMPONENTS FOR AI APPLICATIONS
・ TABLE 17.... PROCESSOR: AI IN HEALTHCARE MARKET, BY TYPE, 2019–2022 (MILLION UNITS)
・ TABLE 18.... PROCESSOR: AI IN HEALTHCARE MARKET, BY TYPE, 2023–2028 (MILLION UNITS)
・ TABLE 19.... PROCESSOR: AI IN HEALTHCARE MARKET, BY TYPE, 2019–2022 (USD MILLION)
・ TABLE 20.... PROCESSOR: AI IN HEALTHCARE MARKET, BY TYPE, 2023–2028 (USD MILLION)
6.2.1.2 MPU/CPU
・ TABLE 21........ CASE STUDY: DYNALIFE’S AND ALTAML’S COLON POLYP PROJECT
6.2.1.3 GPU
・ TABLE 22........ CASE STUDY: UNIVERSITY OF SYDNEY, BRAIN AND MIND CENTER (SNAC) AND NVIDIA CORPORATION
6.2.1.4 FPGA
・ TABLE 23........................................ FPGA: RECENT DEVELOPMENT
6.2.1.5 GPU
・ TABLE 24................................. CASE STUDY: XILINX AND SPLINE. AI
6.2.1.6 ASIC
6.2.1.7 GPU
・ TABLE 25...... CASE STUDY: LONDON MEDICAL IMAGING & AI CENTRE & RUN:AI
6.2.2 MEMORY
6.2.2.1 DEVELOPMENT OF HIGH-BANDWIDTH MEMORY FOR AI APPLICATIONS TO DRIVE MARKET
・ TABLE 26................................... MEMORY: RECENT DEVELOPMENT
・ TABLE 27....... CASE STUDY: INTEL, DELL, AND UNIVERSITY OF FLORIDA
6.2.3 NETWORK
6.2.3.1 NVIDIA CORPORATION (US) AND INTEL CORPORATION (US) AMONG KEY PROVIDERS OF NETWORK INTERCONNECT ADAPTERS FOR AI APPLICATIONS
・ TABLE 28. NETWORK: AI IN HEALTHCARE MARKET, BY TYPE, 2019–2022 (MILLION UNITS)
・ TABLE 29. NETWORK: AI IN HEALTHCARE MARKET, BY TYPE, 2023–2028 (MILLION UNITS)
・ TABLE 30. NETWORK: AI IN HEALTHCARE MARKET, BY TYPE, 2019–2022 (USD MILLION)
・ TABLE 31. NETWORK: AI IN HEALTHCARE MARKET, BY TYPE, 2023–2028 (USD MILLION)
6.3 SOFTWARE
・ TABLE 32 SOFTWARE: AI IN HEALTHCARE MARKET, BY TYPE, 2019–2022 (USD MILLION)
・ TABLE 33 SOFTWARE: AI IN HEALTHCARE MARKET, BY TYPE, 2023–2028 (USD MILLION)
・ TABLE 34.. SOFTWARE: AI IN HEALTHCARE MARKET, BY REGION, 2019–2022 (USD MILLION)
・ TABLE 35.. SOFTWARE: AI IN HEALTHCARE MARKET, BY REGION, 2023–2028 (USD MILLION)
6.3.1 AI SOLUTION
6.3.1.1 INTEGRATION OF NON-PROCEDURAL LANGUAGES IN AI SOLUTIONS TO PROPEL SEGMENTAL GROWTH
・ TABLE 36...................................... CASE STUDY: PHILIPS AND AWS
・ TABLE 37... SOFTWARE: AI IN HEALTHCARE MARKET FOR AI SOLUTIONS, BY DEPLOYMENT TYPE, 2019–2022 (USD MILLION)
・ TABLE 38... SOFTWARE: AI IN HEALTHCARE MARKET FOR AI SOLUTIONS, BY DEPLOYMENT TYPE, 2023–2028 (USD MILLION)
6.3.1.2 ON-PREMISES
・ TABLE 39............................. ON-PREMISES: RECENT DEVELOPMENT
6.3.1.3 CLOUD
6.3.2 AI PLATFORM
6.3.2.1 INCREASING USE OF AI PLATFORMS FOR DECISION-MAKING AND DATA MANAGEMENT TO BOOST SEGMENTAL GROWTH
・ TABLE 40.. SOFTWARE: AI IN HEALTHCARE MARKET FOR AI PLATFORMS, BY TYPE, 2019–2022 (USD MILLION)
・ TABLE 41.. SOFTWARE: AI IN HEALTHCARE MARKET FOR AI PLATFORMS, BY TYPE, 2023–2028 (USD MILLION)
6.3.2.2 MACHINE LEARNING FRAMEWORK
6.3.2.3 APPLICATION PROGRAM INTERFACE
6.4 SERVICES
・ TABLE 42. SERVICES: AI IN HEALTHCARE MARKET, BY TYPE, 2019–2022 (USD MILLION)
・ TABLE 43. SERVICES: AI IN HEALTHCARE MARKET, BY TYPE, 2023–2028 (USD MILLION)
・ TABLE 44.... SERVICES: AI IN HEALTHCARE MARKET, BY REGION, 2019–2022 (USD MILLION)
・ TABLE 45.... SERVICES: AI IN HEALTHCARE MARKET, BY REGION, 2023–2028 (USD MILLION)
6.4.1 DEPLOYMENT & INTEGRATION
6.4.1.1 KEY SERVICES FOR CONFIGURING AI SYSTEMS IN HEALTHCARE
6.4.2 SUPPORT & MAINTENANCE
6.4.2.1 HELP TO KEEP UP PERFORMANCE OF SYSTEMS POST INSTALLATION
7.... ARTIFICIAL INTELLIGENCE IN HEALTHCARE MARKET, BY TECHNOLOGY
7.1 INTRODUCTION
・ FIGURE 41................... AI IN HEALTHCARE MARKET, BY TECHNOLOGY
・ FIGURE 42 MACHINE LEARNING TECHNOLOGY TO HOLD LARGEST SHARE OF AI IN HEALTHCARE MARKET DURING FORECAST PERIOD
・ TABLE 46.... AI IN HEALTHCARE MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION)
・ TABLE 47.... AI IN HEALTHCARE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
7.2 MACHINE LEARNING
・ TABLE 48...... CASE STUDY: THE HEALTH MANAGEMENT ACADEMY (THE ACADEMY) AND NUANCE
・ TABLE 49...................... CAST STUDY: MAYO CLINIC AND GOOGLE INC
・ TABLE 50.... MACHINE LEARNING: AI IN HEALTHCARE MARKET, BY TYPE, 2019–2022 (USD MILLION)
・ TABLE 51.... MACHINE LEARNING: AI IN HEALTHCARE MARKET, BY TYPE, 2023–2028 (USD MILLION)
7.2.1 DEEP LEARNING
7.2.1.1 ENABLES MACHINES TO BUILD HIERARCHICAL REPRESENTATIONS
・ TABLE 52........................ CASE STUDY: SUBTLE MEDICAL AND BAYER
7.2.2 SUPERVISED LEARNING
7.2.2.1 CLASSIFICATION AND REGRESSION MAJOR SEGMENTS OF SUPERVISED LEARNING
7.2.3 REINFORCEMENT LEARNING
7.2.3.1 ALLOWS SYSTEMS AND SOFTWARE TO DETERMINE IDEAL BEHAVIOR FOR MAXIMIZING PERFORMANCE OF SYSTEMS
7.2.4 UNSUPERVISED LEARNING
7.2.4.1 INCLUDES CLUSTERING METHODS CONSISTING OF ALGORITHMS WITH UNLABELED TRAINING DATA
7.2.5 OTHERS
7.3 NATURAL LANGUAGE PROCESSING
7.3.1 WIDELY USED BY CLINICAL AND RESEARCH COMMUNITIES IN HEALTHCARE
・ TABLE 53...................... CASE STUDY: ROCHE AND JOHN SNOW LABS
・ TABLE 54......... NATURAL LANGUAGE PROCESSING: AI IN HEALTHCARE MARKET, BY TYPE, 2019–2022 (USD MILLION)
・ TABLE 55......... NATURAL LANGUAGE PROCESSING: AI IN HEALTHCARE MARKET, BY TYPE, 2023–2028 (USD MILLION)
7.4 CONTEXT-AWARE COMPUTING
7.4.1 DEVELOPMENT OF MORE SOPHISTICATED HARD AND SOFT SENSORS TO ACCELERATE GROWTH OF CONTEXT-AWARE COMPUTING
・ TABLE 56........ CONTEXT-AWARE COMPUTING: RECENT DEVELOPMENT
・ TABLE 57 CONTEXT-AWARE COMPUTING: AI IN HEALTHCARE MARKET, BY TYPE, 2019–2022 (USD MILLION)
・ TABLE 58 CONTEXT-AWARE COMPUTING: AI IN HEALTHCARE MARKET, BY TYPE, 2023–2028 (USD MILLION)
7.5 COMPUTER VISION
7.5.1 USED FOR SIGNIFICANT APPLICATIONS IN SURGERY AND THERAPY
8.... ARTIFICIAL INTELLIGENCE IN HEALTHCARE MARKET, BY APPLICATION
8.1 INTRODUCTION
・ FIGURE 43................... AI IN HEALTHCARE MARKET, BY APPLICATION
・ FIGURE 44........ MEDICAL IMAGING & DIAGNOSTICS TO ACCOUNT FOR LARGEST SHARE OF AI IN HEALTHCARE MARKET IN 2028
・ TABLE 59.... AI IN HEALTHCARE MARKET, BY APPLICATION, 2019–2022 (USD MILLION)
・ TABLE 60.... AI IN HEALTHCARE MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
8.2 PATIENT DATA & RISK ANALYSIS
8.2.1 PROVIDE PREDICTIVE INSIGHTS INTO PATIENT HEALTH USING MACHINE LEARNING AND NATURAL LANGUAGE PROCESSING ALGORITHMS
・ TABLE 61.............. CASE STUDY: CLEVELAND CLINIC AND MICROSOFT
・ TABLE 62 PATIENT DATA & RISK ANALYSIS: AI IN HEALTHCARE MARKET, BY REGION, 2019–2022 (USD MILLION)
・ TABLE 63 PATIENT DATA & RISK ANALYSIS: AI IN HEALTHCARE MARKET, BY REGION, 2023–2028 (USD MILLION)
・ TABLE 64 PATIENT DATA & RISK ANALYSIS: AI IN HEALTHCARE MARKET, BY END USER, 2019–2022 (USD MILLION)
・ TABLE 65 PATIENT DATA & RISK ANALYSIS: AI IN HEALTHCARE MARKET, BY END USER, 2023–2028 (USD MILLION)
8.3 IN-PATIENT CARE & HOSPITAL MANAGEMENT
8.3.1 HELP TO CUT DOWN EXCESSIVE OPERATIONAL COSTS AND LOWER COST OF PATIENT CARE
・ TABLE 66........................ CASE STUDY: TIDALHEALTH AND REGARDS
・ TABLE 67.............. IN-PATIENT CARE & HOSPITAL MANAGEMENT: AI IN HEALTHCARE MARKET, BY REGION, 2019–2022 (USD MILLION)
・ TABLE 68.............. IN-PATIENT CARE & HOSPITAL MANAGEMENT: AI IN HEALTHCARE MARKET, BY REGION, 2023–2028 (USD MILLION)
・ TABLE 69.............. IN-PATIENT CARE & HOSPITAL MANAGEMENT: AI IN HEALTHCARE MARKET, BY END USER, 2019–2022 (USD MILLION)
・ TABLE 70.............. IN-PATIENT CARE & HOSPITAL MANAGEMENT: AI IN HEALTHCARE MARKET, BY END USER, 2023–2028 (USD MILLION)
8.4 MEDICAL IMAGING & DIAGNOSTICS
8.4.1 HELP TO GENERATE HIGHLY ACCURATE IMAGING DATA
・ TABLE 71....... MEDICAL IMAGING DIAGNOSIS: RECENT DEVELOPMENT
・ TABLE 72........ MEDICAL IMAGING & DIAGNOSTICS: AI IN HEALTHCARE MARKET, BY REGION, 2019–2022 (USD MILLION)
・ TABLE 73........ MEDICAL IMAGING & DIAGNOSTICS: AI IN HEALTHCARE MARKET, BY REGION, 2023–2028 (USD MILLION)
・ TABLE 74........ MEDICAL IMAGING & DIAGNOSTICS: AI IN HEALTHCARE MARKET, BY END USER, 2019–2022 (USD MILLION). 139
・ TABLE 75........ MEDICAL IMAGING & DIAGNOSTICS: AI IN HEALTHCARE MARKET, BY END USER, 2023–2028 (USD MILLION). 139
8.5 LIFESTYLE MANAGEMENT & REMOTE PATIENT MONITORING
8.5.1 HELP REDUCE BURDEN ON HOSPITALS
・ TABLE 76.. LIFESTYLE MANAGEMENT & REMOTE PATIENT MONITORING: RECENT DEVELOPMENT
・ TABLE 77 LIFESTYLE MANAGEMENT & REMOTE PATIENT MONITORING: AI IN HEALTHCARE MARKET, BY REGION, 2019–2022 (USD MILLION)
・ TABLE 78 LIFESTYLE MANAGEMENT & REMOTE PATIENT MONITORING: AI IN HEALTHCARE MARKET, BY REGION, 2023–2028 (USD MILLION)
・ TABLE 79 LIFESTYLE MANAGEMENT & REMOTE PATIENT MONITORING: AI IN HEALTHCARE MARKET, BY END USER, 2019–2022 (USD MILLION)
・ TABLE 80 LIFESTYLE MANAGEMENT & REMOTE PATIENT MONITORING: AI IN HEALTHCARE MARKET, BY END USER, 2023–2028 (USD MILLION)
8.6 VIRTUAL ASSISTANTS
8.6.1 ASSIST IN DISSEMINATING PRECISE MEDICAL INFORMATION AMONG VULNERABLE POPULATIONS
・ TABLE 81...................... VIRTUAL ASSISTANT: RECENT DEVELOPMENT
・ TABLE 82....... CASE STUDY: GOVERNMENT OF INDIA, ACCENTURE, AND MICROSOFT
・ TABLE 83 VIRTUAL ASSISTANT: AI IN HEALTHCARE MARKET, BY REGION, 2019–2022 (USD MILLION)
・ TABLE 84 VIRTUAL ASSISTANT: AI IN HEALTHCARE MARKET, BY REGION, 2023–2028 (USD MILLION)
・ TABLE 85...... VIRTUAL ASSISTANT: AI IN HEALTHCARE MARKET, BY END USER, 2019–2022 (USD MILLION)
・ TABLE 86...... VIRTUAL ASSISTANT: AI IN HEALTHCARE MARKET, BY END USER, 2023–2028 (USD MILLION)
8.7 DRUG DISCOVERY
8.7.1 AI EXPECTED TO REDUCE TIME AND COST INVOLVED IN DRUG DISCOVERY
・ TABLE 87........................ DRUG DISCOVERY: RECENT DEVELOPMENT
・ TABLE 88... DRUG DISCOVERY: AI IN HEALTHCARE MARKET, BY REGION, 2019–2022 (USD MILLION)
・ TABLE 89... DRUG DISCOVERY: AI IN HEALTHCARE MARKET, BY REGION, 2023–2028 (USD MILLION)
・ TABLE 90 DRUG DISCOVERY: AI IN HEALTHCARE MARKET, BY END USER, 2019–2022 (USD MILLION)
・ TABLE 91 DRUG DISCOVERY: AI IN HEALTHCARE MARKET, BY END USER, 2023–2028 (USD MILLION)
8.8 RESEARCH
8.8.1 AI ALGORITHMS USED BY BIOINFORMATICS RESEARCHERS FOR DATABASE CLASSIFICATION AND MINING
・ TABLE 92.. RESEARCH: AI IN HEALTHCARE MARKET, BY REGION, 2019–2022 (USD MILLION)
・ TABLE 93.. RESEARCH: AI IN HEALTHCARE MARKET, BY REGION, 2023–2028 (USD MILLION)
・ TABLE 94 RESEARCH: AI IN HEALTHCARE MARKET, BY END USER, 2019–2022 (USD MILLION)
・ TABLE 95 RESEARCH: AI IN HEALTHCARE MARKET, BY END USER, 2023–2028 (USD MILLION)
8.9 HEALTHCARE ASSISTANCE ROBOTS
8.9.1 HELP TO SIGNIFICANTLY REDUCE NEED FOR ROUND-THE-CLOCK MANUAL NURSING CARE
・ TABLE 96........ HEALTHCARE ASSISTANCE ROBOTS: AI IN HEALTHCARE MARKET, BY REGION, 2019–2022 (USD MILLION)
・ TABLE 97........ HEALTHCARE ASSISTANCE ROBOTS: AI IN HEALTHCARE MARKET, BY REGION, 2023–2028 (USD MILLION)
・ TABLE 98........ HEALTHCARE ASSISTANCE ROBOTS: AI IN HEALTHCARE MARKET, BY END USER, 2019–2022 (USD MILLION). 149
・ TABLE 99........ HEALTHCARE ASSISTANCE ROBOTS: AI IN HEALTHCARE MARKET, BY END USER, 2023–2028 (USD MILLION). 150
8.10 PRECISION MEDICINE
8.10.1 AI EXPECTED TO FULFIL DEMAND FOR PERSONALIZED TREATMENT PLANS FOR PATIENTS ADMINISTERED WITH PRECISION MEDICINE
・ TABLE 100................. PRECISION MEDICINE: RECENT DEVELOPMENT
・ TABLE 101........ PRECISION MEDICINE: AI IN HEALTHCARE MARKET, BY REGION, 2019–2022 (USD MILLION)
・ TABLE 102........ PRECISION MEDICINE: AI IN HEALTHCARE MARKET, BY REGION, 2023–2028 (USD MILLION)
・ TABLE 103.. PRECISION MEDICINE: AI IN HEALTHCARE MARKET, BY END USER, 2019–2022 (USD MILLION)
・ TABLE 104.. PRECISION MEDICINE: AI IN HEALTHCARE MARKET, BY END USER, 2023–2028 (USD MILLION)
8.11 EMERGENCY ROOM & SURGERY
8.11.1 LIMITED AVAILABILITY OF SKILLED WORKFORCE IN EMERGENCY ROOMS TO DRIVE ADOPTION OF AI
・ TABLE 105........... EMERGENCY ROOM & SURGERY: AI IN HEALTHCARE MARKET, BY REGION, 2019–2022 (USD MILLION)
・ TABLE 106........... EMERGENCY ROOM & SURGERY: AI IN HEALTHCARE MARKET, BY REGION, 2023–2028 (USD MILLION)
・ TABLE 107........... EMERGENCY ROOM & SURGERY: AI IN HEALTHCARE MARKET, BY END USER, 2019–2022 (USD MILLION). 153
・ TABLE 108........... EMERGENCY ROOM & SURGERY: AI IN HEALTHCARE MARKET, BY END USER, 2023–2028 (USD MILLION). 153
8.12 WEARABLES
8.12.1 FACILITATE IMPROVED, REAL-TIME PATIENT MONITORING
・ TABLE 109............. CASE STUDY: KENSCI, MICROSOFT, AND FEDERAL GOVERNMENT
・ TABLE 110........ WEARABLES: AI IN HEALTHCARE MARKET, BY REGION, 2019–2022 (USD MILLION)
・ TABLE 111........ WEARABLES: AI IN HEALTHCARE MARKET, BY REGION, 2023–2028 (USD MILLION)
・ TABLE 112..... WEARABLES: AI IN HEALTHCARE MARKET, BY END USER, 2019–2022 (USD MILLION)
・ TABLE 113..... WEARABLES: AI IN HEALTHCARE MARKET, BY END USER, 2023–2028 (USD MILLION)
8.13 MENTAL HEALTH
8.13.1 AI USED IN DIAGNOSIS OF MENTAL DISTRESS AND NEUROLOGICAL ABNORMALITIES
・ TABLE 114........................ MENTAL HEALTH: RECENT DEVELOPMENT
・ TABLE 115... MENTAL HEALTH: AI IN HEALTHCARE MARKET, BY REGION, 2019–2022 (USD MILLION)
・ TABLE 116... MENTAL HEALTH: AI IN HEALTHCARE MARKET, BY REGION, 2023–2028 (USD MILLION)
・ TABLE 117 MENTAL HEALTH: AI IN HEALTHCARE MARKET, BY END USER, 2019–2022 (USD MILLION)
・ TABLE 118 MENTAL HEALTH: AI IN HEALTHCARE MARKET, BY END USER, 2023–2028 (USD MILLION)
8.14 CYBERSECURITY
8.14.1 AI IN HEALTHCARE CYBERSECURITY TO BECOME CRITICAL IN PROTECTION OF ONSITE SYSTEMS
・ TABLE 119... CYBERSECURITY: AI IN HEALTHCARE MARKET, BY REGION, 2019–2022 (USD MILLION)
・ TABLE 120... CYBERSECURITY: AI IN HEALTHCARE MARKET, BY REGION, 2023–2028 (USD MILLION)
・ TABLE 121 CYBERSECURITY: AI IN HEALTHCARE MARKET, BY END USER, 2019–2022 (USD MILLION)
・ TABLE 122 CYBERSECURITY: AI IN HEALTHCARE MARKET, BY END USER, 2023–2028 (USD MILLION)
9.... ARTIFICIAL INTELLIGENCE IN HEALTHCARE MARKET, BY END USER
9.1 INTRODUCTION
・ FIGURE 45....................... AI IN HEALTHCARE MARKET, BY END USER
・ FIGURE 46.. HOSPITALS & HEALTHCARE PROVIDERS TO HOLD LARGEST MARKET SHARE DURING FORECAST PERIOD
・ TABLE 123...... AI IN HEALTHCARE MARKET, BY END USER, 2019–2022 (USD MILLION)
・ TABLE 124...... AI IN HEALTHCARE MARKET, BY END USER, 2023–2028 (USD MILLION)
9.2 HOSPITALS AND HEALTHCARE PROVIDERS
9.2.1 UTILIZE AI TO PREDICT AND PREVENT READMISSIONS AND IMPROVE OPERATIONS
・ TABLE 125.............. HOSPITALS & HEALTHCARE PROVIDERS: RECENT DEVELOPMENT
・ TABLE 126. HOSPITALS & HEALTHCARE PROVIDERS: AI IN HEALTHCARE MARKET, BY APPLICATION, 2019–2022 (USD MILLION)
・ TABLE 127. HOSPITALS & HEALTHCARE PROVIDERS: AI IN HEALTHCARE MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
・ TABLE 128. HOSPITALS & HEALTHCARE PROVIDERS: AI IN HEALTHCARE MARKET, BY REGION, 2019–2022 (USD MILLION)
・ TABLE 129. HOSPITALS & HEALTHCARE PROVIDERS: AI IN HEALTHCARE MARKET, BY REGION, 2023–2028 (USD MILLION)
9.3 PATIENTS
9.3.1 INCREASING POPULARITY OF SMARTPHONE APPLICATIONS AND WEARABLES TO DRIVE ADOPTION OF AI AMONG PATIENTS
・ TABLE 130................................. PATIENTS: RECENT DEVELOPMENT
・ TABLE 131..... PATIENTS: AI IN HEALTHCARE MARKET, BY APPLICATION, 2019–2022 (USD MILLION)
・ TABLE 132..... PATIENTS: AI IN HEALTHCARE MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
・ TABLE 133... PATIENTS: AI IN HEALTHCARE MARKET, BY REGION, 2019–2022 (USD MILLION)
・ TABLE 134... PATIENTS: AI IN HEALTHCARE MARKET, BY REGION, 2023–2028 (USD MILLION)
9.4 PHARMACEUTICALS & BIOTECHNOLOGY COMPANIES
9.4.1 USE AI FOR DRUG DISCOVERY, PRECISION MEDICINE, AND RESEARCH APPLICATIONS
・ TABLE 135........ PHARMACEUTICALS & BIOTECHNOLOGY COMPANIES: RECENT DEVELOPMENT
・ TABLE 136.. PHARMACEUTICALS & BIOTECHNOLOGY COMPANIES: AI IN HEALTHCARE MARKET, BY APPLICATION, 2019–2022 (USD MILLION)
・ TABLE 137.. PHARMACEUTICALS & BIOTECHNOLOGY COMPANIES: AI IN HEALTHCARE MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
・ TABLE 138.. PHARMACEUTICALS & BIOTECHNOLOGY COMPANIES: AI IN HEALTHCARE MARKET, BY REGION, 2019–2022 (USD MILLION). 170
・ TABLE 139.. PHARMACEUTICALS & BIOTECHNOLOGY COMPANIES: AI IN HEALTHCARE MARKET, BY REGION, 2023–2028 (USD MILLION). 170
9.5 HEALTHCARE PAYERS
9.5.1 USE AI TOOLS TO MANAGE RISKS, IDENTIFY CLAIM TRENDS, AND MAXIMIZE PAYMENT ACCURACY
・ TABLE 140.................. HEALTHCARE PAYERS: RECENT DEVELOPMENT
・ TABLE 141........ HEALTHCARE PAYERS: AI IN HEALTHCARE MARKET, BY APPLICATION, 2019–2022 (USD MILLION)
・ TABLE 142........ HEALTHCARE PAYERS: AI IN HEALTHCARE MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
・ TABLE 143........ HEALTHCARE PAYERS: AI IN HEALTHCARE MARKET, BY REGION, 2019–2022 (USD MILLION)
・ TABLE 144........ HEALTHCARE PAYERS: AI IN HEALTHCARE MARKET, BY REGION, 2023–2028 (USD MILLION)
9.6 OTHERS
・ TABLE 145....... OTHERS: AI IN HEALTHCARE MARKET, BY APPLICATION, 2019–2022 (USD MILLION)
・ TABLE 146....... OTHERS: AI IN HEALTHCARE MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
・ TABLE 147.... OTHERS: AI IN HEALTHCARE MARKET, BY REGION, 2019–2022 (USD MILLION)
・ TABLE 148.... OTHERS: AI IN HEALTHCARE MARKET, BY REGION, 2023–2028 (USD MILLION)
10.. ARTIFICIAL INTELLIGENCE IN HEALTHCARE MARKET, BY REGION
10.1 INTRODUCTION
・ FIGURE 47.. CHINA AND MEXICO TO EMERGE AS NEW HOTSPOTS FOR AI IN HEALTHCARE MARKET
・ FIGURE 48........... ASIA PACIFIC TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
・ TABLE 149.. AI IN HEALTHCARE MARKET, BY REGION, 2019–2022 (USD MILLION)
・ TABLE 150.. AI IN HEALTHCARE MARKET, BY REGION, 2023–2028 (USD MILLION)
10.2 NORTH AMERICA
・ FIGURE 49.... NORTH AMERICA: AI IN HEALTHCARE MARKET SNAPSHOT
・ FIGURE 50...... US TO DOMINATE AI IN HEALTHCARE MARKET IN NORTH AMERICA IN 2028
・ TABLE 151 NORTH AMERICA: AI IN HEALTHCARE MARKET, BY COUNTRY, 2019–2022 (USD MILLION)
・ TABLE 152 NORTH AMERICA: AI IN HEALTHCARE MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
・ TABLE 153.............. NORTH AMERICA: AI IN HEALTHCARE MARKET, BY APPLICATION, 2019–2022 (USD MILLION)
・ TABLE 154.............. NORTH AMERICA: AI IN HEALTHCARE MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
10.2.1 US
10.2.1.1 HIGH HEALTHCARE SPENDING COMBINED WITH INCREASING DEMAND FOR AI IN MEDICAL SECTOR TO COMPLEMENT MARKET GROWTH
・ TABLE 155.......................................... US: RECENT DEVELOPMENT
10.2.2 CANADA
10.2.2.1 CONTINUOUS RESEARCH ON NLP AND ML ACROSS RESEARCH INSTITUTIONS AND UNIVERSITIES IN CANADA TO PROPEL MARKET
・ TABLE 156.................................. CANADA: RECENT DEVELOPMENT
10.2.3 MEXICO
10.2.3.1 MEXICO TO ACCOUNT FOR SMALLEST SHARE OF AI IN HEALTHCARE MARKET IN NORTH AMERICA DURING FORECAST PERIOD
・ TABLE 157................................... MEXICO: RECENT DEVELOPMENT
10.3 EUROPE
・ FIGURE 51............... EUROPE: AI IN HEALTHCARE MARKET SNAPSHOT
・ FIGURE 52 REST OF EUROPE TO EXHIBIT HIGHEST CAGR IN EUROPEAN AI IN HEALTHCARE MARKET IN 2028
・ TABLE 158.. EUROPE: AI IN HEALTHCARE MARKET, BY COUNTRY, 2019–2022 (USD MILLION)
・ TABLE 159.. EUROPE: AI IN HEALTHCARE MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
・ TABLE 160. EUROPE: AI IN HEALTHCARE MARKET, BY END USER, 2019–2022 (USD MILLION)
・ TABLE 161. EUROPE: AI IN HEALTHCARE MARKET, BY END USER, 2023–2028 (USD MILLION)
・ TABLE 162...... EUROPE: AI IN HEALTHCARE MARKET, BY APPLICATION, 2019–2022 (USD MILLION)
・ TABLE 163...... EUROPE: AI IN HEALTHCARE MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
10.3.1 GERMANY
10.3.1.1 GOVERNMENT INITIATIVES TO EXPEDITE AI DEVELOPMENT TO SUPPORT MARKET GROWTH
・ TABLE 164................................ GERMANY: RECENT DEVELOPMENT
10.3.2 UK
10.3.2.1 ADOPTION OF AI IN DRUG DISCOVERY SPACE TO FUEL MARKET GROWTH
・ TABLE 165.......................................... UK: RECENT DEVELOPMENT
10.3.3 FRANCE
10.3.3.1 GOVERNMENT ENDEAVORS TO DEVELOP HEALTHCARE IT IN FRANCE LIKELY TO SUPPORT MARKET
・ TABLE 166................................... FRANCE: RECENT DEVELOPMENT
10.3.4 ITALY
10.3.4.1 DEVELOPMENT OF ELECTRONIC HEALTH RECORDS AND AGING POPULATION TO DRIVE MARKET
・ TABLE 167....................................... ITALY: RECENT DEVELOPMENT
10.3.5 SPAIN
10.3.5.1 GROWING AWARENESS OF AI IN SPAIN TO FAVOR MARKET GROWTH
・ TABLE 168..................................... SPAIN: RECENT DEVELOPMENT
10.3.6 REST OF EUROPE
10.4 ASIA PACIFIC
・ FIGURE 53......... ASIA PACIFIC: AI IN HEALTHCARE MARKET SNAPSHOT
・ FIGURE 54...... CHINA TO EXHIBIT HIGHEST CAGR IN AI IN HEALTHCARE MARKET ASIA PACIFIC IN 2028
・ TABLE 169..... ASIA PACIFIC: AI IN HEALTHCARE MARKET, BY COUNTRY, 2019–2022 (USD MILLION)
・ TABLE 170..... ASIA PACIFIC: AI IN HEALTHCARE MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
・ TABLE 171.... ASIA PACIFIC: AI IN HEALTHCARE MARKET, BY END USER, 2019–2022 (USD MILLION)
・ TABLE 172.... ASIA PACIFIC: AI IN HEALTHCARE MARKET, BY END USER, 2023–2028 (USD MILLION)
・ TABLE 173 ASIA PACIFIC: AI IN HEALTHCARE MARKET, BY APPLICATION, 2019–2022 (USD MILLION)
・ TABLE 174 ASIA PACIFIC: AI IN HEALTHCARE MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
10.4.1 CHINA
10.4.1.1 CONCRETE GOVERNMENT MEASURES TO ACCELERATE AI DEVELOPMENT TO AUGMENT MARKET GROWTH
・ TABLE 175..................................... CHINA: RECENT DEVELOPMENT
10.4.2 JAPAN
10.4.2.1 AI ADOPTION TO EXPEDITE DRUG DISCOVERY TO MOTIVATE MARKET GROWTH
10.4.3 SOUTH KOREA
10.4.3.1 GOVERNMENT’S AI NATIONAL STRATEGY TO PUSH MARKET GROWTH IN SOUTH KOREA
・ TABLE 176........................... SOUTH KOREA: RECENT DEVELOPMENT
10.4.4 INDIA
10.4.4.1 DEVELOPING IT INFRASTRUCTURE AND AI-FRIENDLY GOVERNMENT INITIATIVES TO SPUR MARKET GROWTH
・ TABLE 177...................................... INDIA: RECENT DEVELOPMENT
10.4.5 REST OF ASIA PACIFIC
・ TABLE 178................. REST OF ASIA PACIFIC: RECENT DEVELOPMENT
10.5 REST OF THE WORLD
・ FIGURE 55....... REST OF THE WORLD: SNAPSHOT OF AI IN HEALTHCARE MARKET
・ FIGURE 56.... SOUTH AMERICA TO DOMINATE MARKET IN ROW IN 2028
・ TABLE 179......... REST OF THE WORLD: AI IN HEALTHCARE MARKET, BY REGION, 2019–2022 (USD MILLION)
・ TABLE 180......... REST OF THE WORLD: AI IN HEALTHCARE MARKET, BY REGION, 2023–2028 (USD MILLION)
・ TABLE 181... REST OF THE WORLD: AI IN HEALTHCARE MARKET, BY END USER, 2019–2022 (USD MILLION)
・ TABLE 182... REST OF THE WORLD: AI IN HEALTHCARE MARKET, BY END USER, 2023–2028 (USD MILLION)
・ TABLE 183......... REST OF THE WORLD: AI IN HEALTHCARE MARKET, BY APPLICATION, 2019–2022 (USD MILLION)
・ TABLE 184......... REST OF THE WORLD: AI IN HEALTHCARE MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
10.5.1 SOUTH AMERICA
10.5.1.1 HIGH INVESTMENTS IN HEALTHCARE IT TO ENCOURAGE MARKET GROWTH.. 209
10.5.2 MIDDLE EAST AND AFRICA
10.5.2.1 GROWING HEALTHCARE EXPENDITURE IN MIDDLE EAST AND NORTH AFRICA TO FOSTER GROWTH OF AI IN HEALTHCARE MARKET
・ TABLE 185........... MIDDLE EAST AND AFRICA: RECENT DEVELOPMENT
11.. COMPETITIVE LANDSCAPE
11.1 INTRODUCTION
11.2 MARKET EVALUATION FRAMEWORK
・ TABLE 186. OVERVIEW OF STRATEGIES DEPLOYED BY KEY PLAYERS IN AI IN HEALTHCARE MARKET
11.2.1 PRODUCT PORTFOLIO.. 213
11.2.2 REGIONAL FOCUS
11.2.3 MANUFACTURING FOOTPRINT
11.2.4 ORGANIC/INORGANIC GROWTH STRATEGIES
11.3 REVENUE ANALYSIS OF TOP PLAYERS IN AI IN HEALTHCARE MARKET
・ FIGURE 57...... FIVE-YEAR REVENUE ANALYSIS OF TOP PLAYERS IN AI IN HEALTHCARE MARKET
11.4 MARKET SHARE ANALYSIS, 2022
・ TABLE 187....... AI IN HEALTHCARE MARKET: DEGREE OF COMPETITION
11.5 COMPANY EVALUATION QUADRANT
11.5.1 STARS
11.5.2 PERVASIVE PLAYERS.. 217
11.5.3 EMERGING LEADERS.. 218
11.5.4 PARTICIPANTS
・ FIGURE 58.......... AI IN HEALTHCARE MARKET: COMPANY EVALUATION QUADRANT, 2022
11.6 STARTUP/SME EVALUATION QUADRANT
11.6.1 PROGRESSIVE COMPANIES
11.6.2 RESPONSIVE COMPANIES
11.6.3 DYNAMIC COMPANIES
11.6.4 STARTING BLOCKS
・ FIGURE 59.... AI IN HEALTHCARE MARKET: STARTUP/SME EVALUATION QUADRANT, 2022
11.7 AI IN HEALTHCARE MARKET: COMPANY FOOTPRINT
・ TABLE 188................................................. COMPANY FOOTPRINT. 221
・ TABLE 189................................... COMPANY OFFERING FOOTPRINT
・ TABLE 190........................... END-USER FOOTPRINT OF COMPANIES
・ TABLE 191............................ REGIONAL FOOTPRINT OF COMPANIES
11.8 COMPETITIVE BENCHMARKING
・ TABLE 192 STARTUPS/SMES MATRIX: DETAILED LIST OF KEY STARTUPS
・ TABLE 193. AI IN HEALTHCARE MARKET: COMPETITIVE BENCHMARKING OF KEY STARTUPS/SMES
11.9 COMPETITIVE SCENARIOS AND TRENDS
11.9.1 PRODUCT LAUNCHES & DEVELOPMENTS
・ TABLE 194.......... AI IN HEALTHCARE MARKET: PRODUCT LAUNCHES & DEVELOPMENTS, JANUARY 2019–DECEMBER 2022.. 225
11.9.2 DEALS
・ TABLE 195......... AI IN HEALTHCARE MARKET: DEALS, JANUARY 2019–DECEMBER 2022
12.. COMPANY PROFILES
12.1 KEY PLAYERS
(BUSINESS OVERVIEW, PRODUCTS/SOLUTIONS/SERVICES OFFERED, RECENT DEVELOPMENTS, AND MNM VIEW)*
12.1.1 INTEL CORPORATION.. 228
・ TABLE 196..................... INTEL CORPORATION: BUSINESS OVERVIEW
・ FIGURE 60..................... INTEL CORPORATION: COMPANY SNAPSHOT
12.1.2 KONINKLIJKE PHILIPS N.V.
・ TABLE 197.............. KONINKLIJKE PHILIPS N.V.: BUSINESS OVERVIEW
・ FIGURE 61.............. KONINKLIJKE PHILIPS N.V.: COMPANY SNAPSHOT
12.1.3 MICROSOFT
・ TABLE 198................................ MICROSOFT: BUSINESS OVERVIEW
・ FIGURE 62................................ MICROSOFT: COMPANY SNAPSHOT
12.1.4 SIEMENS HEALTHINEERS
・ TABLE 199................ SIEMENS HEALTHINEERS: BUSINESS OVERVIEW
・ FIGURE 63............... SIEMENS HEALTHINEERS: COMPANY SNAPSHOT
12.1.5 NVIDIA CORPORATION
・ TABLE 200................... NVIDIA CORPORATION: BUSINESS OVERVIEW
・ FIGURE 64................... NVIDIA CORPORATION: COMPANY SNAPSHOT
12.1.6 GOOGLE INC.
・ TABLE 201............................... GOOGLE INC.: BUSINESS OVERVIEW
・ FIGURE 65.............................. GOOGLE INC.: COMPANY SNAPSHOT
12.1.7 GENERAL ELECTRIC COMPANY
・ TABLE 202......... GENERAL ELECTRIC COMPANY: BUSINESS OVERVIEW
・ FIGURE 66........ GENERAL ELECTRIC COMPANY: COMPANY SNAPSHOT
12.1.8 MEDTRONIC
・ TABLE 203................................ MEDTRONIC: BUSINESS OVERVIEW
・ FIGURE 67................................ MEDTRONIC: COMPANY SNAPSHOT
12.1.9 MICRON TECHNOLOGY, INC.
・ TABLE 204............ MICRON TECHNOLOGY, INC.: BUSINESS OVERVIEW
・ FIGURE 68........... MICRON TECHNOLOGY, INC.: COMPANY SNAPSHOT
12.1.10 AMAZON WEB SERVICES (AWS)
・ TABLE 205........ AMAZON WEB SERVICES (AWS): BUSINESS OVERVIEW
・ FIGURE 69................ AMAZON WEB SERVICES: COMPANY SNAPSHOT
12.1.11 JOHNSON & JOHNSON SERVICES, INC.
・ TABLE 206............. JOHNSON & JOHNSON SERVICES, INC.: BUSINESS OVERVIEW
・ FIGURE 70............. JOHNSON & JOHNSON SERVICES, INC.: COMPANY SNAPSHOT
* BUSINESS OVERVIEW, PRODUCTS/SOLUTIONS/SERVICES OFFERED, RECENT DEVELOPMENTS, AND MNM VIEW MIGHT NOT BE CAPTURED IN CASE OF UNLISTED COMPANIES.
12.2 STARTUP ECOSYSTEM
12.2.1 MERATIVE
12.2.2 GENERAL VISION
12.2.3 CLOUDMEDX
12.2.4 ONCORA MEDICAL
12.2.5 ENLITIC
12.2.6 LUNIT INC.
12.2.7 QURE.AI
12.2.8 ARTERYS INC.
12.2.9 COTA
12.2.10 FDNA INC.
12.2.11 RECURSION
12.2.12 ATOMWISE
12.2.13 VIRGIN PULSE
12.2.14 BABYLON HEALTH
12.2.15 MDLIVE (EVERNORTH GROUP)
12.2.16 STRYKER
12.2.17 QVENTUS
12.2.18 DESKTOP GENETICS
12.2.19 SIRONA MEDICAL, INC.
12.2.20 GINGER
12.2.21 BIOBEAT