ヘルスケア、ライフサイエンスにおける神経言語(NLP)市場

出版:MarketsandMarkets

NLP in Healthcare and Life Sciences Market by Component (Solutions and Services), NLP Type (Rule-based, Statistical, and Hybrid), Application (IVR, Predictive Risk Analytics), Organization Size, End User, and Region – Global Forecast to 2026

種別 英文調査報告書
出版 MarketsandMarkets
出版年月 2021年 8月
ページ数 302
図表数 424
価格
 シングルユーザライセンス USD 7,150
 マルチユーザライセンス(5名) USD 8,500
 コーポレート(サイト)ライセンス USD 9,650
 エンタープライズライセンス USD11,000

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ヘルスケアおよびライフサイエンスにおける神経言語プログラミング(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(ルールベース、統計、ハイブリッド)、用途(IVR、予測リスク分析)、組織の規模、エンドユーザー、地域

The global NLP in healthcare and life sciences market size to grow from USD 1.8 billion in 2021 to USD 4.3 billion by 2026, at a Compound Annual Growth Rate (CAGR) of 19.0% during the forecast period. Various factors such as the growing need to analyze and extract insights from narrative text and huge amount of clinical data, and rising demand for improving EHR data usability to improve healthcare delivery and outcomes are driving the adoption of the NLP in healthcare and life sciences and services market across the globe.
COVID-19 is disrupting the world, businesses, and economies, thus impacting on the livelihood of people live, their interaction, and the way they manage their businesses. The ability to sustain has become the new normal for enterprises as they shift their focus from growth opportunities and concentrate on implementing drastic measures to mitigate the impact of the COVID-19 pandemic. In the progressing fight against COVID-19, pharmaceutical and healthcare organizations, governments, and the broader scientific communities around the world are working to assess the impact of the virus, and quickly develop fast, accurate solutions. Few of the vendors in the market witness that NLP technology would enable fast, systematic, comprehensive insight generation from unstructured text. Sources can include scientific literature, clinical trial records, preprints, internal sources, medical records, social media, and news reports. Capturing the key information from these many sources, and synthesizing it into one Evidence Hub, deepens understanding for the users, which will accelerate outcomes. NLP has been extensively used in different organizations to categorize sentiments, perform recommendations, summarizing information, and topic modeling.
As the novel coronavirus has spread around the globe, it has created major disruption across communities, patients, and clinicians, the way they work, and how they engage in supporting stakeholders across the ecosystem. Pharmaceuticals and life sciences companies have found themselves front and center, providing extremely essential medical products to support patients in their time of need while also attracting widespread attention as the industry sprints to develop new therapeutics and vaccines for COVID-19.
The cloud segment to have the larger market size during the forecast period
By deployment mode, the NLP in healthcare and life sciences market has been segmented into on-premises and cloud. The market size of the cloud deployment mode is estimated to be larger during the forecast period due to the availability of easy deployment options and minimal requirements of capital and time. The cloud deployment model holds a major portion of the market due to its easy availability and agility for business owners. Healthcare companies are opting for cloud-based infrastructure to manage and monitor employees and facilities who are working remotely.
The SMEs segment to hold higher CAGR during the forecast period
The NLP in healthcare and life sciences market has been segmented by organization size into large enterprises and SMEs. The market for SMEs is expected to register a higher CAGR during the forecast period as cloud-based software and services help them improve business performance and enhance productivity. Whereas the large enterprises segment is expected to hold a larger market share in the NLP in healthcare and life sciences market during the forecast period due to the affordability and the acceptance of new emerging technologies such as AI, Big data and blockchain by the healthcare firms.
Among regions, APAC to hold higher CAGR during the forecast period
APAC is expected to grow at a good pace during the forecast period. Healthcare companies in APAC continue to focus on improving business operations to drive market competitiveness and revenue growth. China, India, and Singapore have displayed ample growth opportunities in the NLP in healthcare and life sciences market. Moreover, governments in the region are spending heavily on AI and ML technologies to increase digitalization and awareness about NLP among healthcare firms.
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: 34%, Tier II: 43%, and Tier III: 23%
 By Designation: C-Level Executives: 50%, D-Level Executives: 30%, and Managers: 20%
 By Region: APAC: 30%, Europe: 30%, North America: 25%, MEA: 10%, Latin America: 5%
The report includes the study of key players offering NLP in healthcare and life sciences and services. It profiles major vendors in the global NLP in healthcare and life sciences market. The major vendors in the global NLP in healthcare and life sciences market include Microsoft (US), Google (US), IBM (US), Cerner (US), 3M (US), AWS (US), Inovalon (US), Dolbey (US), Averbis (Germany), Linguamatics (an IQVIA Company) (UK), Apixio (US), Clinithink (US), Lexalytics (US), Apixio (US), Clinithink (US), Lexalytics (US), Health Fidelty (US), Wave Health Technologies (US), Corti (US), CloudMedx (US), Oncora Medical (US), Caption Health (US), ForeSee Medical (US), Press Ganey (US), Gnani.ai (India), Notable (US), Biofourmis (US), Babylon (UK), Flatiron (US), and Suki (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, deployment mode, organization size, NLP type, end user, application, 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.


目次

1 INTRODUCTION 50
1.1 INTRODUCTION TO COVID-19 50
1.2 COVID-19 HEALTH ASSESSMENT 50
FIGURE 1 COVID-19: GLOBAL PROPAGATION 50
FIGURE 2 COVID-19 PROPAGATION: SELECT COUNTRIES 51
1.3 COVID-19 ECONOMIC ASSESSMENT 52
FIGURE 3 REVISED GROSS DOMESTIC PRODUCT FORECASTS FOR SELECT G20 COUNTRIES IN 2020 52
1.3.1 COVID-19 ECONOMIC IMPACT—SCENARIO ASSESSMENT 53
FIGURE 4 CRITERIA IMPACTING GLOBAL ECONOMY 53
FIGURE 5 SCENARIOS IN TERMS OF RECOVERY OF GLOBAL ECONOMY 54
1.4 OBJECTIVES OF THE STUDY 55
1.5 MARKET DEFINITION 55
1.5.1 INCLUSIONS AND EXCLUSIONS 56
1.6 MARKET SCOPE 57
1.6.1 MARKET SEGMENTATION 57
1.6.2 YEARS CONSIDERED FOR THE STUDY 58
1.7 CURRENCY CONSIDERED 58
TABLE 1 UNITED STATES DOLLAR EXCHANGE RATE, 2018–2020 58
1.8 STAKEHOLDERS 58
2 RESEARCH METHODOLOGY 59
2.1 RESEARCH DATA 59
FIGURE 6 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: RESEARCH DESIGN 59
2.1.1 SECONDARY DATA 60
2.1.2 PRIMARY DATA 60
TABLE 2 PRIMARY INTERVIEWS 60
2.1.2.1 Breakup of primary profiles 61
2.1.2.2 Key industry insights 61
2.2 MARKET BREAKUP AND DATA TRIANGULATION 62
FIGURE 7 DATA TRIANGULATION 62
2.3 MARKET SIZE ESTIMATION 63
FIGURE 8 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES 63
2.3.1 TOP-DOWN APPROACH 63
2.3.2 BOTTOM-UP APPROACH 64
FIGURE 9 MARKET SIZE ESTIMATION METHODOLOGY – APPROACH 1 (SUPPLY-SIDE): REVENUE FROM SOLUTIONS/SERVICES OF THE NLP IN THE HEALTHCARE AND LIFE SCIENCES MARKET 64
FIGURE 10 MARKET SIZE ESTIMATION METHODOLOGY – APPROACH 2, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL SOLUTIONS/SERVICES OF THE NLP IN THE HEALTHCARE AND LIFE SCIENCES MARKET 65
FIGURE 11 MARKET SIZE ESTIMATION METHODOLOGY – APPROACH 3, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL SOLUTIONS/SERVICES OF THE NLP IN THE HEALTHCARE AND LIFE SCIENCES MARKET 66
FIGURE 12 MARKET SIZE ESTIMATION METHODOLOGY – APPROACH 4, BOTTOM-UP (DEMAND-SIDE): COMPONENT LEVEL SHARE THROUGH OVERALL NLP IN HEALTHCARE AND LIFE SCIENCES SPENDING 67
2.4 MARKET FORECAST 68
TABLE 3 FACTOR ANALYSIS 68
2.5 COMPANY EVALUATION MATRIX METHODOLOGY 69
FIGURE 13 COMPANY EVALUATION MATRIX: CRITERIA WEIGHTAGE 69
2.6 STARTUP/SME EVALUATION MATRIX METHODOLOGY 70
FIGURE 14 STARTUP/SME EVALUATION MATRIX: CRITERIA WEIGHTAGE 70
2.7 ASSUMPTIONS FOR THE STUDY 71
2.8 LIMITATIONS OF THE STUDY 72
2.9 IMPLICATIONS OF COVID-19 ON THE NLP IN HEALTHCARE AND LIFE SCIENCES MARKET 73
FIGURE 15 QUARTERLY IMPACT OF COVID-19 DURING 2020–2021 73
3 EXECUTIVE SUMMARY 76
TABLE 4 GLOBAL NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE AND GROWTH RATE, 2017–2020 (USD MILLION, Y-O-Y %) 77
TABLE 5 GLOBAL NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE AND GROWTH RATE, 2021–2026 (USD MILLION, Y-O-Y %) 78
FIGURE 16 SOLUTIONS SEGMENT TO DOMINATE THE NLP IN HEALTHCARE AND LIFE SCIENCES MARKET IN 2021 78
FIGURE 17 PROFESSIONAL SERVICES TO HOLD A LARGER MARKET SHARE OF THE NLP IN HEALTHCARE AND LIFE SCIENCES MARKET IN 2021 78
FIGURE 18 SYSTEM INTEGRATION AND IMPLEMENTATION SEGMENT TO DOMINATE THE NLP IN HEALTHCARE AND LIFE SCIENCES MARKET IN 2021 79
FIGURE 19 STATISTICAL SEGMENT TO HOLD THE LARGEST MARKET SHARE IN THE NLP IN HEALTHCARE AND LIFE SCIENCES MARKET IN 2021 79
FIGURE 20 INTERACTIVE VOICE RESPONSE SEGMENT TO BE THE LARGEST APPLICATION SEGMENT IN THE NLP IN HEALTHCARE AND LIFE SCIENCES MARKET IN 2021 79
FIGURE 21 CLINICAL VARIATION MANAGEMENT SEGMENT TO ACCOUNT FOR THE LARGEST MARKET SHARE IN 2021 80
FIGURE 22 CLOUD SEGMENT TO HOLD A LARGER MARKET SHARE IN 2021 80
FIGURE 23 LARGE ENTERPRISES TO DOMINATE THE NLP IN HEALTHCARE AND LIFE SCIENCES MARKET IN 2021 80
FIGURE 24 NLP FOR RESEARCHERS SEGMENT TO GROW AT THE HIGHEST CAGR IN 2021 81
FIGURE 25 NORTH AMERICA TO HOLD THE LARGEST MARKET SHARE AND ASIA PACIFIC TO GROW AT THE HIGHEST CAGR IN THE NLP IN HEALTHCARE AND LIFE SCIENCES MARKET IN 2021 81
4 PREMIUM INSIGHTS 82
4.1 ATTRACTIVE OPPORTUNITIES IN THE NLP IN HEALTHCARE AND LIFE SCIENCES MARKET 82
FIGURE 26 GROWING DEMAND TO IMPROVE ELECTRONIC HEALTHCARE DATA USABILITY FOR BETTER HEALTHCARE DELIVERY AND BUSINESS OUTCOMES TO DRIVE MARKET GROWTH 82
4.2 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: TOP THREE APPLICATIONS 82
FIGURE 27 PATTERN AND IMAGE RECOGNITION SEGMENT TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD 82
4.3 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT AND TOP THREE APPLICATIONS 83
FIGURE 28 SOLUTIONS SEGMENT AND INTERACTIVE VOICE RESPONSE SEGMENT TO HOLD THE LARGEST MARKET SHARES IN NORTH AMERICA 2021 83
4.4 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: BY REGION 83
FIGURE 29 NORTH AMERICA TO HOLD THE LARGEST MARKET SHARE IN 2021 83
5 MARKET OVERVIEW AND INDUSTRY TRENDS 84
5.1 INTRODUCTION 84
5.2 MARKET DYNAMICS 84
FIGURE 30 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET 85
5.2.1 DRIVERS 85
5.2.1.1 The rising urge of predictive analytics technology to reduce risks and improve significant health concerns 85
5.2.1.2 Growing demand for improving EHR data usability to improve healthcare delivery and outcomes 86
5.2.1.3 Growing need to analyze and extract insights from narrative text and huge amount of clinical data 86
5.2.2 RESTRAINTS 87
5.2.2.1 Specific medical sub-languages and poor input data quality 87
5.2.2.2 Inadequacy in the advancements of NLP technology using neural networks restricting its usage for cloud-based services 87
5.2.3 OPPORTUNITIES 87
5.2.3.1 Ensemble NLP systems to boost phenotyping capabilities 87
5.2.3.2 Rising demand for NLP systems programmed to understand the context of medical records 88
5.2.3.3 The emergence of cognitive computing to boost the demand for NLP solutions for precision medicine applications 88
5.2.4 CHALLENGES 89
5.2.4.1 Growing regulatory compliance and privacy concerns over data security during COVID-19 slow down the progress of researchers 89
5.2.4.2 Interoperability and reliability issues while deploying NLP algorithms 89
5.2.5 CUMULATIVE GROWTH ANALYSIS 90
5.3 NLP IN HEALTHCARE AND LIFE SCIENCES: ECOSYSTEM 90
FIGURE 31 ECOSYSTEM OF THE NLP IN HEALTHCARE AND LIFE SCIENCES MARKET 90
5.4 CASE STUDY ANALYSIS 91
5.4.1 DREXEL UNIVERSITY USED LINGUAMATICS I2E TO IMPROVE COHORT SELECTION FOR HIV AND HEPATITIS C 91
5.4.2 A HEALTHCARE COMPANY USED AXTRIA TO PROVIDE A COMPREHENSIVE VIEW OF PATIENT REPORTS AND DELIVER CRITICAL INSIGHTS TO BOTH HEALTHCARE PROVIDERS AND THE COMPANY 91
5.4.3 TO CREATE A DATABASE AND MEDICAL KNOWLEDGE BASE FOR AN ONLINE CLINIC CHATBOT TO BUILD UP ANAMNESIS 92
5.4.4 LEADING RENAL CARE PROVIDERS IMPLEMENT CITIUSTECH SOLUTION TO PREDICT HIGH-RISK CHRONIC KIDNEY DISEASE 92
5.4.5 HEALTH SYSTEM APPLIES LINGUAMATICS NLP PLATFORM TO IMPROVE PATIENT CARE AND GAIN INSIGHTS FROM POPULATION HEALTH DATA 93
5.4.6 LEADING HEALTHCARE PAYERS IMPLEMENTED LINGUAMATICS NLP SOLUTIONS TO GAIN INSIGHTS FROM THE UNSTRUCTURED DATA 93
5.4.7 MEDTRONIC BUILDS A MOBILE PERSONAL ASSISTANT APP FOR DIABETES MANAGEMENT 93
5.4.8 PRIMARY MEDICAL CARE GROUP ENGAGED FORESEE MEDICAL TO THE ESP RISK ADJUSTMENT SOFTWARE FOR IMPROVING PROFITABILITY 94
5.4.9 FLAGLER HEALTH IMPROVES THE EXPERIENCE OF CLINICAL DOCUMENTATION FOR RADIOLOGISTS 94
5.5 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: COVID-19 IMPACT 95
FIGURE 32 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET TO WITNESS MINIMAL SLOWDOWN IN GROWTH IN 2020 96
5.6 NLP IN HEALTHCARE AND LIFE SCIENCES: ARCHITECTURE 97
FIGURE 33 FUNCTIONAL ELEMENTS OF NLP IN HEALTHCARE AND LIFE SCIENCES SOLUTIONS 97
5.7 TECHNOLOGY ANALYSIS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET 97
5.7.1 HEALTHCARE TRACKERS, WEARABLES, AND SENSORS 97
5.7.2 VIRTUAL REALITY 98
5.7.3 AUGMENTED REALITY 98
5.7.4 3D PRINTING 98
5.7.5 ROBOTICS 99
5.7.6 NANOTECHNOLOGY 99
5.8 REGULATORY IMPLICATIONS 99
5.8.1 GENERAL DATA PROTECTION REGULATION 99
5.8.2 HEALTH LEVEL SEVEN 100
5.8.3 HEALTH INSURANCE PORTABILITY AND ACCOUNTABILITY ACT OF 1996 100
5.8.4 CEN ISO/IEEE 11073 100
5.8.5 HIPAA SECURITY RULE 101
5.8.6 HIPAA PRIVACY RULE 101
5.9 PATENT ANALYSIS 101
5.9.1 METHODOLOGY 101
5.9.2 DOCUMENT TYPE 101
TABLE 6 PATENTS FILED, 2018–2021 101
5.9.3 INNOVATION AND PATENT APPLICATIONS 101
FIGURE 34 TOTAL NUMBER OF PATENTS GRANTED OVER THE LAST THREE YEARS
(2018–2021) 102
5.9.3.1 Top applicants 102
FIGURE 35 TOP 10 COMPANIES WITH THE HIGHEST NUMBER OF PATENT APPLICATIONS, 2018–2021 102
5.10 SUPPLY CHAIN ANALYSIS 103
FIGURE 36 SUPPLY CHAIN ANALYSIS 103
TABLE 7 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: SUPPLY CHAIN 104
5.11 PRICING MODEL ANALYSIS 105
TABLE 8 PRICING MODEL OF NLP IN HEALTHCARE AND LIFE SCIENCES PLAYERS: 2019–2020 105
5.12 PORTER’S FIVE FORCES ANALYSIS 106
TABLE 9 IMPACT OF EACH FORCE ON NLP IN HEALTHCARE AND LIFE SCIENCES 106
FIGURE 37 PORTER’S FIVE FORCES ANALYSIS 107
5.12.1 THREAT OF NEW ENTRANTS 107
5.12.2 THREAT OF SUBSTITUTES 108
5.12.3 BARGAINING POWER OF SUPPLIERS 108
5.12.4 BARGAINING POWER OF BUYERS 108
5.12.5 INTENSITY OF COMPETITIVE RIVALRY 108
5.13 SCENARIO 109
TABLE 10 CRITICAL FACTORS TO IMPACT THE GROWTH OF THE NLP IN THE HEALTHCARE AND LIFE SCIENCES MARKET 109
6 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT 110
6.1 INTRODUCTION 111
6.1.1 COMPONENTS: COVID-19 IMPACT 111
FIGURE 38 SERVICES TO REGISTER A HIGHER CAGR DURING THE FORECAST PERIOD 111
TABLE 11 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT,
2017–2020 (USD MILLION) 112
TABLE 12 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT,
2021–2026 (USD MILLION) 112
6.2 SOLUTIONS 112
TABLE 13 SOLUTIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2020 (USD MILLION) 113
TABLE 14 SOLUTIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2021–2026 (USD MILLION) 113
FIGURE 39 COUNTER FRAUD MANAGEMENT SOLUTIONS TO REGISTER THE HIGHEST CAGR DURING THE FORECAST PERIOD 113
TABLE 15 NLP IN HEALTHCARE AND LIFE SCIENCES SOLUTIONS MARKET, BY TYPE, 2017–2020 (USD MILLION) 114
TABLE 16 NLP IN HEALTHCARE AND LIFE SCIENCES SOLUTIONS MARKET, BY TYPE, 2021–2026 (USD MILLION) 114
6.2.1 CLINICAL VARIATION MANAGEMENT 114
6.2.1.1 The need to analyze and process heterogeneous variations in clinical notes to drive NLP adoption for clinical variation management 114
TABLE 17 CLINICAL VARIATION MANAGEMENT: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2020 (USD MILLION) 115
TABLE 18 CLINICAL VARIATION MANAGEMENT: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2021–2026 (USD MILLION) 115
6.2.2 POPULATION HEALTH MANAGEMENT 115
6.2.2.1 The need to analyze unstructured data for deriving insights about non-healthcare factors affecting population health to drive the adoption of NLP for population health management 115
TABLE 19 POPULATION HEALTH MANAGEMENT: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2020 (USD MILLION) 116
TABLE 20 POPULATION HEALTH MANAGEMENT: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2021–2026 (USD MILLION) 116
6.2.3 COUNTER FRAUD MANAGEMENT 116
6.2.3.1 Increasing frauds in the healthcare sector due to complex and bureaucratic processes to drive the adoption of NLP solutions for counter fraud management 116
TABLE 21 COUNTER FRAUD MANAGEMENT: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2020 (USD MILLION) 117
TABLE 22 COUNTER FRAUD MANAGEMENT: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2021–2026 (USD MILLION) 117
6.2.4 OTHER SOLUTIONS 117
TABLE 23 OTHER SOLUTIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2020 (USD MILLION) 118
TABLE 24 OTHER SOLUTIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2021–2026 (USD MILLION) 118
6.3 SERVICES 118
FIGURE 40 MANAGED SERVICES TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD 119
TABLE 25 SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2020 (USD MILLION) 119
TABLE 26 SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2021–2026 (USD MILLION) 119
TABLE 27 SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY TYPE, 2017–2020 (USD MILLION) 120
TABLE 28 SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY TYPE, 2021–2026 (USD MILLION) 120
6.3.1 PROFESSIONAL SERVICES 120
6.3.1.1 The need to understand unstructured data for enhancing enterprise insight discovery, analytics, and decision-making to drive the reliance on professional services 120
FIGURE 41 TRAINING AND CONSULTING SEGMENT TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD 121
TABLE 29 PROFESSIONAL SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY TYPE, 2017–2020 (USD MILLION) 121
TABLE 30 PROFESSIONAL SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY TYPE, 2021–2026 (USD MILLION) 121
TABLE 31 PROFESSIONAL SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2020 (USD MILLION) 122
TABLE 32 PROFESSIONAL SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2021–2026 (USD MILLION) 122
6.3.1.2 Training and consulting 122
TABLE 33 TRAINING AND CONSULTING: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2020 (USD MILLION) 123
TABLE 34 TRAINING AND CONSULTING: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2021–2026 (USD MILLION) 123
6.3.1.3 Support and maintenance 123
TABLE 35 SUPPORT AND MAINTENANCE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2020 (USD MILLION) 123
TABLE 36 SUPPORT AND MAINTENANCE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2021–2026 (USD MILLION) 124
6.3.1.4 System integration and implementation 124
TABLE 37 SYSTEM INTEGRATION AND IMPLEMENTATION: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2020 (USD MILLION) 124
TABLE 38 SYSTEM INTEGRATION AND IMPLEMENTATION: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2021–2026 (USD MILLION) 124
6.3.2 MANAGED SERVICES 125
6.3.2.1 Customization needs due to ongoing demands and alterations in solutions support managed services 125
TABLE 39 MANAGED SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET,
BY REGION, 2017–2020 (USD MILLION) 125
TABLE 40 MANAGED SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2021–2026 (USD MILLION) 125
7 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE 126
7.1 INTRODUCTION 127
7.1.1 DEPLOYMENT MODES: COVID-19 IMPACT 127
FIGURE 42 CLOUD SEGMENT TO REGISTER A HIGHER CAGR DURING THE FORECAST PERIOD 127
TABLE 41 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2020 (USD MILLION) 128
TABLE 42 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2021–2026 (USD MILLION) 128
7.2 CLOUD 128
7.2.1 REDUCED OPERATIONAL COSTS AND HIGHER SCALABILITY TO SUPPORT THE GROWTH OF THIS SEGMENT 128
TABLE 43 CLOUD: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2020 (USD MILLION) 129
TABLE 44 CLOUD: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2021–2026 (USD MILLION) 129
7.3 ON-PREMISES 129
7.3.1 EASE OF INTEGRATION OF DATA WITH THE EXISTING APPLICATIONS AND DATABASES RESULTED IN THE INCREASED ADOPTION OF ON-PREMISES NLP SOLUTIONS 129
TABLE 45 ON-PREMISES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2020 (USD MILLION) 130
TABLE 46 ON-PREMISES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET,
BY REGION, 2021–2026 (USD MILLION) 130
8 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE 131
8.1 INTRODUCTION 132
8.1.1 ORGANIZATION SIZE: COVID-19 IMPACT 132
FIGURE 43 SMALL AND MEDIUM-SIZED ENTERPRISES SEGMENT TO REGISTER A HIGHER CAGR DURING THE FORECAST PERIOD 133
TABLE 47 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2020 (USD MILLION) 133
TABLE 48 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2021–2026 (USD MILLION) 133
8.2 LARGE ENTERPRISES 134
8.2.1 LARGE ENTERPRISES ARE INCREASINGLY INTEGRATING DISPARATE DATA INTO MEANINGFUL SOURCES FOR AI ALGORITHMS 134
TABLE 49 LARGE ENTERPRISES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2020 (USD MILLION) 134
TABLE 50 LARGE ENTERPRISES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2021–2026 (USD MILLION) 134
8.3 SMALL AND MEDIUM-SIZED ENTERPRISES 135
8.3.1 SMALL AND MEDIUM-SIZED ENTERPRISES ARE AT AN EARLY STAGE OF NLP ADOPTION 135
TABLE 51 SMALL AND MEDIUM-SIZED ENTERPRISES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2020 (USD MILLION) 135
TABLE 52 SMALL AND MEDIUM-SIZED ENTERPRISES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2021–2026 (USD MILLION) 135
9 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE 136
9.1 INTRODUCTION 137
9.1.1 NLP TYPES: COVID-19 IMPACT 137
FIGURE 44 STATISTICAL SEGMENT TO WITNESS THE HIGHEST GROWTH RATE DURING THE FORECAST PERIOD 137
TABLE 53 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE,
2017–2020 (USD MILLION) 138
TABLE 54 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE,
2021–2026 (USD MILLION) 138
9.2 RULE-BASED NATURAL LANGUAGE PROCESSING 138
9.2.1 HIGH ACCURACY PROVIDED BY RULE-BASED NLP MODELS TO DRIVE MARKET GROWTH 138
TABLE 55 RULE-BASED: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2020 (USD MILLION) 139
TABLE 56 RULE-BASED: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2021–2026 (USD MILLION) 139
9.3 STATISTICAL NATURAL LANGUAGE PROCESSING 139
9.3.1 THIS APPROACH IS WIDELY IMPLEMENTED IN SENTIMENT ANALYSIS AND INFORMATION EXTRACTION 139
TABLE 57 STATISTICAL: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2020 (USD MILLION) 140
TABLE 58 STATISTICAL: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2021–2026 (USD MILLION) 140
9.4 HYBRID NATURAL LANGUAGE PROCESSING 140
9.4.1 HYBRID MODELS OFFER BENEFITS SUCH AS HIGH ACCURACY, BETTER SPEED, ROBUSTNESS, AND RELIABILITY 140
TABLE 59 HYBRID: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2020 (USD MILLION) 141
TABLE 60 HYBRID: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2021–2026 (USD MILLION) 141
10 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION 142
10.1 INTRODUCTION 143
10.1.1 APPLICATIONS: COVID-19 IMPACT 143
FIGURE 45 PATTERN AND IMAGE RECOGNITION SEGMENT TO REGISTER THE HIGHEST CAGR DURING THE FORECAST PERIOD 143
TABLE 61 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION,
2017–2020 (USD MILLION) 144
TABLE 62 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION,
2021–2026 (USD MILLION) 144
10.2 INTERACTIVE VOICE RESPONSE 145
10.2.1 ADOPTION OF VIRTUAL CARE DELIVERY AND PAYMENTS DIGITIZATION FOR COVID-19 HEALTHCARE SERVICES CONTRIBUTES TO THE GROWTH OF INTERACTIVE VOICE RESPONSE 145
TABLE 63 INTERACTIVE VOICE RESPONSE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2020 (USD MILLION) 145
TABLE 64 INTERACTIVE VOICE RESPONSE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2021–2026 (USD MILLION) 146
10.3 SUMMARIZATION AND CATEGORIZATION 146
10.3.1 THE NEED FOR INTELLIGENT PROCESSING OF UNSTRUCTURED HEALTH-RELATED DATA TO EXTRACT KNOWLEDGE TO DRIVE THE ADOPTION OF NLP FOR SUMMARIZATION AND CATEGORIZATION 146
TABLE 65 SUMMARIZATION AND CATEGORIZATION: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2020 (USD MILLION) 147
TABLE 66 SUMMARIZATION AND CATEGORIZATION: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2021–2026 (USD MILLION) 147
10.4 REPORTING AND VISUALIZATION 147
10.4.1 FOCUS ON IDENTIFYING KEY INFORMATION AND AUTOMATICALLY ASSIGNING MEDICAL CODES FOR CONSISTENT REPORTING TO DRIVE THE ADOPTION OF NLP FOR REPORTING AND VISUALIZATION 147
TABLE 67 REPORTING AND VISUALIZATION: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2020 (USD MILLION) 148
TABLE 68 REPORTING AND VISUALIZATION: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2021–2026 (USD MILLION) 148
10.5 PREDICTIVE RISK ANALYTICS 148
10.5.1 THE NEED TO GENERATE PATIENT RISK SCORES TO DETECT EARLY SIGNS OF PATIENT DETERIORATION AND IDENTIFY AT-RISK PATIENTS TO DRIVE THE ADOPTION OF NLP FOR PREDICTIVE RISK ANALYTICS 148
TABLE 69 PREDICTIVE RISK ANALYTICS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2020 (USD MILLION) 149
TABLE 70 PREDICTIVE RISK ANALYTICS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2021–2026 (USD MILLION) 149
10.6 PATTERN AND IMAGE RECOGNITION 149
10.6.1 THE DEVELOPMENT OF ADVANCED TOOLS, SUCH AS COMPUTER VISION MODELS, TO ANALYZE IMAGES AND SPECIMENS TO DRIVE THE ADOPTION 149
TABLE 71 PATTERN AND IMAGE RECOGNITION: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2020 (USD MILLION) 150
TABLE 72 PATTERN AND IMAGE RECOGNITION: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2021–2026 (USD MILLION) 150
10.7 TEXT AND SPEECH ANALYTICS 150
10.7.1 NLP TEXT ANALYTICS ENABLES USERS TO TRANSFORM THE UNSTRUCTURED DATA, SUCH AS FREE-TEXT CLINICAL NOTES, INTO THE STRUCTURED DATA TO PROVIDE INSIGHTS 150
TABLE 73 TEXT AND SPEECH ANALYTICS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2020 (USD MILLION) 151
TABLE 74 TEXT AND SPEECH ANALYTICS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2021–2026 (USD MILLION) 151
10.8 OTHER APPLICATIONS 152
TABLE 75 OTHER APPLICATIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2020 (USD MILLION) 152
TABLE 76 OTHER APPLICATIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2021–2026 (USD MILLION) 153
11 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER 154
11.1 INTRODUCTION 155
11.1.1 END USERS: COVID-19 IMPACT 155
FIGURE 46 NLP FOR RESEARCHERS SEGMENT TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD 155
TABLE 77 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2017–2020 (USD MILLION) 156
TABLE 78 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2021–2026 (USD MILLION) 156
11.2 NLP FOR PATIENTS 156
11.2.1 THE NEED TO REDUCE HESITATION OF PATIENTS TO COMMUNICATE THEIR HEALTH CONCERNS TO LEAD THE ADOPTION OF NLP FOR PATIENTS, ESPECIALLY CHATBOTS 156
TABLE 79 NLP FOR PATIENTS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2020 (USD MILLION) 157
TABLE 80 NLP FOR PATIENTS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2021–2026 (USD MILLION) 157
11.3 NLP FOR PHYSICIANS 157
11.3.1 NLP SEES GROWING ADOPTION TO AUTOMATE BACK-END TASKS FOR PHYSICIANS, GIVING THEM MORE TIME TO ATTEND TO PATIENTS’ CONCERNS 157
TABLE 81 NLP FOR PHYSICIANS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2020 (USD MILLION) 158
TABLE 82 NLP FOR PHYSICIANS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2021–2026 (USD MILLION) 158
11.4 NLP FOR RESEARCHERS 158
11.4.1 THE NEED TO OVERCOME THE BARRIER OF ANALYZING QUALITATIVE DATA AND REDUCE THE TIME REQUIRED FOR ANALYZING LARGE COLLECTIONS OF TEXT DATA TO DRIVE THE ADOPTION OF NLP FOR RESEARCHERS 158
TABLE 83 NLP FOR RESEARCHERS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2020 (USD MILLION) 159
TABLE 84 NLP FOR RESEARCHERS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2021–2026 (USD MILLION) 159
11.5 NLP FOR CLINICAL OPERATORS 160
11.5.1 NLP ENABLES RENDERING OF UNSTRUCTURED RECORDS TO INCREASE AWARENESS RELATED TO EARLY SIGNS AND SYMPTOMS IN PATIENTS AND INTIMATE CLINICIANS LEADING TO THE ADOPTION OF NLP FOR CLINICAL OPERATIONS 160
TABLE 85 NLP FOR CLINICAL OPERATORS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2020 (USD MILLION) 160
TABLE 86 NLP FOR CLINICAL OPERATORS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2021–2026 (USD MILLION) 160
12 NATURAL LANGUAGE PROCESSING IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION 161
12.1 INTRODUCTION 162
12.2 NORTH AMERICA 162
12.2.1 NORTH AMERICA: COVID-19 IMPACT 163
12.2.2 NORTH AMERICA: REGULATIONS 164
12.2.2.1 Gramm–Leach–Bliley Act 164
12.2.2.2 Federal Information Security Management Act 164
12.2.2.3 Federal Information Processing Standards 164
12.2.2.4 California Consumer Privacy Act (CSPA) 165
FIGURE 47 NORTH AMERICA: MARKET SNAPSHOT 165
FIGURE 48 ASIA PACIFIC SEGMENT TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD 166
FIGURE 49 INDIA TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD 166
TABLE 87 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2020 (USD MILLION) 166
TABLE 88 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 167
TABLE 89 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2017–2020 (USD MILLION) 167
TABLE 90 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2021–2026 (USD MILLION) 167
TABLE 91 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2017–2020 (USD MILLION) 168
TABLE 92 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2021–2026 (USD MILLION) 168
TABLE 93 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2017–2020 (USD MILLION) 168
TABLE 94 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2021–2026 (USD MILLION) 168
TABLE 95 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2020 (USD MILLION) 169
TABLE 96 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2021–2026 (USD MILLION) 169
TABLE 97 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2020 (USD MILLION) 169
TABLE 98 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2021–2026 (USD MILLION) 169
TABLE 99 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2017–2020 (USD MILLION) 170
TABLE 100 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2021–2026 (USD MILLION) 170
TABLE 101 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2017–2020 (USD MILLION) 170
TABLE 102 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2021–2026 (USD MILLION) 170
TABLE 103 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2017–2020 (USD MILLION) 171
TABLE 104 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2021–2026 (USD MILLION) 171
TABLE 105 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COUNTRY, 2017–2020 (USD MILLION) 171
TABLE 106 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COUNTRY, 2021–2026 (USD MILLION) 172
12.2.3 UNITED STATES 172
12.2.3.1 Rapid adoption and use of innovative solutions to gain insights from clinical data driving market growth in the US 172
TABLE 107 UNITED STATES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2020 (USD MILLION) 173
TABLE 108 UNITED STATES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 173
TABLE 109 UNITED STATES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2017–2020 (USD MILLION) 173
TABLE 110 UNITED STATES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2021–2026 (USD MILLION) 173
TABLE 111 UNITED STATES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2017–2020 (USD MILLION) 174
TABLE 112 UNITED STATES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2021–2026 (USD MILLION) 174
TABLE 113 UNITED STATES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2017–2020 (USD MILLION) 174
TABLE 114 UNITED STATES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2021–2026 (USD MILLION) 174
TABLE 115 UNITED STATES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2020 (USD MILLION) 175
TABLE 116 UNITED STATES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2021–2026 (USD MILLION) 175
TABLE 117 UNITED STATES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2020 (USD MILLION) 175
TABLE 118 UNITED STATES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2021–2026 (USD MILLION) 175
TABLE 119 UNITED STATES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2017–2020 (USD MILLION) 176
TABLE 120 UNITED STATES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2021–2026 (USD MILLION) 176
TABLE 121 UNITED STATES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2017–2020 (USD MILLION) 176
TABLE 122 UNITED STATES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2021–2026 (USD MILLION) 176
TABLE 123 UNITED STATES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2017–2020 (USD MILLION) 177
TABLE 124 UNITED STATES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2021–2026 (USD MILLION) 177
12.2.4 CANADA 177
12.2.4.1 Favorable startup ecosystem to drive market growth in Canada 177
TABLE 125 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2020 (USD MILLION) 178
TABLE 126 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 178
TABLE 127 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2017–2020 (USD MILLION) 178
TABLE 128 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2021–2026 (USD MILLION) 179
TABLE 129 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2017–2020 (USD MILLION) 179
TABLE 130 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2021–2026 (USD MILLION) 179
TABLE 131 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2017–2020 (USD MILLION) 179
TABLE 132 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2021–2026 (USD MILLION) 180
TABLE 133 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2020 (USD MILLION) 180
TABLE 134 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2021–2026 (USD MILLION) 180
TABLE 135 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2020 (USD MILLION) 180
TABLE 136 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2021–2026 (USD MILLION) 181
TABLE 137 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2017–2020 (USD MILLION) 181
TABLE 138 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2021–2026 (USD MILLION) 181
TABLE 139 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2017–2020 (USD MILLION) 181
TABLE 140 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2021–2026 (USD MILLION) 182
TABLE 141 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2017–2020 (USD MILLION) 182
TABLE 142 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2021–2026 (USD MILLION) 182

12.3 EUROPE 183
12.3.1 EUROPE: COVID-19 IMPACT 183
12.3.2 EUROPE: REGULATIONS 183
12.3.2.1 General Data Protection Regulation 183
12.3.2.2 European Committee for Standardization 184
12.3.2.3 European Technical Standards Institute 184
12.3.2.4 European Centre for Disease Prevention and Control 184
12.3.2.5 European Federation of Pharmaceutical Industries and Associations 184
TABLE 143 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2020 (USD MILLION) 184
TABLE 144 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 185
TABLE 145 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2017–2020 (USD MILLION) 185
TABLE 146 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2021–2026 (USD MILLION) 185
TABLE 147 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2017–2020 (USD MILLION) 186
TABLE 148 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2021–2026 (USD MILLION) 186
TABLE 149 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2017–2020 (USD MILLION) 186
TABLE 150 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2021–2026 (USD MILLION) 186
TABLE 151 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2020 (USD MILLION) 187
TABLE 152 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2021–2026 (USD MILLION) 187
TABLE 153 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2020 (USD MILLION) 187
TABLE 154 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2021–2026 (USD MILLION) 187
TABLE 155 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2017–2020 (USD MILLION) 188
TABLE 156 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2021–2026 (USD MILLION) 188
TABLE 157 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2017–2020 (USD MILLION) 188
TABLE 158 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2021–2026 (USD MILLION) 189
TABLE 159 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2017–2020 (USD MILLION) 189
TABLE 160 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2021–2026 (USD MILLION) 189
TABLE 161 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COUNTRY, 2017–2020 (USD MILLION) 190
TABLE 162 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COUNTRY, 2021–2026 (USD MILLION) 190
12.3.3 UNITED KINGDOM 190
12.3.3.1 Increasing usage of online platforms to help healthcare companies efficiently manage patient queries to drive the adoption of NLP solutions and services 190
TABLE 163 UNITED KINGDOM: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2020 (USD MILLION) 191
TABLE 164 UNITED KINGDOM: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 191
TABLE 165 UNITED KINGDOM: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2020 (USD MILLION) 191
TABLE 166 UNITED KINGDOM: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2021–2026 (USD MILLION) 191
TABLE 167 UNITED KINGDOM: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2020 (USD MILLION) 192
TABLE 168 UNITED KINGDOM: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2021–2026 (USD MILLION) 192
12.3.4 GERMANY 192
12.3.4.1 Growing digital mobility and digital spending across the healthcare industry to drive the growth of the NLP in healthcare and life sciences market in Germany 192
TABLE 169 GERMANY: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2020 (USD MILLION) 192
TABLE 170 GERMANY: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 193
TABLE 171 GERMANY: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2020 (USD MILLION) 193
TABLE 172 GERMANY: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2021–2026 (USD MILLION) 193
TABLE 173 GERMANY: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2020 (USD MILLION) 193
TABLE 174 GERMANY: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2021–2026 (USD MILLION) 194
12.3.5 FRANCE 194
12.3.5.1 Growing concerns of NLP vendors over managing clinical data across healthcare sectors due to the changing digital transformation to drive the demand for NLP solutions 194
TABLE 175 FRANCE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2020 (USD MILLION) 194
TABLE 176 FRANCE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 194
TABLE 177 FRANCE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2020 (USD MILLION) 195
TABLE 178 FRANCE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2021–2026 (USD MILLION) 195
TABLE 179 FRANCE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2020 (USD MILLION) 195
TABLE 180 FRANCE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2021–2026 (USD MILLION) 195
12.3.6 REST OF EUROPE 196
12.4 ASIA PACIFIC 196
12.4.1 ASIA PACIFIC: COVID-19 IMPACT 196
12.4.2 ASIA PACIFIC: REGULATIONS 197
12.4.2.1 Personal Data Protection Act 197
12.4.2.2 International Organization for Standardization 27001 197
12.4.2.3 Act on the Protection of Personal Information 198
12.4.2.4 Critical Information Infrastructure 198
FIGURE 50 ASIA PACIFIC: MARKET SNAPSHOT 199
TABLE 181 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2020 (USD MILLION) 199
TABLE 182 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 200
TABLE 183 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2017–2020 (USD MILLION) 200
TABLE 184 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2021–2026 (USD MILLION) 200
TABLE 185 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2017–2020 (USD MILLION) 200
TABLE 186 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2021–2026 (USD MILLION) 201
TABLE 187 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2017–2020 (USD MILLION) 201
TABLE 188 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2021–2026 (USD MILLION) 201
TABLE 189 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2020 (USD MILLION) 201
TABLE 190 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2021–2026 (USD MILLION) 202
TABLE 191 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2020 (USD MILLION) 202
TABLE 192 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2021–2026 (USD MILLION) 202
TABLE 193 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2017–2020 (USD MILLION) 202
TABLE 194 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2021–2026 (USD MILLION) 203
TABLE 195 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2017–2020 (USD MILLION) 203
TABLE 196 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2021–2026 (USD MILLION) 203
TABLE 197 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2017–2020 (USD MILLION) 204
TABLE 198 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2021–2026 (USD MILLION) 204
TABLE 199 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COUNTRY, 2017–2020 (USD MILLION) 204
TABLE 200 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COUNTRY, 2021–2026 (USD MILLION) 205
12.4.3 CHINA 205
12.4.3.1 Growing need to effectively manage huge amounts of clinical data to boost the demand for NLP solutions in China 205
TABLE 201 CHINA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2020 (USD MILLION) 205
TABLE 202 CHINA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 205
TABLE 203 CHINA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2020 (USD MILLION) 206
TABLE 204 CHINA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2021–2026 (USD MILLION) 206
TABLE 205 CHINA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2020 (USD MILLION) 206
TABLE 206 CHINA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2021–2026 (USD MILLION) 206
12.4.4 JAPAN 207
12.4.4.1 Growing adoption of AI in healthcare organizations across Japan to drive market growth 207
TABLE 207 JAPAN: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2020 (USD MILLION) 207
TABLE 208 JAPAN: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 207
TABLE 209 JAPAN: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2020 (USD MILLION) 207
TABLE 210 JAPAN: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2021–2026 (USD MILLION) 208
TABLE 211 JAPAN: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2020 (USD MILLION) 208
TABLE 212 JAPAN: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2021–2026 (USD MILLION) 208
12.4.5 INDIA 208
12.4.5.1 Increasing government initiatives and innovative technologies to fuel the demand for NLP solutions in India 208
TABLE 213 INDIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2020 (USD MILLION) 209
TABLE 214 INDIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 209
TABLE 215 INDIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2020 (USD MILLION) 209
TABLE 216 INDIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2021–2026 (USD MILLION) 209
TABLE 217 INDIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2020 (USD MILLION) 210
TABLE 218 INDIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2021–2026 (USD MILLION) 210
12.4.6 REST OF ASIA PACIFIC 210
12.5 MIDDLE EAST AND AFRICA 210
12.5.1 MIDDLE EAST AND AFRICA: COVID-19 IMPACT 211
12.5.2 MIDDLE EAST AND AFRICA: REGULATIONS 211
12.5.2.1 UAE Ministry of Health (the Ministry) 211
12.5.2.2 Health Authority – Abu Dhabi 211
12.5.2.3 Dubai Health Authority 212
12.5.2.4 Federal Law No. 2 of 2019 (Health Data Law) 212
12.5.2.5 Israeli Privacy Protection Regulations (Data Security), 5777-2017 212
12.5.2.6 Applicability of the GDPR in companies from the KSA 212
12.5.2.7 Protection of Personal Information Act 212
TABLE 219 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2020 (USD MILLION) 213
TABLE 220 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 213
TABLE 221 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2017–2020 (USD MILLION) 213
TABLE 222 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2021–2026 (USD MILLION) 214
TABLE 223 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2017–2020 (USD MILLION) 214
TABLE 224 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2021–2026 (USD MILLION) 214
TABLE 225 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2017–2020 (USD MILLION) 214
TABLE 226 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2021–2026 (USD MILLION) 215
TABLE 227 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2020 (USD MILLION) 215
TABLE 228 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2021–2026 (USD MILLION) 215
TABLE 229 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2020 (USD MILLION) 215
TABLE 230 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2021–2026 (USD MILLION) 216
TABLE 231 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2017–2020 (USD MILLION) 216
TABLE 232 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2021–2026 (USD MILLION) 216
TABLE 233 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2017–2020 (USD MILLION) 216
TABLE 234 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2021–2026 (USD MILLION) 217
TABLE 235 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2017–2020 (USD MILLION) 217
TABLE 236 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2021–2026 (USD MILLION) 217
TABLE 237 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COUNTRY, 2017–2020 (USD MILLION) 218
TABLE 238 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COUNTRY, 2021–2026 (USD MILLION) 218
12.5.3 KINGDOM OF SAUDI ARABIA 218
12.5.3.1 Increasing initiatives taken by the KSA government and private sectors for technological adoption to drive market growth in the KSA 218
TABLE 239 KINGDOM OF SAUDI ARABIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2020 (USD MILLION) 219
TABLE 240 KINGDOM OF SAUDI ARABIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 219
TABLE 241 KINGDOM OF SAUDI ARABIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2020 (USD MILLION) 219
TABLE 242 KINGDOM OF SAUDI ARABIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2021–2026 (USD MILLION) 219
TABLE 243 KINGDOM OF SAUDI ARABIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2020 (USD MILLION) 220
TABLE 244 KINGDOM OF SAUDI ARABIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2021–2026 (USD MILLION) 220
12.5.4 UNITED ARAB EMIRATES 220
12.5.4.1 Growing investments in AI tools and technologies in the healthcare sector support market growth in the UAE 220
TABLE 245 UNITED ARAB EMIRATES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2020 (USD MILLION) 220
TABLE 246 UNITED ARAB EMIRATES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 221
TABLE 247 UNITED ARAB EMIRATES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2020 (USD MILLION) 221
TABLE 248 UNITED ARAB EMIRATES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2021–2026 (USD MILLION) 221
TABLE 249 UNITED ARAB EMIRATES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2020 (USD MILLION) 221
TABLE 250 UNITED ARAB EMIRATES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2021–2026 (USD MILLION) 222
12.5.5 SOUTH AFRICA 222
12.5.5.1 Growing digitalization in African countries offers opportunities for the NLP in healthcare and life sciences market in Africa 222
TABLE 251 SOUTH AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2020 (USD MILLION) 222
TABLE 252 SOUTH AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 222
TABLE 253 SOUTH AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2020 (USD MILLION) 223
TABLE 254 SOUTH AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2021–2026 (USD MILLION) 223
TABLE 255 SOUTH AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2020 (USD MILLION) 223
TABLE 256 SOUTH AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2021–2026 (USD MILLION) 223
12.5.6 REST OF MIDDLE EAST AND AFRICA 224
12.6 LATIN AMERICA 224
12.6.1 LATIN AMERICA: COVID-19 IMPACT 224
12.6.2 LATIN AMERICA: REGULATIONS 225
12.6.2.1 General Health Law 225
12.6.2.2 ANVISA – Brazil National Health Surveillance Agency 225
12.6.2.3 Brazil Data Protection Law 225
12.6.2.4 Argentina Personal Data Protection Law No. 25.326 226
TABLE 257 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2020 (USD MILLION) 226
TABLE 258 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 226
TABLE 259 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2017–2020 (USD MILLION) 227
TABLE 260 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2021–2026 (USD MILLION) 227
TABLE 261 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2017–2020 (USD MILLION) 227
TABLE 262 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2021–2026 (USD MILLION) 227
TABLE 263 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2017–2020 (USD MILLION) 228
TABLE 264 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2021–2026 (USD MILLION) 228
TABLE 265 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2020 (USD MILLION) 228
TABLE 266 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2021–2026 (USD MILLION) 228
TABLE 267 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2020 (USD MILLION) 229
TABLE 268 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2021–2026 (USD MILLION) 229
TABLE 269 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2017–2020 (USD MILLION) 229
TABLE 270 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2021–2026 (USD MILLION) 229
TABLE 271 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2017–2020 (USD MILLION) 230
TABLE 272 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2021–2026 (USD MILLION) 230
TABLE 273 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2017–2020 (USD MILLION) 230
TABLE 274 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2021–2026 (USD MILLION) 231
TABLE 275 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COUNTRY, 2017–2020 (USD MILLION) 231
TABLE 276 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COUNTRY, 2021–2026 (USD MILLION) 231
12.6.3 BRAZIL 232
12.6.3.1 Increased number of healthcare regulatory bodies promotes investment and penetration in the country 232
TABLE 277 BRAZIL: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2020 (USD MILLION) 232
TABLE 278 BRAZIL: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 232
TABLE 279 BRAZIL: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2020 (USD MILLION) 233
TABLE 280 BRAZIL: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2021–2026 (USD MILLION) 233
TABLE 281 BRAZIL: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2020 (USD MILLION) 233
TABLE 282 BRAZIL: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2021–2026 (USD MILLION) 233
12.6.4 MEXICO 234
12.6.4.1 Development of new technology policies and increasing AI investments are boosting the market growth in the country 234
TABLE 283 MEXICO: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2020 (USD MILLION) 234
TABLE 284 MEXICO: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 234
TABLE 285 MEXICO: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2020 (USD MILLION) 235
TABLE 286 MEXICO: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2021–2026 (USD MILLION) 235
TABLE 287 MEXICO: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2020 (USD MILLION) 235
TABLE 288 MEXICO: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2021–2026 (USD MILLION) 235
12.6.5 REST OF LATIN AMERICA 236
13 COMPETITIVE LANDSCAPE 237
13.1 OVERVIEW 237
13.2 KEY PLAYER STRATEGIES 237
13.3 REVENUE ANALYSIS 238
FIGURE 51 REVENUE ANALYSIS FOR KEY COMPANIES IN THE PAST FIVE YEARS 238
13.4 MARKET SHARE ANALYSIS 238
TABLE 289 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: DEGREE OF COMPETITION 239
13.5 COMPANY EVALUATION QUADRANT 239
13.5.1 STARS 239
13.5.2 EMERGING LEADERS 239
13.5.3 PERVASIVE 240
13.5.4 PARTICIPANT 240
FIGURE 52 KEY NLP IN HEALTHCARE AND LIFE SCIENCES MARKET PLAYERS, COMPANY EVALUATION MATRIX, 2021 240
13.6 COMPETITIVE BENCHMARKING 241
13.6.1 COMPANY PRODUCT FOOTPRINT 241
FIGURE 53 PRODUCT PORTFOLIO ANALYSIS OF TOP PLAYERS IN THE NLP IN HEALTHCARE AND LIFE SCIENCES MARKET 241
FIGURE 54 BUSINESS STRATEGY EXCELLENCE OF TOP PLAYERS IN THE NLP IN HEALTHCARE AND LIFE SCIENCES MARKET 242
TABLE 290 COMPANY OFFERING FOOTPRINT 242
TABLE 291 COMPANY REGION FOOTPRINT 243
13.7 STARTUP/SME EVALUATION QUADRANT 244
13.7.1 PROGRESSIVE COMPANIES 244
13.7.2 RESPONSIVE COMPANIES 244
13.7.3 DYNAMIC COMPANIES 244
13.7.4 STARTING BLOCKS 244
FIGURE 55 STARTUP/SME NLP IN HEALTHCARE AND LIFE SCIENCES MARKET EVALUATION MATRIX, 2021 245
13.8 STARTUP/SME COMPETITIVE BENCHMARKING 246
13.8.1 COMPANY PRODUCT FOOTPRINT 246
FIGURE 56 PRODUCT PORTFOLIO ANALYSIS OF STARTUP/SME IN THE NLP IN HEALTHCARE AND LIFE SCIENCES MARKET 246
FIGURE 57 BUSINESS STRATEGY EXCELLENCE OF STARTUP/SME IN THE NLP IN HEALTHCARE AND LIFE SCIENCES MARKET 246
TABLE 292 STARTUP/SME COMPANY OFFERING FOOTPRINT 247
TABLE 293 STARTUP/SME COMPANY REGION FOOTPRINT 247
13.9 COMPETITIVE SCENARIO AND TRENDS 248
13.9.1 PRODUCT LAUNCHES 248
TABLE 294 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: PRODUCT LAUNCHES, JANUARY 2018–MAY 2021 248
13.9.2 DEALS 249
TABLE 295 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: DEALS,
JANUARY 2018– MAY 2021 249
13.9.3 OTHERS 251
TABLE 296 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: OTHERS,
JANUARY 2018– MAY 2021 251
14 COMPANY PROFILES 252
14.1 INTRODUCTION 252
(Business and financial Overview, Solutions Offered, Recent Developments, MnM View, Key strengths/Right to Win, Strategic Choices Made, and Weaknesses and Competitive Threats)*
14.2 KEY PLAYERS 252
14.2.1 IBM 252
TABLE 297 IBM: BUSINESS OVERVIEW 252
FIGURE 58 IBM: COMPANY SNAPSHOT 253
TABLE 298 IBM: SOLUTIONS OFFERED 253
TABLE 299 IBM: PRODUCT LAUNCHES AND ENHANCEMENTS 254
TABLE 300 IBM: DEALS 254
14.2.2 GOOGLE 256
TABLE 301 GOOGLE: BUSINESS AND FINANCIAL OVERVIEW 256
FIGURE 59 GOOGLE: COMPANY SNAPSHOT 257
TABLE 302 GOOGLE: PRODUCT/SOLUTION/SERVICE OFFERED 257
TABLE 303 GOOGLE: PRODUCT LAUNCHES AND ENHANCEMENTS 258
TABLE 304 GOOGLE: DEALS 258
14.2.3 MICROSOFT 260
TABLE 305 MICROSOFT: BUSINESS OVERVIEW 260
FIGURE 60 MICROSOFT: COMPANY SNAPSHOT 261
TABLE 306 MICROSOFT: SOLUTIONS OFFERED 261
TABLE 307 MICROSOFT: PRODUCT LAUNCHES AND ENHANCEMENTS 262
TABLE 308 MICROSOFT: DEALS 263
14.2.4 3M 265
TABLE 309 3M: BUSINESS OVERVIEW 265
FIGURE 61 3M: COMPANY SNAPSHOT 266
TABLE 310 3M: SOLUTIONS OFFERED 266
TABLE 311 3M: PRODUCT LAUNCHES AND ENHANCEMENTS 267
TABLE 312 3M: DEALS 267
14.2.5 CERNER 269
TABLE 313 CERNER: BUSINESS OVERVIEW 269
FIGURE 62 CERNER: COMPANY SNAPSHOT 270
TABLE 314 CERNER: SOLUTIONS OFFERED 270
TABLE 315 CERNER: PRODUCT LAUNCHES AND ENHANCEMENTS 271
TABLE 316 CERNER: DEALS 271
14.2.6 AWS 273
TABLE 317 AWS: BUSINESS OVERVIEW 273
FIGURE 63 AWS: COMPANY SNAPSHOT 273
TABLE 318 AWS: SERVICE OFFERED 274
TABLE 319 AWS: PRODUCT LAUNCHES AND ENHANCEMENTS 274
TABLE 320 AWS: OTHERS 274
14.2.7 INOVALON 276
TABLE 321 INOVALON: BUSINESS OVERVIEW 276
FIGURE 64 INOVALON: COMPANY SNAPSHOT 276
TABLE 322 INOVALON: SOLUTIONS OFFERED 277
TABLE 323 INOVALON: PRODUCT LAUNCHES AND ENHANCEMENTS 277
TABLE 324 INOVALON: DEALS 278
14.2.8 DOLBEY 279
TABLE 325 DOLBEY: BUSINESS OVERVIEW 279
TABLE 326 DOLBEY: SOLUTIONS OFFERED 279
TABLE 327 DOLBEY: DEALS 280
14.2.9 AVERBIS 281
TABLE 328 AVERBIS: BUSINESS OVERVIEW 281
TABLE 329 AVERBIS: SOLUTIONS OFFERED 281
TABLE 330 AVERBIS: PRODUCT LAUNCHES AND ENHANCEMENTS 282
14.2.10 LINGUAMATICS 283
TABLE 331 LINGUAMATICS: BUSINESS OVERVIEW 283
TABLE 332 LINGUAMATICS: SOLUTIONS OFFERED 283
TABLE 333 LINGUAMATICS: PRODUCT LAUNCHES AND ENHANCEMENTS 284
TABLE 334 LINGUAMATICS: DEALS 284
14.2.11 APIXIO 285
14.2.12 CLINITHINK 285
14.2.13 LEXALYTICS 286
14.2.14 HEALTH FIDELITY 286
14.2.15 FLATIRON 287
14.2.16 CAPTION HEALTH 287
14.2.17 BABYLON 288
14.3 SMES/START UPS 288
14.3.1 FORESEE MEDICAL 288
14.3.2 PRESS GANEY 289
14.3.3 GNANI.AI 289
14.3.4 NOTABLE 290
14.3.5 BIOFOURMIS 290
14.3.6 SUKI 291
14.3.7 WAVE HEALTH TECHNOLOGIES 291
14.3.8 CORTI 292
14.3.9 CLOUDMEDX 292
14.3.10 ONCORA MEDICAL 293
*Details on Business and financial Overview, Solutions Offered, Recent Developments, MnM View, Key strengths/Right to Win, Strategic Choices Made, and Weaknesses and Competitive Threats might not be captured in case of unlisted companies.
15 ADJACENT AND RELATED MARKETS 294
15.1 INTRODUCTION 294
15.2 NATURAL LANGUAGE PROCESSING MARKET – GLOBAL FORECAST TO 2026 294
15.2.1 MARKET DEFINITION 294
15.2.2 MARKET OVERVIEW 294
TABLE 335 GLOBAL NATURAL LANGUAGE PROCESSING MARKET SIZE AND GROWTH RATE, 2015–2019 (USD MILLION, Y-O-Y %) 294
TABLE 336 GLOBAL NATURAL LANGUAGE PROCESSING MARKET SIZE AND GROWTH RATE, 2019–2026 (USD MILLION, Y-O-Y %) 295
15.2.2.1 NLP market, by component 295
TABLE 337 NATURAL LANGUAGE PROCESSING MARKET SIZE, BY COMPONENT,
2015–2019 (USD MILLION) 295
TABLE 338 NATURAL LANGUAGE PROCESSING MARKET SIZE, BY COMPONENT,
2019–2026 (USD MILLION) 295
15.2.2.2 NLP market, by deployment mode 296
TABLE 339 NATURAL LANGUAGE PROCESSING MARKET SIZE, BY DEPLOYMENT MODE, 2015–2019 (USD MILLION) 296
TABLE 340 NATURAL LANGUAGE PROCESSING MARKET SIZE, BY DEPLOYMENT MODE, 2019–2026 (USD MILLION) 296
15.2.2.3 NLP market, by organization size 296
TABLE 341 NATURAL LANGUAGE PROCESSING MARKET SIZE, BY ORGANIZATION SIZE, 2015–2019 (USD MILLION) 297
TABLE 342 NATURAL LANGUAGE PROCESSING MARKET SIZE, BY ORGANIZATION SIZE, 2019–2026 (USD MILLION) 297
15.2.2.4 NLP market, by type 297
TABLE 343 NATURAL LANGUAGE PROCESSING MARKET SIZE, BY TYPE,
2015–2019 (USD MILLION) 297
TABLE 344 NATURAL LANGUAGE PROCESSING MARKET SIZE, BY TYPE,
2019–2026 (USD MILLION) 298
15.2.2.5 NLP market, by region 298
TABLE 345 NATURAL LANGUAGE PROCESSING MARKET SIZE, BY REGION,
2015–2019 (USD MILLION) 298
TABLE 346 NATURAL LANGUAGE PROCESSING MARKET SIZE, BY REGION,
2019–2026 (USD MILLION) 299
15.3 MOBILE APPS AND WEB ANALYTICS MARKET – GLOBAL FORECAST TO 2025 299
15.3.1 MARKET DEFINITION 299
15.3.2 MARKET OVERVIEW 299
TABLE 347 MOBILE APPS AND WEB ANALYTICS MARKET SIZE AND GROWTH RATE, 2015–2019 (USD MILLION, Y-O-Y %) 299
TABLE 348 MOBILE APPS AND WEB ANALYTICS MARKET SIZE AND GROWTH RATE, 2019–2025 (USD MILLION, Y-O-Y %) 300
15.3.2.1 Mobile apps and web analytics market, by component 300
TABLE 349 MOBILE APPS AND WEB ANALYTICS MARKET SIZE, BY COMPONENT,
2016–2019 (USD MILLION) 300
TABLE 350 MOBILE APPS AND WEB ANALYTICS MARKET SIZE, BY COMPONENT,
2019–2025 (USD MILLION) 300
15.3.2.2 Mobile apps and web analytics market, by application 301
TABLE 351 MOBILE APPS AND WEB ANALYTICS MARKET SIZE, BY APPLICATION,
2016–2019 (USD MILLION) 301
TABLE 352 MOBILE APPS AND WEB ANALYTICS MARKET SIZE, BY APPLICATION,
2019–2025 (USD MILLION) 302
15.3.2.3 Mobile apps and web analytics market, by deployment mode 302
TABLE 353 MOBILE APPS AND WEB ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2016–2019 (USD MILLION) 302
TABLE 354 MOBILE APPS AND WEB ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2019–2025 (USD MILLION) 303
15.3.2.4 Mobile apps and web analytics market, by organization size 303
TABLE 355 MOBILE APPS AND WEB ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2016–2019 (USD MILLION) 303
TABLE 356 MOBILE APPS AND WEB ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2019–2025 (USD MILLION) 304
15.3.2.5 Mobile apps and web analytics market, by industry vertical 304
TABLE 357 MOBILE APPS AND WEB ANALYTICS MARKET SIZE, BY INDUSTRY VERTICAL, 2016–2019 (USD MILLION) 304
TABLE 358 MOBILE APPS AND WEB ANALYTICS MARKET SIZE, BY INDUSTRY VERTICAL, 2019–2025 (USD MILLION) 305
15.3.2.6 Mobile apps and web analytics market, by region 305
TABLE 359 MOBILE APPS AND WEB ANALYTICS MARKET SIZE, BY REGION,
2016–2019 (USD MILLION) 306
TABLE 360 MOBILE APPS AND WEB ANALYTICS MARKET SIZE, BY REGION,
2019–2025 (USD MILLION) 306
16 APPENDIX 307
16.1 INDUSTRY EXPERTS 307
16.2 DISCUSSION GUIDE 307
16.3 KNOWLEDGE STORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 314
16.4 AVAILABLE CUSTOMIZATIONS 316
16.5 RELATED REPORTS 316
16.6 AUTHOR DETAILS 317


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