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ヘルスケアとライフサイエンスにおけるNLP市場：コンポーネント（ソリューションとサービス）、NLPタイプ（統計的、ハイブリッド）、NLP手法（IVR、OCR）、アプリケーション（クリニカルトレイルマッチング、創薬）、エンドユーザー、地域別 - 2027年までの世界予測


NLP in Healthcare and Life Sciences Market by Component (Solutions and Services), NLP Type (Statistical, Hybrid), NLP Technique (IVR, OCR), Application (Clinical Trail Matching, Drug Discovery), End Users and Region - Global Forecast to 2027

ヘルスケアおよびライフサイエンスにおけるNLPの市場規模は、2022年の22億米ドルから2027年には72億米ドルへと、予測期間中に年平均成長率（CAGR）27.1％で成長すると予測されます。リスクの低減や重大な健康問題... もっと見る

　

　

出版社 出版年月 電子版価格 ページ数 図表数 言語
MarketsandMarkets
マーケッツアンドマーケッツ 		2022年9月2日 US$7,150
シングルユーザライセンス
ライセンス・価格情報
注文方法はこちら 		348 497 英語

日本語のページは自動翻訳を利用し作成しています。


　

サマリー

ヘルスケアおよびライフサイエンスにおけるNLPの市場規模は、2022年の22億米ドルから2027年には72億米ドルへと、予測期間中に年平均成長率（CAGR）27.1％で成長すると予測されます。リスクの低減や重大な健康問題の改善を目的とした予測分析技術の需要の高まりや、EHRデータの使い勝手の改善ニーズなどのさまざまな要因が、ヘルスケアおよびライフサイエンス市場におけるNLPソリューションの採用を促進すると予想されます。
ヘルスケアにおけるNLPソリューションは、ケアユーザーとヘルスケア関連ITツールとの効果的なインタラクションに貢献します。さらに、さまざまな医療従事者が健康データを取得し、防御的な意思決定を行うことを容易にします。NLPは、医療の質を測定し、それに基づいて開発する効率的な方法を提供するため、医療機関のケアの質への貢献は、もう一つの重要な利点である。ヘルスケアおよびライフサイエンス業界におけるNLPの成長の主な要因は、ヘルスケアデータの膨大な量と、モバイルアプリやLoTデバイスの数が着実に増加していることです。
また、コグニティブ・コンピューティングの出現は、精密医療アプリケーションのためのヘルスケアおよびライフサイエンス市場におけるNLPの需要を押し上げる要因となっています。さらに、これはヘルスケアおよびライフサイエンス産業全体におけるNLPの潜在的な展望を開くと予想されます。しかしながら、ヘルスケアおよびライフサイエンス分野におけるNLP市場の全体的な拡大は、特にCOVID-19の期間中、規制遵守、プライバシー問題、データセキュリティに関する懸念の高まりによって制約を受けることになります。臨床記録を一括して処理できる利点から、臨床NLPは大きな可能性を秘めています。しかし、学術関係者のデータアクセス規制が厳しいため、この可能性はほとんど実現されていません。また、データ・プライバシーが、Alphaの採用を阻む大きな要因となっています。
予測期間中、最大の市場規模を記録するソリューションセグメント
ヘルスケアとライフサイエンスにおけるNLP市場は、コンポーネントに基づいてソリューションとサービスに区分される。ソリューションセグメントの市場規模は、予測期間中に最も大きくなると推定される。これらのソリューションはさらに、臨床変動管理、集団健康管理、不正対策管理、およびリスク＆コンプライアンス管理、請求管理、患者ケア＆安全ソフトウェアを含むその他のソリューションに二分することができます。
NLPソリューションは、ヘルスケア企業が隠れた洞察やつながりを見つけ出し、イノベーションを促進し、患者の転帰を改善し、効率を高め、コストを削減することを可能にします。NLPソリューションのプロバイダーは、市場範囲の拡大や新規市場でのプレゼンス拡大を目指し、しのぎを削っています。
予測期間中、センチメント分析アプリケーションが最大の市場規模を占める見込み
ヘルスケアとライフサイエンスにおけるNLP市場は、アプリケーションに基づいて、センチメント分析、創薬、臨床試験マッチング、ディクテーション＆EMRインプリケーション、自動登録レポート、AIチャットボット＆仮想書記、レビュー管理、質問応答、スペル修正、メールフィルタリングなどの他のアプリケーションに区分されます。2022年のヘルスケア・ライフサイエンス分野のNLP市場をリードするのは、センチメント分析セグメントである。センチメント分析とは、複数の投稿の間や、感情が必ずしも明確に表現されていない同じ投稿の中の感情を特定することを意味します。企業はNLPアプリケーションを使用してオンライン上の意見や感情を特定し、顧客が自社の製品やサービス、評判の全体的な指標についてどう考えているかを把握するのに役立てます。
アジア太平洋地域は予測期間中、最も高いCAGRを維持する
アジア太平洋地域のヘルスケアおよびライフサイエンスにおけるNLP市場は、同地域における工業化の進展により、予測期間中に最も高いCAGRで成長すると予想されます。また、この市場は、ヘルスケアとライフサイエンスにおけるNLPソリューションの大幅な採用を占めると予想されます。中国、日本、インドなどの国々は、情報集約的なAI技術を活用しており、ヘルスケアにおけるNLPソリューションの導入は、この地域の重要なニーズとなっています。IBM、Google、AWSは、この地域の市場で事業を展開しているベンダーであり、その他にもいくつかの重要なNLPソリューションプロバイダーが存在します。リスクを低減し、重大な健康問題を改善する必要性は、アジア太平洋地域のヘルスケアとライフサイエンスにおけるNLP市場の成長に貢献すると予想されます。
プライマリーの内訳
ヘルスケアおよびライフサイエンス分野のNLP市場で事業を展開する様々な主要組織の最高経営責任者（CEO）、イノベーションおよびテクノロジーディレクター、システムインテグレーター、経営幹部に対して詳細なインタビューを実施しました。
企業別ティアI：35％、ティアII：45％、ティアIII：20
役職別C-レベルエグゼクティブ役職別：C-Level Executive 35％、D-Level Executive 25％、Managers 40
地域別APAC: 25%, ヨーロッパ: 30%, 北米: 30%, MEA: 10%, ラテンアメリカ: 5
本レポートでは、最前線で働く人々のトレーニングを提供する主要企業の調査も行っています。ヘルスケアとライフサイエンスにおけるNLP市場の主要ベンダーのプロフィールを掲載しています。ヘルスケアとライフサイエンスにおけるNLP市場の主要なプレーヤーは、IBM（米国）、Microsoft（米国）、Google（米国）、AWS（米国）、IQVIA（米国）、Oracle（米国）、Inovalon（米国）、ドルビー（米国）、Averbis（ドイツ）、SAS Institute（米国）です。Press Ganey（米）、Ellipsis Health（米）、Health Fidelity（米）、Centene（米）、Caption Health（米）、Clinithink（米）、HPE（米）、Oncora Medical（米）、Flatiron Health（米）、Apixio（米）、Forsee Medical（米）、Gnani.ai（インド）、Notable（米）、Notable（米）、Notable（米）、Notable（米）、Notable（米）、Notable（米）、Gnani.ai（インド）、Notable（米国）、Biofourmis（米国）、Suki（米国）、Wave Health Technologies（米国）、Corti（デンマーク）、CloudMedx（米国）、MedlnReal（米国）、Emtelligent（米国）です。
調査対象範囲
本調査は、ヘルスケアとライフサイエンスにおけるNLP市場をセグメント別にカバーしています。コンポーネント、マッピングタイプ、アプリケーション、垂直方向、地域など、さまざまなセグメントにおける市場規模や成長性を推定することを目的としています。また、市場の主要企業の詳細な競合分析、企業プロファイル、製品および事業の提供に関する主要な見解、最近の開発、主要な市場戦略も掲載しています。
本レポートを購入する主な利点
本レポートは、同市場における市場リーダー/新規参入者に、ヘルスケアおよびライフサイエンスにおけるNLP市場全体とそのサブセグメントに関する収益数の最も近い概算に関する情報を提供するものと思われます。このレポートは、利害関係者が競争環境を理解し、自社のビジネスの位置付けや適切な市場参入戦略を計画するためのより良い洞察を得るのに役立つものと思われます。また、利害関係者が市場の脈動を理解するのに役立ち、主要な市場促進要因、阻害要因、課題、機会に関する情報を提供します。

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目次

1 INTRODUCTION 36
1.1 STUDY OBJECTIVES 36
1.2 MARKET DEFINITION 36
1.2.1 INCLUSIONS AND EXCLUSIONS 37
1.3 MARKET SCOPE 38
1.3.1 MARKET SEGMENTATION 38
1.3.2 YEARS CONSIDERED 39
1.4 CURRENCY CONSIDERED 39
TABLE 1 UNITED STATES DOLLAR EXCHANGE RATE, 2019–2021 39
1.5 STAKEHOLDERS 40
1.6 SUMMARY OF CHANGES 40
2 RESEARCH METHODOLOGY 41
2.1 RESEARCH DATA 41
FIGURE 1 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: RESEARCH DESIGN 41
2.1.1 SECONDARY DATA 42
2.1.2 PRIMARY DATA 42
TABLE 2 PRIMARY INTERVIEWS 42
2.1.2.1 Breakup of primary profiles 43
2.1.2.2 Key industry insights 43
2.2 MARKET BREAKUP AND DATA TRIANGULATION 44
FIGURE 2 DATA TRIANGULATION 44
2.3 MARKET SIZE ESTIMATION 45
FIGURE 3 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES 45
2.3.1 TOP-DOWN APPROACH 45
2.3.2 BOTTOM-UP APPROACH 46
FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 1 (SUPPLY-SIDE): REVENUE FROM SOLUTIONS/SERVICES OF NLP IN HEALTHCARE AND LIFE SCIENCES MARKET 46
FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 2, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM SOLUTIONS/SERVICES OF NLP IN HEALTHCARE AND LIFE SCIENCES MARKET 47
FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 3, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM SOLUTIONS/SERVICES OF NLP IN HEALTHCARE AND LIFE SCIENCES MARKET 48
FIGURE 7 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 4, BOTTOM-UP (DEMAND-SIDE): COMPONENT LEVEL SHARE THROUGH OVERALL NLP IN HEALTHCARE AND LIFE SCIENCES SPENDING 49
 
2.4 MARKET FORECAST 50
TABLE 3 FACTOR ANALYSIS 50
2.5 COMPANY EVALUATION MATRIX METHODOLOGY 51
FIGURE 8 COMPANY EVALUATION MATRIX: CRITERIA WEIGHTAGE 51
2.6 STARTUP/SME EVALUATION MATRIX METHODOLOGY 52
FIGURE 9 STARTUP/SME EVALUATION MATRIX: CRITERIA WEIGHTAGE 52
2.7 ASSUMPTIONS 53
2.8 LIMITATIONS 54
3 EXECUTIVE SUMMARY 55
TABLE 4 GLOBAL NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE AND GROWTH RATE, 2017–2021 (USD MILLION, Y-O-Y %) 57
TABLE 5 GLOBAL NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE AND GROWTH RATE, 2022–2027 (USD MILLION, Y-O-Y %) 57
FIGURE 10 SOLUTIONS SEGMENT TO DOMINATE NLP IN HEALTHCARE AND LIFE SCIENCES MARKET IN 2022 57
FIGURE 11 PROFESSIONAL SERVICES TO HOLD LARGER MARKET SHARE OF NLP IN HEALTHCARE AND LIFE SCIENCES MARKET IN 2022 58
FIGURE 12 SYSTEM INTEGRATION & IMPLEMENTATION SEGMENT TO LEAD NLP IN HEALTHCARE AND LIFE SCIENCES MARKET IN 2022 58
FIGURE 13 STATISTICAL SEGMENT TO HOLD LARGEST MARKET SHARE IN NLP IN HEALTHCARE AND LIFE SCIENCES MARKET IN 2022 58
FIGURE 14 CLINICAL TRAIL MATCHING SEGMENT TO BE LARGEST APPLICATION SEGMENT IN NLP IN HEALTHCARE AND LIFE SCIENCES MARKET IN 2022 59
FIGURE 15 TEXT CATEGORIZATION & SUMMARIZATION SEGMENT TO BE LARGEST SEGMENT IN NLP IN HEALTHCARE AND LIFE SCIENCES MARKET IN 2022 59
FIGURE 16 CLINICAL VARIATION MANAGEMENT SEGMENT TO ACCOUNT FOR LARGEST MARKET SHARE IN 2022 59
FIGURE 17 CLOUD SEGMENT TO HOLD LARGEST MARKET SHARE IN 2022 60
FIGURE 18 LARGE ENTERPRISES TO DOMINATE NLP IN HEALTHCARE AND LIFE SCIENCES MARKET IN 2022 60
FIGURE 19 PHARMACEUTICALS SEGMENT TO GROW AT HIGHEST CAGR IN 2022 60
FIGURE 20 NORTH AMERICA TO HOLD LARGEST MARKET SHARE AND ASIA PACIFIC TO GROW AT HIGHEST CAGR 61
4 PREMIUM INSIGHTS 62
4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN NLP IN HEALTHCARE AND LIFE SCIENCES MARKET 62
FIGURE 21 GROWING DEMAND TO IMPROVE ELECTRONIC HEALTH DATA USABILITY AND SIGNIFICANT HEALTH CONCERNS 62
4.2 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: TOP THREE APPLICATIONS 63
FIGURE 22 AI CHATBOTS & VIRTUAL SCRIBE SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 63
4.3 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT AND TOP THREE END USERS 63
FIGURE 23 SOLUTIONS SEGMENT AND PUBLIC HEALTH & GOVERNMENT AGENCIES TO HOLD LARGEST MARKET SHARES IN NORTH AMERICA 2022 63
4.4 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: BY REGION 64
FIGURE 24 NORTH AMERICA TO HOLD LARGEST MARKET SHARE IN 2022 64
5 MARKET OVERVIEW AND INDUSTRY TRENDS 65
5.1 INTRODUCTION 65
5.2 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: EVOLUTION 65
FIGURE 25 EVOLUTION OF THE NLP IN HEALTHCARE AND LIFE SCIENCES MARKET 65
5.3 NLP IN HEALTHCARE AND LIFE SCIENCES: ARCHITECTURE 66
FIGURE 26 FUNCTIONAL ELEMENTS OF NLP IN HEALTHCARE AND LIFE SCIENCES SOLUTIONS 66
5.4 MARKET DYNAMICS 67
FIGURE 27 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET 67
5.4.1 DRIVERS 67
5.4.1.1 Rising urge for predictive analytics to improve significant health concerns 67
5.4.1.2 Growing demand to improve EHR data usability 68
5.4.1.3 Growing need to analyze and extract insights from narrative text 68
5.4.2 RESTRAINTS 69
5.4.2.1 Specific medical sub-languages and poor input data quality 69
5.4.2.2 Inadequacy in advancements of NLP technology 69
5.4.3 OPPORTUNITIES 70
5.4.3.1 Assembling NLP systems to boost phenotyping capabilities 70
5.4.3.2 Rising demand for NLP systems to understand context of medical records 70
5.4.3.3 Emergence of cognitive computing for medicine applications 70
5.4.4 CHALLENGES 71
5.4.4.1 Growing regulatory compliance and privacy concerns over data security 71
5.4.4.2 Interoperability and reliability issues while deploying NLP algorithms 71
5.4.5 CUMULATIVE GROWTH ANALYSIS 72
TABLE 6 IMPACT OF MARKET DYNAMICS 72
5.5 NLP IN HEALTHCARE AND LIFE SCIENCES: ECOSYSTEM 72
FIGURE 28 ECOSYSTEM OF NLP IN HEALTHCARE AND LIFE SCIENCES MARKET 72
5.6 CASE STUDY ANALYSIS 73
5.6.1 CASE STUDY 1: CSL BEHRING USES NLP TO IMPROVE MEDDRA CODING AND ENHANCE QUALITY 73
5.6.2 CASE STUDY 2: SUPPORTING VALUE-BASED CARE AT ATRIUS HEALTH 74
5.6.3 CASE STUDY 3: HUMANA REDUCED COSTLY PRE-SERVICE CALLS AND IMPROVED PROVIDER EXPERIENCE WITH WATSON 74
5.6.4 CASE STUDY 4: BIOPHARMACEUTICAL COMPANY GAINS A COMPREHENSIVE COMPETITIVE ANALYSIS FOR THEIR ONCOLOGY PRODUCTS 75
5.6.5 CASE STUDY 5: PHILIPS USES AI AND ML TO IMPROVE MEDICAL IMAGING DIAGNOSTICS FOR PHILIPS HEALTHSUITE BUILT ON AWS 76
5.6.6 CASE STUDY 6: ATHENA BREAST HEALTH NETWORK IMPROVES WOMEN'S HEALTHCARE BY GIVING PATIENTS ACCESS TO THEIR RECORDS 76
5.6.7 CASE STUDY 7: HEALTHPLIX EMPOWERS DOCTORS IN INDIA WITH AN AI-POWERED ELECTRONIC MEDICAL RECORDS PLATFORM ON AWS 77
5.6.8 CASE STUDY 8: STRENGTHENING THE FIGHT AGAINST ANTIMICROBIAL RESISTANCE VIA DATA VISUALIZATION 78
5.6.9 CASE STUDY 9: SECURELY ENABLING AGILE WORLD-CLASS MEDICAL AND PATIENT CARE WHILE BOOSTING SUSTAINABILITY 79
5.6.10 CASE STUDY 10: SEE-MODE IMPROVES STROKE DETECTION AND PREVENTION WITH ML ON AWS 79
5.6.11 CASE STUDY 11: CDPHP MODERNIZES INFRASTRUCTURE AND IMPROVES ABILITY TO EXTRACT VALUABLE MEDICAL DATA ON AWS 80
5.7 SUPPLY CHAIN ANALYSIS 81
FIGURE 29 SUPPLY CHAIN ANALYSIS 81
TABLE 7 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: SUPPLY CHAIN 82
5.8 TRENDS/DISRUPTIONS IMPACTING BUYERS/CLIENTS OF NLP IN HEALTHCARE AND LIFE SCIENCES MARKET 83
FIGURE 30 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: TRENDS/DISRUPTIONS IMPACTING BUYERS/CLIENTS 83
5.9 TECHNOLOGY ANALYSIS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET 83
5.9.1 HEALTHCARE TRACKERS, WEARABLES, AND SENSORS 83
5.9.2 VIRTUAL REALITY 84
5.9.3 AUGMENTED REALITY 84
5.9.4 3D PRINTING 84
5.9.5 ROBOTICS 85
5.9.6 NANOTECHNOLOGY 85
5.9.7 BIG DATA 85
5.9.8 BLOCKCHAIN 85
5.9.9 IOT 86
5.10 KEY CONFERENCES & EVENTS IN 2022-2023 86
TABLE 8 NLP IN HEALTHCARE MARKET: DETAILED LIST OF CONFERENCES & EVENTS 86
5.11 PATENT ANALYSIS 87
5.11.1 METHODOLOGY 87
5.11.2 DOCUMENT TYPE 87
TABLE 9 PATENTS FILED, 2018–2021 87
5.11.3 INNOVATION AND PATENT APPLICATIONS 87
FIGURE 31 NUMBER OF PATENTS GRANTED, 2018–2021 87
5.11.4 TOP APPLICANTS 88
FIGURE 32 TOP 10 PATENT APPLICANTS, 2019–2022 88
5.12 PORTER’S FIVE FORCES ANALYSIS 89
TABLE 10 IMPACT OF EACH FORCE ON NLP IN HEALTHCARE AND LIFE SCIENCES MARKET 89
FIGURE 33 PORTER’S FIVE FORCES ANALYSIS 90
5.12.1 THREAT OF NEW ENTRANTS 90
5.12.2 THREAT OF SUBSTITUTES 91
5.12.3 BARGAINING POWER OF SUPPLIERS 91
5.12.4 BARGAINING POWER OF BUYERS 91
5.12.5 INTENSITY OF COMPETITIVE RIVALRY 92
5.13 PRICING ANALYSIS 92
TABLE 11 AVERAGE SELLING PRICE RANGE OF SUBSCRIPTION-BASED/PAY-AS-YOU-GO NLP IN HEALTHCARE AND LIFE SCIENCES 93
5.13.1 BUYING CRITERIA 93
FIGURE 34 KEY BUYING CRITERIA FOR TOP THREE APPLICATION 93
TABLE 12 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS 94
5.14 KEY STAKEHOLDERS & BUYING CRITERIA 94
5.14.1 KEY STAKEHOLDERS IN BUYING PROCESS 94
FIGURE 35 INFLUENCE OF STAKEHOLDERS IN BUYING PROCESS FOR TOP THREE APPLICATION 94
TABLE 13 INFLUENCE OF STAKEHOLDERS IN BUYING PROCESS FOR TOP THREE APPLICATIONS (%) 94
5.15 REGULATORY IMPLICATIONS 95
5.15.1 GENERAL DATA PROTECTION REGULATION 95
5.15.2 HEALTH INSURANCE PORTABILITY AND ACCOUNTABILITY ACT 95
5.15.3 HEALTH LEVEL SEVEN 95
5.15.4 HEALTH INSURANCE PORTABILITY AND ACCOUNTABILITY ACT OF 1996 95
5.15.5 CEN ISO/IEEE 11073 96
5.15.6 HIPAA SECURITY RULE 96
5.15.7 HIPAA PRIVACY RULE 96
5.16 TARIFF AND REGULATORY LANDSCAPE 97
5.16.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 97
TABLE 14 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 97
TABLE 15 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 98
TABLE 16 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 98
TABLE 17 MIDDLE EAST & AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 99
TABLE 18 LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 99
6 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT 100
6.1 INTRODUCTION 101
6.1.1 COMPONENTS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET DRIVERS 101
FIGURE 36 SERVICES SEGMENT TO REGISTER HIGHER CAGR DURING FORECAST PERIOD 101
TABLE 19 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION) 102
TABLE 20 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 102
6.2 SOLUTIONS 102
TABLE 21 SOLUTIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 102
TABLE 22 SOLUTIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 103
FIGURE 37 COUNTER FRAUD MANAGEMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD 103
TABLE 23 NLP IN HEALTHCARE AND LIFE SCIENCES SOLUTIONS MARKET, BY TYPE, 2017–2021 (USD MILLION) 103
TABLE 24 NLP IN HEALTHCARE AND LIFE SCIENCES SOLUTIONS MARKET, BY TYPE, 2022–2027 (USD MILLION) 104
6.2.1 CLINICAL VARIATION MANAGEMENT 104
6.2.1.1 Clinical variation management to boost medical research in coming years 104
TABLE 25 CLINICAL VARIATION MANAGEMENT: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 104
TABLE 26 CLINICAL VARIATION MANAGEMENT: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 105
6.2.2 POPULATION HEALTH MANAGEMENT 105
6.2.2.1 Need to analyze unstructured data to derive insights on non-healthcare factors 105
TABLE 27 POPULATION HEALTH MANAGEMENT: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 105
TABLE 28 POPULATION HEALTH MANAGEMENT: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 106
6.2.3 COUNTER FRAUD MANAGEMENT 106
6.2.3.1 Increasing instances of fraud in healthcare sector due to complex and bureaucratic processes 106
TABLE 29 COUNTER FRAUD MANAGEMENT: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 106
TABLE 30 COUNTER FRAUD MANAGEMENT: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 107
6.2.4 OTHER SOLUTIONS 107
TABLE 31 OTHER SOLUTIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 107
TABLE 32 OTHER SOLUTIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 108
6.3 SERVICES 108
FIGURE 38 MANAGED SERVICES TO GROW AT HIGHER CAGR DURING FORECAST PERIOD 108
TABLE 33 SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY TYPE, 2017–2021 (USD MILLION) 109
TABLE 34 SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY TYPE, 2022–2027 (USD MILLION) 109
TABLE 35 SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 109
TABLE 36 SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 110
6.3.1 PROFESSIONAL SERVICES 110
6.3.1.1 Need to understand unstructured data to enhance enterprise insight discovery and analytics 110
FIGURE 39 TRAINING & CONSULTING SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 110
TABLE 37 PROFESSIONAL SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY TYPE, 2017–2021 (USD MILLION) 111
TABLE 38 PROFESSIONAL SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY TYPE, 2022–2027 (USD MILLION) 111
TABLE 39 PROFESSIONAL SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 111
TABLE 40 PROFESSIONAL SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 112
6.3.1.2 Training & consulting 112
TABLE 41 TRAINING & CONSULTING: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 112
TABLE 42 TRAINING & CONSULTING: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 113
6.3.1.3 System integration & implementation 113
TABLE 43 SYSTEM INTEGRATION & IMPLEMENTATION: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 113
TABLE 44 SYSTEM INTEGRATION & IMPLEMENTATION: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 114
6.3.1.4 Support & maintenance 114
TABLE 45 SUPPORT & MAINTENANCE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 114
TABLE 46 SUPPORT & MAINTENANCE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 115
6.3.2 MANAGED SERVICES 115
6.3.2.1 Customization needs due to ongoing demands and alterations 115
TABLE 47 MANAGED SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 115
TABLE 48 MANAGED SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 116
7 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE 117
7.1 INTRODUCTION 118
7.1.1 NLP TYPES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET DRIVERS 118
FIGURE 40 STATISTICAL SEGMENT TO WITNESS HIGHEST GROWTH RATE DURING FORECAST PERIOD 118
TABLE 49 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2017–2021 (USD MILLION) 119
TABLE 50 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2022–2027 (USD MILLION) 119
7.2 RULE-BASED 119
7.2.1 HIGH ACCURACY PROVIDED BY RULE-BASED NLP MODELS TO GAIN POPULARITY IN COMING YEARS 119
TABLE 51 RULE-BASED: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 120
TABLE 52 RULE-BASED: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 120
7.3 STATISTICAL 120
7.3.1 ADOPTION OF STATISTICAL NLP FOR SENTIMENT ANALYSIS AND INFORMATION EXTRACTION 120
TABLE 53 STATISTICAL: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 121
TABLE 54 STATISTICAL: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 121
7.4 HYBRID 121
7.4.1 HYBRID MODELS OFFER HIGH ACCURACY, BETTER SPEED, ROBUSTNESS, AND RELIABILITY 121
TABLE 55 HYBRID: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 122
TABLE 56 HYBRID: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 122
8 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION 123
8.1 INTRODUCTION 124
8.1.1 APPLICATIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET DRIVERS 124
FIGURE 41 AI CHATBOTS & VIRTUAL SCRIBE SEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD 125
TABLE 57 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2017–2021 (USD MILLION) 125
TABLE 58 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 126
8.2 CLINICAL DECISION SUPPORT 126
TABLE 59 CLINICAL DECISION SUPPORT: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 126
TABLE 60 CLINICAL DECISION SUPPORT: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 127
8.3 DRUG DISCOVERY 127
TABLE 61 DRUG DISCOVERY: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 127
TABLE 62 DRUG DISCOVERY: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 128
8.4 CLINICAL TRIAL MATCHING 128
TABLE 63 CLINICAL TRIAL MATCHING: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 128
TABLE 64 CLINICAL TRIAL MATCHING: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 129
8.5 DICTATION & EMR IMPLICATIONS 129
TABLE 65 DICTATION & EMR IMPLICATIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 129
TABLE 66 DICTATION & EMR IMPLICATIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 130
 
8.6 AUTOMATED REGISTRY REPORTING 130
TABLE 67 AUTOMATED REGISTRY REPORTING: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 130
TABLE 68 AUTOMATED REGISTRY REPORTING: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2022–2027 (USD MILLION) 131
8.7 AI CHATBOTS & VIRTUAL SCRIBES 131
TABLE 69 AI CHATBOTS & VIRTUAL SCRIBE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 131
TABLE 70 AI CHATBOTS & VIRTUAL SCRIBE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 132
8.8 OTHER APPLICATIONS 132
TABLE 71 OTHER APPLICATIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 133
TABLE 72 OTHER APPLICATIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 133
9 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE 134
9.1 INTRODUCTION 135
9.1.1 DEPLOYMENT MODES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET DRIVERS 135
FIGURE 42 CLOUD SEGMENT TO WITNESS HIGHER CAGR DURING FORECAST PERIOD 135
TABLE 73 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET BY DEPLOYMENT MODE, 2017–2021 (USD MILLION) 136
TABLE 74 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 136
9.2 ON-PREMISES 136
TABLE 75 ON-PREMISES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 137
TABLE 76 ON-PREMISES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 137
9.3 CLOUD 138
TABLE 77 CLOUD: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 138
TABLE 78 CLOUD: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 138
10 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE 139
10.1 INTRODUCTION 140
10.1.1 ORGANIZATION SIZE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET DRIVERS 140
FIGURE 43 SMALL AND MEDIUM-SIZED ENTERPRISES SEGMENT TO REGISTER HIGHER CAGR DURING FORECAST PERIOD 140
TABLE 79 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION) 141
TABLE 80 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 141
 
10.2 LARGE ENTERPRISES 141
10.2.1 INTEGRATING DISPARATE DATA INTO MEANINGFUL SOURCES FOR AI ALGORITHMS 141
TABLE 81 LARGE ENTERPRISES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 142
TABLE 82 LARGE ENTERPRISES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 142
10.3 SMALL AND MEDIUM-SIZED ENTERPRISES 142
10.3.1 SMALL AND MEDIUM-SIZED ENTERPRISES ARE AT AN EARLY STAGE OF NLP ADOPTION ACROSS HEALTHCARE FIRMS 142
TABLE 83 SMALL AND MEDIUM-SIZED ENTERPRISES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 143
TABLE 84 SMALL AND MEDIUM-SIZED ENTERPRISES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 143
11 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TECHNIQUE 144
11.1 INTRODUCTION 145
11.1.1 NLP TECHNIQUES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET DRIVERS 145
FIGURE 44 SENTIMENT ANALYSIS SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 145
TABLE 85 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET BY NLP TECHNIQUE, 2017–2021 (USD MILLION) 146
TABLE 86 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TECHNIQUE, 2022–2027 (USD MILLION) 146
11.2 OPTICAL CHARACTER RECOGNITION 147
TABLE 87 OCR: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET BY REGION, 2017–2021 (USD MILLION) 147
TABLE 88 OCR: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET BY REGION, 2022–2027 (USD MILLION) 147
11.3 INTERACTIVE VOICE RESPONSE 148
TABLE 89 IVR: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET BY REGION, 2017–2021 (USD MILLION) 148
TABLE 90 IVR: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2022–2027 (USD MILLION) 148
11.4 SENTIMENT ANALYSIS 149
TABLE 91 SENTIMENT ANALYSIS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 149
TABLE 92 SENTIMENT ANALYSIS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2022–2027 (USD MILLION) 149
11.5 TEXT & SPEECH ANALYTICS 150
TABLE 93 TEXT & SPEECH ANALYTICS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 151
TABLE 94 TEXT & SPEECH ANALYTICS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 151
11.6 IMAGE & PATTERN RECOGNITION 151
TABLE 95 IMAGE & PATTERN RECOGNITION: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 152
TABLE 96 IMAGE & PATTERN RECOGNITION: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 152
11.7 TEXT SUMMARIZATION & CATEGORIZATION 153
TABLE 97 TEXT SUMMARIZATION & CATEGORIZATION: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 153
TABLE 98 TEXT SUMMARIZATION & CATEGORIZATION: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 153
11.8 OTHER NLP TECHNIQUES 154
TABLE 99 OTHER NLP TECHNIQUES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 155
TABLE 100 OTHER NLP TECHNIQUES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 155
12 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER 156
12.1 INTRODUCTION 157
12.1.1 END USERS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET DRIVERS 157
FIGURE 45 PHARMACEUTICALS TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD 157
TABLE 101 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET BY END USERS, 2017–2021 (USD MILLION) 158
TABLE 102 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET BY END USERS, 2022–2027 (USD MILLION) 158
12.2 PUBLIC HEALTH & GOVERNMENT AGENCIES 159
TABLE 103 PUBLIC HEALTH & GOVERNMENT AGENCIES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET BY REGION, 2017–2021 (USD MILLION) 159
TABLE 104 PUBLIC HEALTH & GOVERNMENT AGENCIES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2022–2027 (USD MILLION) 159
12.3 MEDICAL DEVICES 160
TABLE 105 MEDICAL DEVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2017–2021 (USD MILLION) 160
TABLE 106 MEDICAL DEVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2022–2027 (USD MILLION) 160
12.4 HEALTHCARE INSURANCE 161
TABLE 107 HEALTHCARE INSURANCE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2017–2021 (USD MILLION) 161
TABLE 108 HEALTHCARE INSURANCE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2022–2027 (USD MILLION) 162
12.5 PHARMACEUTICALS 162
TABLE 109 PHARMACEUTICALS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2017–2021 (USD MILLION) 163
TABLE 110 PHARMACEUTICALS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2022–2027 (USD MILLION) 163
12.6 OTHER END USERS 163
TABLE 111 OTHER END USERS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 164
TABLE 112 OTHER END USERS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2022–2027 (USD MILLION) 164
13 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION 165
13.1 INTRODUCTION 166
13.1.1 REGIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET DRIVERS 166
FIGURE 46 ASIA PACIFIC TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 167
FIGURE 47 INDIA TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 167
TABLE 113 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 168
TABLE 114 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 168
13.2 NORTH AMERICA 169
13.2.1 NORTH AMERICA: REGULATIONS 169
13.2.1.1 Gramm–Leach–Bliley Act 169
13.2.1.2 Federal Information Security Management Act 169
13.2.1.3 Health Insurance Portability and Accountability Act of 1996 170
13.2.1.4 Health Level Seven (HL7) 170
13.2.1.5 Occupational Safety and Health Administration (OSHA) 170
13.2.1.6 California Consumer Privacy Act (CSPA) 170
FIGURE 48 NORTH AMERICA: MARKET SNAPSHOT 171
TABLE 115 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION) 171
TABLE 116 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 172
TABLE 117 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2017–2021 (USD MILLION) 172
TABLE 118 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2022–2027 (USD MILLION) 172
TABLE 119 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2017–2021 (USD MILLION) 173
TABLE 120 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2022–2027 (USD MILLION) 173
TABLE 121 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2017–2021 (USD MILLION) 173
TABLE 122 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2022–2027 (USD MILLION) 173
TABLE 123 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION) 174
TABLE 124 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 174
TABLE 125 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION) 174
TABLE 126 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 174
TABLE 127 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2017–2021 (USD MILLION) 175
TABLE 128 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2022–2027 (USD MILLION) 175
TABLE 129 NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2017–2021 (USD MILLION) 175
TABLE 130 NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2022–2027 (USD MILLION) 176
TABLE 131 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2017–2021 (USD MILLION) 176
TABLE 132 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 177
TABLE 133 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2017–2021 (USD MILLION) 177
TABLE 134 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2022–2027 (USD MILLION) 177
TABLE 135 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COUNTRY, 2017–2021 (USD MILLION) 178
TABLE 136 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 178
13.2.2 US 178
13.2.2.1 Rapid adoption and use of innovative NLP solutions 178
TABLE 137 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION) 179
TABLE 138 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 179
TABLE 139 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2017–2021 (USD MILLION) 179
TABLE 140 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2022–2027 (USD MILLION) 179
TABLE 141 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2017–2021 (USD MILLION) 180
TABLE 142 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2022–2027 (USD MILLION) 180
TABLE 143 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2017–2021 (USD MILLION) 180
TABLE 144 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2022–2027 (USD MILLION) 180
TABLE 145 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION) 181
TABLE 146 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 181
TABLE 147 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION) 181
TABLE 148 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 181
TABLE 149 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2017–2021 (USD MILLION) 182
TABLE 150 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2022–2027 (USD MILLION) 182
TABLE 151 US: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2017–2021 (USD MILLION) 182
TABLE 152 US: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2022–2027 (USD MILLION) 183
TABLE 153 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2017–2021 (USD MILLION) 183
TABLE 154 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 184
TABLE 155 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2017–2021 (USD MILLION) 184
TABLE 156 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2022–2027 (USD MILLION) 184
13.2.3 CANADA 185
13.2.3.1 Favorable startup ecosystem to implement AI technologies 185
TABLE 157 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION) 185
TABLE 158 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 185
TABLE 159 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2017–2021 (USD MILLION) 186
TABLE 160 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2022–2027 (USD MILLION) 186
TABLE 161 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2017–2021 (USD MILLION) 186
TABLE 162 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2022–2027 (USD MILLION) 186
TABLE 163 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2017–2021 (USD MILLION) 187
TABLE 164 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2022–2027 (USD MILLION) 187
TABLE 165 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION) 187
TABLE 166 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 187
TABLE 167 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION) 188
TABLE 168 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 188
TABLE 169 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2017–2021 (USD MILLION) 188
TABLE 170 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2022–2027 (USD MILLION) 188
TABLE 171 CANADA: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2017–2021 (USD MILLION) 189
TABLE 172 CANADA: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2022–2027 (USD MILLION) 189
TABLE 173 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2017–2021 (USD MILLION) 190
TABLE 174 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 190
TABLE 175 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2017–2021 (USD MILLION) 190
TABLE 176 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2022–2027 (USD MILLION) 191

　

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Summary

The NLP in healthcare and life sciences market size to grow from USD 2.2 billion in 2022 to USD 7.2 billion by 2027, at a Compound Annual Growth Rate (CAGR) of 27.1% during the forecast period. Various factors such as increasing demand of predictive analytics technology to reduce risks and improve significant health concerns, and need for improving EHR data usability are expected to drive the adoption of NLP solutions in healthcare and life sciences market.
NLP solutions in healthcare contribute to effective interactions between care users and healthcare-related IT tools. Additionally, this makes it simple for various healthcare professionals to obtain health data and make defensible decisions. The contribution that NLP makes to the quality of care for healthcare organisations is another crucial advantage because these solutions provide efficient ways to gauge the quality of care and develop it accordingly. The primary drivers of the growth of the NLP in the healthcare and life sciences industry are the enormous expansion in healthcare data and the steadily rising number of mobile apps and loT devices.
The emergence of cognitive computing also helps boost the demand for NLP in the healthcare and life sciences market for precision medicine applications. Additionally, this is anticipated to open up potential prospects for the NLP in the healthcare and life sciences industry as a whole. The overall expansion of the NLP in the healthcare and life sciences market is nevertheless constrained by the ongoing rise in regulatory compliance, privacy issues, and data security concerns, particularly during COVID-19. Due to the benefit of processing clinical records in bulk, clinical NLP has enormous potential. Due to the stringent data access regulations for academics, this potential has, however, mostly gone unrealized. Data privacy has continued to be a significant barrier to Al adoption by organizations.
The solutions segment to register for the largest market size during the forecast period
Based on component, the NLP in healthcare and life sciences market is segmented into solutions and services. The market size of the solutions segment is estimated to be the largest during the forecast period. These solutions can be further bifurcated into clinical variation management, population health management, counter fraud management, and other solutions including risk & compliance management, claim management, and patient care & safety software.
NLP solutions enable healthcare companies to find hidden insights and connections to boost innovation, improve patient outcomes, increase efficiency, and reduce costs. NLP solution providers compete to increase their market coverage and expand their presence in newer markets.
The sentiment analysis application to account for the largest market size during the forecast period
Based on applications, the NLP in healthcare and life sciences market is segmented into sentiment analysis, drug discovery, clinical trial matching, dictation & EMR implications, automated registry reporting, AI chatbots & virtual scribe, and other applications including review management, question answering, spell correction, and email filtration. The sentiment analysis segment to lead NLP in healthcare and life sciences market in 2022. Sentiment analysis means identifying the sentiments among several posts or in the same post where emotions are not always explicitly expressed. Companies use NLP applications to identify opinions and sentiments online to help them understand what customers think about their products & services and overall indicators of their reputation.
Asia Pacific to hold highest CAGR during the forecast period
The Asia Pacific NLP in healthcare and life sciences market is expected to grow at the highest CAGR during the forecast period, due to growing industrialization in this region. This market is also expected to account for the significant adoption of NLP solutions in healthcare and life sciences. Countries such as China, Japan, and India are leveraging information-intensive AI technologies, and implementing NLP solutions in healthcare is an important need in this region. IBM, Google, and AWS are the vendors operating in the market in the region, along with several other significant NLP solution providers. The need to reduce risks and improve significant health concerns is expected to contribute to the growth of the NLP in healthcare and life sciences market in Asia Pacific.
Breakdown of primaries
In-depth interviews were conducted with Chief Executive Officers (CEOs), innovation and technology directors, system integrators, and executives from various key organizations operating in the NLP in healthcare and life sciences market.
 By Company: Tier I: 35%, Tier II: 45%, and Tier III: 20%
 By Designation: C-Level Executives: 35%, D-Level Executives: 25%, and Managers: 40%
 By Region: APAC: 25%, Europe: 30%, North America: 30%, MEA: 10%, Latin America: 5%
The report includes the study of key players offering frontline workers training. It profiles major vendors in the NLP in healthcare and life sciences market. The major players in the NLP in healthcare and life sciences market include IBM (US), Microsoft (US), Google (US), AWS (US), IQVIA (US), Oracle (US), Inovalon(US), Dolbey (US), Averbis (Germany), SAS Institute (US), Press Ganey (US), Ellipsis Health (US), Health Fidelity (US), Centene (US), Caption Health (US), Clinithink (US), HPE (US), Oncora Medical (US), Flatiron Health (US), Apixio (US), Forsee Medical (US), Gnani.ai (India), Notable (US), Biofourmis (US), Suki (US), Wave Health Technologies (US), Corti (Denmark), CloudMedx (US), MedlnReal (US), Emtelligent (US).
Research Coverage
The market study covers the NLP in healthcare and life sciences market across segments. It aims at estimating the market size and the growth potential of this market across different segments, such as components, mapping type, application, vertical, and region. It includes an in-depth competitive analysis of the key players in the market, along with their company profiles, key observations related to product and business offerings, recent developments, and key market strategies.
Key Benefits of Buying the Report
The report would provide the market leaders/new entrants in this market with information on the closest approximations of the revenue numbers for the overall NLP in healthcare and life sciences market and its subsegments. It would help stakeholders understand the competitive landscape and gain more insights better to position their business and plan suitable go-to-market strategies. It also helps stakeholders understand the pulse of the market and provides them with information on key market drivers, restraints, challenges, and opportunities.



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Table of Contents

1 INTRODUCTION 36
1.1 STUDY OBJECTIVES 36
1.2 MARKET DEFINITION 36
1.2.1 INCLUSIONS AND EXCLUSIONS 37
1.3 MARKET SCOPE 38
1.3.1 MARKET SEGMENTATION 38
1.3.2 YEARS CONSIDERED 39
1.4 CURRENCY CONSIDERED 39
TABLE 1 UNITED STATES DOLLAR EXCHANGE RATE, 2019–2021 39
1.5 STAKEHOLDERS 40
1.6 SUMMARY OF CHANGES 40
2 RESEARCH METHODOLOGY 41
2.1 RESEARCH DATA 41
FIGURE 1 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: RESEARCH DESIGN 41
2.1.1 SECONDARY DATA 42
2.1.2 PRIMARY DATA 42
TABLE 2 PRIMARY INTERVIEWS 42
2.1.2.1 Breakup of primary profiles 43
2.1.2.2 Key industry insights 43
2.2 MARKET BREAKUP AND DATA TRIANGULATION 44
FIGURE 2 DATA TRIANGULATION 44
2.3 MARKET SIZE ESTIMATION 45
FIGURE 3 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES 45
2.3.1 TOP-DOWN APPROACH 45
2.3.2 BOTTOM-UP APPROACH 46
FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 1 (SUPPLY-SIDE): REVENUE FROM SOLUTIONS/SERVICES OF NLP IN HEALTHCARE AND LIFE SCIENCES MARKET 46
FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 2, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM SOLUTIONS/SERVICES OF NLP IN HEALTHCARE AND LIFE SCIENCES MARKET 47
FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 3, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM SOLUTIONS/SERVICES OF NLP IN HEALTHCARE AND LIFE SCIENCES MARKET 48
FIGURE 7 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 4, BOTTOM-UP (DEMAND-SIDE): COMPONENT LEVEL SHARE THROUGH OVERALL NLP IN HEALTHCARE AND LIFE SCIENCES SPENDING 49
 
2.4 MARKET FORECAST 50
TABLE 3 FACTOR ANALYSIS 50
2.5 COMPANY EVALUATION MATRIX METHODOLOGY 51
FIGURE 8 COMPANY EVALUATION MATRIX: CRITERIA WEIGHTAGE 51
2.6 STARTUP/SME EVALUATION MATRIX METHODOLOGY 52
FIGURE 9 STARTUP/SME EVALUATION MATRIX: CRITERIA WEIGHTAGE 52
2.7 ASSUMPTIONS 53
2.8 LIMITATIONS 54
3 EXECUTIVE SUMMARY 55
TABLE 4 GLOBAL NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE AND GROWTH RATE, 2017–2021 (USD MILLION, Y-O-Y %) 57
TABLE 5 GLOBAL NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE AND GROWTH RATE, 2022–2027 (USD MILLION, Y-O-Y %) 57
FIGURE 10 SOLUTIONS SEGMENT TO DOMINATE NLP IN HEALTHCARE AND LIFE SCIENCES MARKET IN 2022 57
FIGURE 11 PROFESSIONAL SERVICES TO HOLD LARGER MARKET SHARE OF NLP IN HEALTHCARE AND LIFE SCIENCES MARKET IN 2022 58
FIGURE 12 SYSTEM INTEGRATION & IMPLEMENTATION SEGMENT TO LEAD NLP IN HEALTHCARE AND LIFE SCIENCES MARKET IN 2022 58
FIGURE 13 STATISTICAL SEGMENT TO HOLD LARGEST MARKET SHARE IN NLP IN HEALTHCARE AND LIFE SCIENCES MARKET IN 2022 58
FIGURE 14 CLINICAL TRAIL MATCHING SEGMENT TO BE LARGEST APPLICATION SEGMENT IN NLP IN HEALTHCARE AND LIFE SCIENCES MARKET IN 2022 59
FIGURE 15 TEXT CATEGORIZATION & SUMMARIZATION SEGMENT TO BE LARGEST SEGMENT IN NLP IN HEALTHCARE AND LIFE SCIENCES MARKET IN 2022 59
FIGURE 16 CLINICAL VARIATION MANAGEMENT SEGMENT TO ACCOUNT FOR LARGEST MARKET SHARE IN 2022 59
FIGURE 17 CLOUD SEGMENT TO HOLD LARGEST MARKET SHARE IN 2022 60
FIGURE 18 LARGE ENTERPRISES TO DOMINATE NLP IN HEALTHCARE AND LIFE SCIENCES MARKET IN 2022 60
FIGURE 19 PHARMACEUTICALS SEGMENT TO GROW AT HIGHEST CAGR IN 2022 60
FIGURE 20 NORTH AMERICA TO HOLD LARGEST MARKET SHARE AND ASIA PACIFIC TO GROW AT HIGHEST CAGR 61
4 PREMIUM INSIGHTS 62
4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN NLP IN HEALTHCARE AND LIFE SCIENCES MARKET 62
FIGURE 21 GROWING DEMAND TO IMPROVE ELECTRONIC HEALTH DATA USABILITY AND SIGNIFICANT HEALTH CONCERNS 62
4.2 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: TOP THREE APPLICATIONS 63
FIGURE 22 AI CHATBOTS & VIRTUAL SCRIBE SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 63
4.3 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT AND TOP THREE END USERS 63
FIGURE 23 SOLUTIONS SEGMENT AND PUBLIC HEALTH & GOVERNMENT AGENCIES TO HOLD LARGEST MARKET SHARES IN NORTH AMERICA 2022 63
4.4 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: BY REGION 64
FIGURE 24 NORTH AMERICA TO HOLD LARGEST MARKET SHARE IN 2022 64
5 MARKET OVERVIEW AND INDUSTRY TRENDS 65
5.1 INTRODUCTION 65
5.2 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: EVOLUTION 65
FIGURE 25 EVOLUTION OF THE NLP IN HEALTHCARE AND LIFE SCIENCES MARKET 65
5.3 NLP IN HEALTHCARE AND LIFE SCIENCES: ARCHITECTURE 66
FIGURE 26 FUNCTIONAL ELEMENTS OF NLP IN HEALTHCARE AND LIFE SCIENCES SOLUTIONS 66
5.4 MARKET DYNAMICS 67
FIGURE 27 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET 67
5.4.1 DRIVERS 67
5.4.1.1 Rising urge for predictive analytics to improve significant health concerns 67
5.4.1.2 Growing demand to improve EHR data usability 68
5.4.1.3 Growing need to analyze and extract insights from narrative text 68
5.4.2 RESTRAINTS 69
5.4.2.1 Specific medical sub-languages and poor input data quality 69
5.4.2.2 Inadequacy in advancements of NLP technology 69
5.4.3 OPPORTUNITIES 70
5.4.3.1 Assembling NLP systems to boost phenotyping capabilities 70
5.4.3.2 Rising demand for NLP systems to understand context of medical records 70
5.4.3.3 Emergence of cognitive computing for medicine applications 70
5.4.4 CHALLENGES 71
5.4.4.1 Growing regulatory compliance and privacy concerns over data security 71
5.4.4.2 Interoperability and reliability issues while deploying NLP algorithms 71
5.4.5 CUMULATIVE GROWTH ANALYSIS 72
TABLE 6 IMPACT OF MARKET DYNAMICS 72
5.5 NLP IN HEALTHCARE AND LIFE SCIENCES: ECOSYSTEM 72
FIGURE 28 ECOSYSTEM OF NLP IN HEALTHCARE AND LIFE SCIENCES MARKET 72
5.6 CASE STUDY ANALYSIS 73
5.6.1 CASE STUDY 1: CSL BEHRING USES NLP TO IMPROVE MEDDRA CODING AND ENHANCE QUALITY 73
5.6.2 CASE STUDY 2: SUPPORTING VALUE-BASED CARE AT ATRIUS HEALTH 74
5.6.3 CASE STUDY 3: HUMANA REDUCED COSTLY PRE-SERVICE CALLS AND IMPROVED PROVIDER EXPERIENCE WITH WATSON 74
5.6.4 CASE STUDY 4: BIOPHARMACEUTICAL COMPANY GAINS A COMPREHENSIVE COMPETITIVE ANALYSIS FOR THEIR ONCOLOGY PRODUCTS 75
5.6.5 CASE STUDY 5: PHILIPS USES AI AND ML TO IMPROVE MEDICAL IMAGING DIAGNOSTICS FOR PHILIPS HEALTHSUITE BUILT ON AWS 76
5.6.6 CASE STUDY 6: ATHENA BREAST HEALTH NETWORK IMPROVES WOMEN'S HEALTHCARE BY GIVING PATIENTS ACCESS TO THEIR RECORDS 76
5.6.7 CASE STUDY 7: HEALTHPLIX EMPOWERS DOCTORS IN INDIA WITH AN AI-POWERED ELECTRONIC MEDICAL RECORDS PLATFORM ON AWS 77
5.6.8 CASE STUDY 8: STRENGTHENING THE FIGHT AGAINST ANTIMICROBIAL RESISTANCE VIA DATA VISUALIZATION 78
5.6.9 CASE STUDY 9: SECURELY ENABLING AGILE WORLD-CLASS MEDICAL AND PATIENT CARE WHILE BOOSTING SUSTAINABILITY 79
5.6.10 CASE STUDY 10: SEE-MODE IMPROVES STROKE DETECTION AND PREVENTION WITH ML ON AWS 79
5.6.11 CASE STUDY 11: CDPHP MODERNIZES INFRASTRUCTURE AND IMPROVES ABILITY TO EXTRACT VALUABLE MEDICAL DATA ON AWS 80
5.7 SUPPLY CHAIN ANALYSIS 81
FIGURE 29 SUPPLY CHAIN ANALYSIS 81
TABLE 7 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: SUPPLY CHAIN 82
5.8 TRENDS/DISRUPTIONS IMPACTING BUYERS/CLIENTS OF NLP IN HEALTHCARE AND LIFE SCIENCES MARKET 83
FIGURE 30 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: TRENDS/DISRUPTIONS IMPACTING BUYERS/CLIENTS 83
5.9 TECHNOLOGY ANALYSIS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET 83
5.9.1 HEALTHCARE TRACKERS, WEARABLES, AND SENSORS 83
5.9.2 VIRTUAL REALITY 84
5.9.3 AUGMENTED REALITY 84
5.9.4 3D PRINTING 84
5.9.5 ROBOTICS 85
5.9.6 NANOTECHNOLOGY 85
5.9.7 BIG DATA 85
5.9.8 BLOCKCHAIN 85
5.9.9 IOT 86
5.10 KEY CONFERENCES & EVENTS IN 2022-2023 86
TABLE 8 NLP IN HEALTHCARE MARKET: DETAILED LIST OF CONFERENCES & EVENTS 86
5.11 PATENT ANALYSIS 87
5.11.1 METHODOLOGY 87
5.11.2 DOCUMENT TYPE 87
TABLE 9 PATENTS FILED, 2018–2021 87
5.11.3 INNOVATION AND PATENT APPLICATIONS 87
FIGURE 31 NUMBER OF PATENTS GRANTED, 2018–2021 87
5.11.4 TOP APPLICANTS 88
FIGURE 32 TOP 10 PATENT APPLICANTS, 2019–2022 88
5.12 PORTER’S FIVE FORCES ANALYSIS 89
TABLE 10 IMPACT OF EACH FORCE ON NLP IN HEALTHCARE AND LIFE SCIENCES MARKET 89
FIGURE 33 PORTER’S FIVE FORCES ANALYSIS 90
5.12.1 THREAT OF NEW ENTRANTS 90
5.12.2 THREAT OF SUBSTITUTES 91
5.12.3 BARGAINING POWER OF SUPPLIERS 91
5.12.4 BARGAINING POWER OF BUYERS 91
5.12.5 INTENSITY OF COMPETITIVE RIVALRY 92
5.13 PRICING ANALYSIS 92
TABLE 11 AVERAGE SELLING PRICE RANGE OF SUBSCRIPTION-BASED/PAY-AS-YOU-GO NLP IN HEALTHCARE AND LIFE SCIENCES 93
5.13.1 BUYING CRITERIA 93
FIGURE 34 KEY BUYING CRITERIA FOR TOP THREE APPLICATION 93
TABLE 12 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS 94
5.14 KEY STAKEHOLDERS & BUYING CRITERIA 94
5.14.1 KEY STAKEHOLDERS IN BUYING PROCESS 94
FIGURE 35 INFLUENCE OF STAKEHOLDERS IN BUYING PROCESS FOR TOP THREE APPLICATION 94
TABLE 13 INFLUENCE OF STAKEHOLDERS IN BUYING PROCESS FOR TOP THREE APPLICATIONS (%) 94
5.15 REGULATORY IMPLICATIONS 95
5.15.1 GENERAL DATA PROTECTION REGULATION 95
5.15.2 HEALTH INSURANCE PORTABILITY AND ACCOUNTABILITY ACT 95
5.15.3 HEALTH LEVEL SEVEN 95
5.15.4 HEALTH INSURANCE PORTABILITY AND ACCOUNTABILITY ACT OF 1996 95
5.15.5 CEN ISO/IEEE 11073 96
5.15.6 HIPAA SECURITY RULE 96
5.15.7 HIPAA PRIVACY RULE 96
5.16 TARIFF AND REGULATORY LANDSCAPE 97
5.16.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 97
TABLE 14 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 97
TABLE 15 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 98
TABLE 16 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 98
TABLE 17 MIDDLE EAST & AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 99
TABLE 18 LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 99
6 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT 100
6.1 INTRODUCTION 101
6.1.1 COMPONENTS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET DRIVERS 101
FIGURE 36 SERVICES SEGMENT TO REGISTER HIGHER CAGR DURING FORECAST PERIOD 101
TABLE 19 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION) 102
TABLE 20 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 102
6.2 SOLUTIONS 102
TABLE 21 SOLUTIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 102
TABLE 22 SOLUTIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 103
FIGURE 37 COUNTER FRAUD MANAGEMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD 103
TABLE 23 NLP IN HEALTHCARE AND LIFE SCIENCES SOLUTIONS MARKET, BY TYPE, 2017–2021 (USD MILLION) 103
TABLE 24 NLP IN HEALTHCARE AND LIFE SCIENCES SOLUTIONS MARKET, BY TYPE, 2022–2027 (USD MILLION) 104
6.2.1 CLINICAL VARIATION MANAGEMENT 104
6.2.1.1 Clinical variation management to boost medical research in coming years 104
TABLE 25 CLINICAL VARIATION MANAGEMENT: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 104
TABLE 26 CLINICAL VARIATION MANAGEMENT: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 105
6.2.2 POPULATION HEALTH MANAGEMENT 105
6.2.2.1 Need to analyze unstructured data to derive insights on non-healthcare factors 105
TABLE 27 POPULATION HEALTH MANAGEMENT: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 105
TABLE 28 POPULATION HEALTH MANAGEMENT: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 106
6.2.3 COUNTER FRAUD MANAGEMENT 106
6.2.3.1 Increasing instances of fraud in healthcare sector due to complex and bureaucratic processes 106
TABLE 29 COUNTER FRAUD MANAGEMENT: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 106
TABLE 30 COUNTER FRAUD MANAGEMENT: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 107
6.2.4 OTHER SOLUTIONS 107
TABLE 31 OTHER SOLUTIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 107
TABLE 32 OTHER SOLUTIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 108
6.3 SERVICES 108
FIGURE 38 MANAGED SERVICES TO GROW AT HIGHER CAGR DURING FORECAST PERIOD 108
TABLE 33 SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY TYPE, 2017–2021 (USD MILLION) 109
TABLE 34 SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY TYPE, 2022–2027 (USD MILLION) 109
TABLE 35 SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 109
TABLE 36 SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 110
6.3.1 PROFESSIONAL SERVICES 110
6.3.1.1 Need to understand unstructured data to enhance enterprise insight discovery and analytics 110
FIGURE 39 TRAINING & CONSULTING SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 110
TABLE 37 PROFESSIONAL SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY TYPE, 2017–2021 (USD MILLION) 111
TABLE 38 PROFESSIONAL SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY TYPE, 2022–2027 (USD MILLION) 111
TABLE 39 PROFESSIONAL SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 111
TABLE 40 PROFESSIONAL SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 112
6.3.1.2 Training & consulting 112
TABLE 41 TRAINING & CONSULTING: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 112
TABLE 42 TRAINING & CONSULTING: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 113
6.3.1.3 System integration & implementation 113
TABLE 43 SYSTEM INTEGRATION & IMPLEMENTATION: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 113
TABLE 44 SYSTEM INTEGRATION & IMPLEMENTATION: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 114
6.3.1.4 Support & maintenance 114
TABLE 45 SUPPORT & MAINTENANCE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 114
TABLE 46 SUPPORT & MAINTENANCE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 115
6.3.2 MANAGED SERVICES 115
6.3.2.1 Customization needs due to ongoing demands and alterations 115
TABLE 47 MANAGED SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 115
TABLE 48 MANAGED SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 116
7 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE 117
7.1 INTRODUCTION 118
7.1.1 NLP TYPES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET DRIVERS 118
FIGURE 40 STATISTICAL SEGMENT TO WITNESS HIGHEST GROWTH RATE DURING FORECAST PERIOD 118
TABLE 49 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2017–2021 (USD MILLION) 119
TABLE 50 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2022–2027 (USD MILLION) 119
7.2 RULE-BASED 119
7.2.1 HIGH ACCURACY PROVIDED BY RULE-BASED NLP MODELS TO GAIN POPULARITY IN COMING YEARS 119
TABLE 51 RULE-BASED: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 120
TABLE 52 RULE-BASED: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 120
7.3 STATISTICAL 120
7.3.1 ADOPTION OF STATISTICAL NLP FOR SENTIMENT ANALYSIS AND INFORMATION EXTRACTION 120
TABLE 53 STATISTICAL: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 121
TABLE 54 STATISTICAL: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 121
7.4 HYBRID 121
7.4.1 HYBRID MODELS OFFER HIGH ACCURACY, BETTER SPEED, ROBUSTNESS, AND RELIABILITY 121
TABLE 55 HYBRID: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 122
TABLE 56 HYBRID: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 122
8 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION 123
8.1 INTRODUCTION 124
8.1.1 APPLICATIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET DRIVERS 124
FIGURE 41 AI CHATBOTS & VIRTUAL SCRIBE SEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD 125
TABLE 57 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2017–2021 (USD MILLION) 125
TABLE 58 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 126
8.2 CLINICAL DECISION SUPPORT 126
TABLE 59 CLINICAL DECISION SUPPORT: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 126
TABLE 60 CLINICAL DECISION SUPPORT: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 127
8.3 DRUG DISCOVERY 127
TABLE 61 DRUG DISCOVERY: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 127
TABLE 62 DRUG DISCOVERY: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 128
8.4 CLINICAL TRIAL MATCHING 128
TABLE 63 CLINICAL TRIAL MATCHING: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 128
TABLE 64 CLINICAL TRIAL MATCHING: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 129
8.5 DICTATION & EMR IMPLICATIONS 129
TABLE 65 DICTATION & EMR IMPLICATIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 129
TABLE 66 DICTATION & EMR IMPLICATIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 130
 
8.6 AUTOMATED REGISTRY REPORTING 130
TABLE 67 AUTOMATED REGISTRY REPORTING: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 130
TABLE 68 AUTOMATED REGISTRY REPORTING: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2022–2027 (USD MILLION) 131
8.7 AI CHATBOTS & VIRTUAL SCRIBES 131
TABLE 69 AI CHATBOTS & VIRTUAL SCRIBE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 131
TABLE 70 AI CHATBOTS & VIRTUAL SCRIBE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 132
8.8 OTHER APPLICATIONS 132
TABLE 71 OTHER APPLICATIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 133
TABLE 72 OTHER APPLICATIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 133
9 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE 134
9.1 INTRODUCTION 135
9.1.1 DEPLOYMENT MODES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET DRIVERS 135
FIGURE 42 CLOUD SEGMENT TO WITNESS HIGHER CAGR DURING FORECAST PERIOD 135
TABLE 73 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET BY DEPLOYMENT MODE, 2017–2021 (USD MILLION) 136
TABLE 74 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 136
9.2 ON-PREMISES 136
TABLE 75 ON-PREMISES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 137
TABLE 76 ON-PREMISES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 137
9.3 CLOUD 138
TABLE 77 CLOUD: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 138
TABLE 78 CLOUD: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 138
10 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE 139
10.1 INTRODUCTION 140
10.1.1 ORGANIZATION SIZE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET DRIVERS 140
FIGURE 43 SMALL AND MEDIUM-SIZED ENTERPRISES SEGMENT TO REGISTER HIGHER CAGR DURING FORECAST PERIOD 140
TABLE 79 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION) 141
TABLE 80 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 141
 
10.2 LARGE ENTERPRISES 141
10.2.1 INTEGRATING DISPARATE DATA INTO MEANINGFUL SOURCES FOR AI ALGORITHMS 141
TABLE 81 LARGE ENTERPRISES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 142
TABLE 82 LARGE ENTERPRISES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 142
10.3 SMALL AND MEDIUM-SIZED ENTERPRISES 142
10.3.1 SMALL AND MEDIUM-SIZED ENTERPRISES ARE AT AN EARLY STAGE OF NLP ADOPTION ACROSS HEALTHCARE FIRMS 142
TABLE 83 SMALL AND MEDIUM-SIZED ENTERPRISES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 143
TABLE 84 SMALL AND MEDIUM-SIZED ENTERPRISES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 143
11 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TECHNIQUE 144
11.1 INTRODUCTION 145
11.1.1 NLP TECHNIQUES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET DRIVERS 145
FIGURE 44 SENTIMENT ANALYSIS SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 145
TABLE 85 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET BY NLP TECHNIQUE, 2017–2021 (USD MILLION) 146
TABLE 86 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TECHNIQUE, 2022–2027 (USD MILLION) 146
11.2 OPTICAL CHARACTER RECOGNITION 147
TABLE 87 OCR: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET BY REGION, 2017–2021 (USD MILLION) 147
TABLE 88 OCR: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET BY REGION, 2022–2027 (USD MILLION) 147
11.3 INTERACTIVE VOICE RESPONSE 148
TABLE 89 IVR: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET BY REGION, 2017–2021 (USD MILLION) 148
TABLE 90 IVR: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2022–2027 (USD MILLION) 148
11.4 SENTIMENT ANALYSIS 149
TABLE 91 SENTIMENT ANALYSIS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 149
TABLE 92 SENTIMENT ANALYSIS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2022–2027 (USD MILLION) 149
11.5 TEXT & SPEECH ANALYTICS 150
TABLE 93 TEXT & SPEECH ANALYTICS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 151
TABLE 94 TEXT & SPEECH ANALYTICS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 151
11.6 IMAGE & PATTERN RECOGNITION 151
TABLE 95 IMAGE & PATTERN RECOGNITION: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 152
TABLE 96 IMAGE & PATTERN RECOGNITION: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 152
11.7 TEXT SUMMARIZATION & CATEGORIZATION 153
TABLE 97 TEXT SUMMARIZATION & CATEGORIZATION: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 153
TABLE 98 TEXT SUMMARIZATION & CATEGORIZATION: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 153
11.8 OTHER NLP TECHNIQUES 154
TABLE 99 OTHER NLP TECHNIQUES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 155
TABLE 100 OTHER NLP TECHNIQUES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 155
12 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER 156
12.1 INTRODUCTION 157
12.1.1 END USERS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET DRIVERS 157
FIGURE 45 PHARMACEUTICALS TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD 157
TABLE 101 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET BY END USERS, 2017–2021 (USD MILLION) 158
TABLE 102 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET BY END USERS, 2022–2027 (USD MILLION) 158
12.2 PUBLIC HEALTH & GOVERNMENT AGENCIES 159
TABLE 103 PUBLIC HEALTH & GOVERNMENT AGENCIES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET BY REGION, 2017–2021 (USD MILLION) 159
TABLE 104 PUBLIC HEALTH & GOVERNMENT AGENCIES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2022–2027 (USD MILLION) 159
12.3 MEDICAL DEVICES 160
TABLE 105 MEDICAL DEVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2017–2021 (USD MILLION) 160
TABLE 106 MEDICAL DEVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2022–2027 (USD MILLION) 160
12.4 HEALTHCARE INSURANCE 161
TABLE 107 HEALTHCARE INSURANCE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2017–2021 (USD MILLION) 161
TABLE 108 HEALTHCARE INSURANCE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2022–2027 (USD MILLION) 162
12.5 PHARMACEUTICALS 162
TABLE 109 PHARMACEUTICALS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2017–2021 (USD MILLION) 163
TABLE 110 PHARMACEUTICALS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2022–2027 (USD MILLION) 163
12.6 OTHER END USERS 163
TABLE 111 OTHER END USERS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 164
TABLE 112 OTHER END USERS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2022–2027 (USD MILLION) 164
13 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION 165
13.1 INTRODUCTION 166
13.1.1 REGIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET DRIVERS 166
FIGURE 46 ASIA PACIFIC TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 167
FIGURE 47 INDIA TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 167
TABLE 113 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION) 168
TABLE 114 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION) 168
13.2 NORTH AMERICA 169
13.2.1 NORTH AMERICA: REGULATIONS 169
13.2.1.1 Gramm–Leach–Bliley Act 169
13.2.1.2 Federal Information Security Management Act 169
13.2.1.3 Health Insurance Portability and Accountability Act of 1996 170
13.2.1.4 Health Level Seven (HL7) 170
13.2.1.5 Occupational Safety and Health Administration (OSHA) 170
13.2.1.6 California Consumer Privacy Act (CSPA) 170
FIGURE 48 NORTH AMERICA: MARKET SNAPSHOT 171
TABLE 115 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION) 171
TABLE 116 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 172
TABLE 117 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2017–2021 (USD MILLION) 172
TABLE 118 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2022–2027 (USD MILLION) 172
TABLE 119 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2017–2021 (USD MILLION) 173
TABLE 120 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2022–2027 (USD MILLION) 173
TABLE 121 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2017–2021 (USD MILLION) 173
TABLE 122 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2022–2027 (USD MILLION) 173
TABLE 123 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION) 174
TABLE 124 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 174
TABLE 125 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION) 174
TABLE 126 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 174
TABLE 127 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2017–2021 (USD MILLION) 175
TABLE 128 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2022–2027 (USD MILLION) 175
TABLE 129 NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2017–2021 (USD MILLION) 175
TABLE 130 NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2022–2027 (USD MILLION) 176
TABLE 131 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2017–2021 (USD MILLION) 176
TABLE 132 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 177
TABLE 133 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2017–2021 (USD MILLION) 177
TABLE 134 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2022–2027 (USD MILLION) 177
TABLE 135 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COUNTRY, 2017–2021 (USD MILLION) 178
TABLE 136 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 178
13.2.2 US 178
13.2.2.1 Rapid adoption and use of innovative NLP solutions 178
TABLE 137 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION) 179
TABLE 138 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 179
TABLE 139 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2017–2021 (USD MILLION) 179
TABLE 140 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2022–2027 (USD MILLION) 179
TABLE 141 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2017–2021 (USD MILLION) 180
TABLE 142 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2022–2027 (USD MILLION) 180
TABLE 143 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2017–2021 (USD MILLION) 180
TABLE 144 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2022–2027 (USD MILLION) 180
TABLE 145 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION) 181
TABLE 146 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 181
TABLE 147 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION) 181
TABLE 148 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 181
TABLE 149 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2017–2021 (USD MILLION) 182
TABLE 150 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2022–2027 (USD MILLION) 182
TABLE 151 US: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2017–2021 (USD MILLION) 182
TABLE 152 US: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2022–2027 (USD MILLION) 183
TABLE 153 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2017–2021 (USD MILLION) 183
TABLE 154 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 184
TABLE 155 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2017–2021 (USD MILLION) 184
TABLE 156 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2022–2027 (USD MILLION) 184
13.2.3 CANADA 185
13.2.3.1 Favorable startup ecosystem to implement AI technologies 185
TABLE 157 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION) 185
TABLE 158 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 185
TABLE 159 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2017–2021 (USD MILLION) 186
TABLE 160 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2022–2027 (USD MILLION) 186
TABLE 161 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2017–2021 (USD MILLION) 186
TABLE 162 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2022–2027 (USD MILLION) 186
TABLE 163 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2017–2021 (USD MILLION) 187
TABLE 164 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2022–2027 (USD MILLION) 187
TABLE 165 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION) 187
TABLE 166 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 187
TABLE 167 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION) 188
TABLE 168 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 188
TABLE 169 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2017–2021 (USD MILLION) 188
TABLE 170 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2022–2027 (USD MILLION) 188
TABLE 171 CANADA: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2017–2021 (USD MILLION) 189
TABLE 172 CANADA: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2022–2027 (USD MILLION) 189
TABLE 173 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2017–2021 (USD MILLION) 190
TABLE 174 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 190
TABLE 175 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2017–2021 (USD MILLION) 190
TABLE 176 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2022–2027 (USD MILLION) 191

　

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