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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

Market Report I 2022-09-02 I 348 Pages I MarketsandMarkets

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.

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
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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
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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

13.3 EUROPE 191
13.3.1 EUROPE: REGULATIONS 192
13.3.1.1 General Data Protection Regulation 192
13.3.1.2 European Committee for Standardization 192
13.3.1.3 European Technical Standards Institute 192
13.3.1.4 European Centre for Disease Prevention and Control 192
13.3.1.5 European Federation of Pharmaceutical Industries and Associations 192
TABLE 177 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017-2021 (USD MILLION) 193
TABLE 178 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022-2027 (USD MILLION) 193
TABLE 179 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2017-2021 (USD MILLION) 193
TABLE 180 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2022-2027 (USD MILLION) 193
TABLE 181 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2017-2021 (USD MILLION) 194
TABLE 182 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2022-2027 (USD MILLION) 194
TABLE 183 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2017-2021 (USD MILLION) 194
TABLE 184 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2022-2027 (USD MILLION) 194
TABLE 185 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017-2021 (USD MILLION) 195
TABLE 186 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022-2027 (USD MILLION) 195
TABLE 187 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017-2021 (USD MILLION) 195
TABLE 188 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD MILLION) 195
TABLE 189 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2017-2021 (USD MILLION) 196
TABLE 190 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2022-2027 (USD MILLION) 196
TABLE 191 EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2017-2021 (USD MILLION) 196
TABLE 192 EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2022-2027 (USD MILLION) 197
TABLE 193 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2017-2021 (USD MILLION) 197
TABLE 194 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2022-2027 (USD MILLION) 198
TABLE 195 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2017-2021 (USD MILLION) 198
TABLE 196 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2022-2027 (USD MILLION) 198
TABLE 197 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COUNTRY, 2017-2021 (USD MILLION) 199
TABLE 198 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COUNTRY, 2022-2027 (USD MILLION) 199
13.3.2 UK 199
13.3.2.1 Increasing usage of online platforms to help healthcare companies manage patient queries efficiently 199
TABLE 199 UK: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017-2021 (USD MILLION) 200
TABLE 200 UK: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022-2027 (USD MILLION) 200
TABLE 201 UK: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017-2021 (USD MILLION) 200
TABLE 202 UK: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022-2027 (USD MILLION) 200
TABLE 203 UK: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017-2021 (USD MILLION) 201
TABLE 204 UK: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD MILLION) 201
13.3.3 GERMANY 201
13.3.3.1 Growing digital mobility and digital spending across the healthcare industry 201
TABLE 205 GERMANY: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017-2021 (USD MILLION) 201
TABLE 206 GERMANY: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022-2027 (USD MILLION) 202
TABLE 207 GERMANY: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017-2021 (USD MILLION) 202
TABLE 208 GERMANY: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022-2027 (USD MILLION) 202
TABLE 209 GERMANY: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017-2021 (USD MILLION) 202
TABLE 210 GERMANY: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD MILLION) 203
13.3.4 FRANCE 203
13.3.4.1 Growing concerns of NLP vendors over managing clinical data due to digital transformation 203
TABLE 211 FRANCE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017-2021 (USD MILLION) 203
TABLE 212 FRANCE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022-2027 (USD MILLION) 203
TABLE 213 FRANCE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017-2021 (USD MILLION) 204
TABLE 214 FRANCE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022-2027 (USD MILLION) 204
TABLE 215 FRANCE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017-2021 (USD MILLION) 204
TABLE 216 FRANCE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD MILLION) 204
13.3.4.2 REST OF EUROPE 205
TABLE 217 REST OF EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017-2021 (USD MILLION) 205
TABLE 218 REST OF EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022-2027 (USD MILLION) 205
TABLE 219 REST OF EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017-2021 (USD MILLION) 205
TABLE 220 REST OF EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022-2027 (USD MILLION) 206
TABLE 221 REST OF EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017-2021 (USD MILLION) 206
TABLE 222 REST OF EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD MILLION) 206
13.4 ASIA PACIFIC 207
13.4.1 ASIA PACIFIC: REGULATIONS 207
13.4.1.1 Personal Data Protection Act 207
13.4.1.2 International Organization for Standardization 27001 208
13.4.1.3 Act on the Protection of Personal Information 208
13.4.1.4 Critical Information Infrastructure 208
FIGURE 49 ASIA PACIFIC: MARKET SNAPSHOT 209
TABLE 223 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017-2021 (USD MILLION) 209
TABLE 224 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022-2027 (USD MILLION) 210
TABLE 225 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2017-2021 (USD MILLION) 210
TABLE 226 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2022-2027 (USD MILLION) 210
TABLE 227 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2017-2021 (USD MILLION) 210
TABLE 228 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2022-2027 (USD MILLION) 211
TABLE 229 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2017-2021 (USD MILLION) 211
TABLE 230 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2022-2027 (USD MILLION) 211
TABLE 231 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017-2021 (USD MILLION) 211
TABLE 232 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022-2027 (USD MILLION) 212
TABLE 233 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017-2021 (USD MILLION) 212
TABLE 234 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD MILLION) 212
TABLE 235 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2017-2021 (USD MILLION) 212
TABLE 236 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2022-2027 (USD MILLION) 213
TABLE 237 ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2017-2021 (USD MILLION) 213
TABLE 238 ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2022-2027 (USD MILLION) 213
TABLE 239 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2017-2021 (USD MILLION) 214
TABLE 240 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2022-2027 (USD MILLION) 214
TABLE 241 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2017-2021 (USD MILLION) 214
TABLE 242 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2022-2027 (USD MILLION) 215
TABLE 243 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COUNTRY, 2017-2021 (USD MILLION) 215
TABLE 244 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COUNTRY, 2022-2027 (USD MILLION) 215
13.4.2 CHINA 216
13.4.2.1 Growing need to manage huge amount of clinical data efficiently 216
TABLE 245 CHINA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017-2021 (USD MILLION) 216
TABLE 246 CHINA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022-2027 (USD MILLION) 216
TABLE 247 CHINA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017-2021 (USD MILLION) 216
TABLE 248 CHINA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022-2027 (USD MILLION) 217
TABLE 249 CHINA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017-2021 (USD MILLION) 217
TABLE 250 CHINA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD MILLION) 217
13.4.3 JAPAN 217
13.4.3.1 Growing adoption of AI and NLP technologies to handle patient data 217
TABLE 251 JAPAN: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017-2021 (USD MILLION) 218
TABLE 252 JAPAN: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022-2027 (USD MILLION) 218
TABLE 253 JAPAN: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017-2021 (USD MILLION) 218
TABLE 254 JAPAN: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022-2027 (USD MILLION) 218
TABLE 255 JAPAN: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017-2021 (USD MILLION) 219
TABLE 256 JAPAN: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD MILLION) 219
13.4.4 INDIA 219
13.4.4.1 Increasing government initiatives and innovative technologies to fuel the demand 219
TABLE 257 INDIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017-2021 (USD MILLION) 219
TABLE 258 INDIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022-2027 (USD MILLION) 220
TABLE 259 INDIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017-2021 (USD MILLION) 220
TABLE 260 INDIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022-2027 (USD MILLION) 220
TABLE 261 INDIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017-2021 (USD MILLION) 220
TABLE 262 INDIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD MILLION) 221
13.4.4.2 Rest of Asia Pacific 221
TABLE 263 REST OF ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017-2021 (USD MILLION) 221
TABLE 264 REST OF ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022-2027 (USD MILLION) 221
TABLE 265 REST OF ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017-2021 (USD MILLION) 222
TABLE 266 REST OF ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022-2027 (USD MILLION) 222
TABLE 267 REST OF ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017-2021 (USD MILLION) 222
TABLE 268 REST OF ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD MILLION) 222
13.5 MIDDLE EAST AND AFRICA 223
13.5.1 MIDDLE EAST AND AFRICA: REGULATIONS 223
13.5.1.1 UAE Ministry of Health 223
13.5.1.2 Health Authority - Abu Dhabi 223
13.5.1.3 Dubai Health Authority 223
13.5.1.4 Federal Law No. 2 of 2019 (Health Data Law) 224
13.5.1.5 Israeli Privacy Protection Regulations (Data Security), 5777-2017 224
13.5.1.6 Applicability of the GDPR in companies from the KSA 224
13.5.1.7 Protection of Personal Information Act 224
TABLE 269 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017-2021 (USD MILLION) 225
TABLE 270 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022-2027 (USD MILLION) 225
TABLE 271 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2017-2021 (USD MILLION) 225
TABLE 272 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2022-2027 (USD MILLION) 225
TABLE 273 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2017-2021 (USD MILLION) 226
TABLE 274 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2022-2027 (USD MILLION) 226
TABLE 275 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2017-2021 (USD MILLION) 226
TABLE 276 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2022-2027 (USD MILLION) 226
TABLE 277 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017-2021 (USD MILLION) 227
TABLE 278 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022-2027 (USD MILLION) 227
TABLE 279 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017-2021 (USD MILLION) 227
TABLE 280 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD MILLION) 227
TABLE 281 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2017-2021 (USD MILLION) 228
TABLE 282 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2022-2027 (USD MILLION) 228
TABLE 283 MIDDLE EAST AND AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2017-2021 (USD MILLION) 228
TABLE 284 MIDDLE EAST AND AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2022-2027 (USD MILLION) 229
TABLE 285 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2017-2021 (USD MILLION) 229
TABLE 286 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2022-2027 (USD MILLION) 230
TABLE 287 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2017-2021 (USD MILLION) 230
TABLE 288 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2022-2027 (USD MILLION) 230
TABLE 289 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COUNTRY, 2017-2021 (USD MILLION) 231
TABLE 290 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COUNTRY, 2022-2027 (USD MILLION) 231
13.5.2 SAUDI ARABIA 231
13.5.2.1 Increasing initiatives by government and private sectors for technological adoption to drive market growth 231
TABLE 291 SAUDI ARABIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017-2021 (USD MILLION) 232
TABLE 292 SAUDI ARABIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022-2027 (USD MILLION) 232
TABLE 293 SAUDI ARABIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017-2021 (USD MILLION) 232
TABLE 294 SAUDI ARABIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022-2027 (USD MILLION) 232
TABLE 295 SAUDI ARABIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017-2021 (USD MILLION) 233
TABLE 296 SAUDI ARABIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD MILLION) 233
13.5.3 UAE 233
13.5.3.1 Growing investments in AI tools and technologies in healthcare sector to support market growth 233
TABLE 297 UAE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017-2021 (USD MILLION) 233
TABLE 298 UAE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022-2027 (USD MILLION) 234
TABLE 299 UAE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017-2021 (USD MILLION) 234
TABLE 300 UAE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022-2027 (USD MILLION) 234
TABLE 301 UAE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017-2021 (USD MILLION) 234
TABLE 302 UAE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD MILLION) 235
13.5.4 SOUTH AFRICA 235
13.5.4.1 Growing digitalization offers opportunities for NLP in healthcare and life sciences market 235
TABLE 303 SOUTH AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017-2021 (USD MILLION) 235
TABLE 304 SOUTH AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022-2027 (USD MILLION) 235
TABLE 305 SOUTH AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017-2021 (USD MILLION) 236
TABLE 306 SOUTH AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022-2027 (USD MILLION) 236
TABLE 307 SOUTH AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017-2021 (USD MILLION) 236
TABLE 308 SOUTH AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD MILLION) 236
13.5.5 REST OF MIDDLE EAST AND AFRICA 237
TABLE 309 REST OF MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017-2021 (USD MILLION) 237
TABLE 310 REST OF MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022-2027 (USD MILLION) 237
TABLE 311 REST OF MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017-2021 (USD MILLION) 238
TABLE 312 REST OF MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022-2027 (USD MILLION) 238
TABLE 313 REST OF MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017-2021 (USD MILLION) 238
TABLE 314 REST OF MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD MILLION) 238
13.6 LATIN AMERICA 239
13.6.1 LATIN AMERICA: REGULATIONS 239
13.6.1.1 General Health Law 239
13.6.1.2 ANVISA - Brazil National Health Surveillance Agency 239
13.6.1.3 Brazil Data Protection Law 240
13.6.1.4 Argentina Personal Data Protection Law No. 25.326 240
TABLE 315 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017-2021 (USD MILLION) 240
TABLE 316 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022-2027 (USD MILLION) 241
TABLE 317 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2017-2021 (USD MILLION) 241
TABLE 318 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2022-2027 (USD MILLION) 241
TABLE 319 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2017-2021 (USD MILLION) 241
TABLE 320 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2022-2027 (USD MILLION) 242
TABLE 321 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2017-2021 (USD MILLION) 242
TABLE 322 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2022-2027 (USD MILLION) 242
TABLE 323 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017-2021 (USD MILLION) 242
TABLE 324 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022-2027 (USD MILLION) 243
TABLE 325 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017-2021 (USD MILLION) 243
TABLE 326 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD MILLION) 243
TABLE 327 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2017-2021 (USD MILLION) 243
TABLE 328 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2022-2027 (USD MILLION) 244
TABLE 329 LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2017-2021 (USD MILLION) 244
TABLE 330 LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2022-2027 (USD MILLION) 244
TABLE 331 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2017-2021 (USD MILLION) 245
TABLE 332 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2022-2027 (USD MILLION) 245
TABLE 333 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2017-2021 (USD MILLION) 245
TABLE 334 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2022-2027 (USD MILLION) 246
TABLE 335 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COUNTRY, 2017-2021 (USD MILLION) 246
TABLE 336 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COUNTRY, 2022-2027 (USD MILLION) 246
13.6.2 BRAZIL 247
13.6.2.1 Increased number of healthcare regulatory bodies to promote investment and penetration 247
TABLE 337 BRAZIL: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017-2021 (USD MILLION) 247
TABLE 338 BRAZIL: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022-2027 (USD MILLION) 247
TABLE 339 BRAZIL: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017-2021 (USD MILLION) 248
TABLE 340 BRAZIL: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022-2027 (USD MILLION) 248
TABLE 341 BRAZIL: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017-2021 (USD MILLION) 248
TABLE 342 BRAZIL: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD MILLION) 248
13.6.3 MEXICO 249
13.6.3.1 Development of new technology policies and increasing AI investments to boost market growth 249
TABLE 343 MEXICO: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017-2021 (USD MILLION) 249
TABLE 344 MEXICO: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022-2027 (USD MILLION) 249
TABLE 345 MEXICO: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017-2021 (USD MILLION) 250
TABLE 346 MEXICO: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022-2027 (USD MILLION) 250
TABLE 347 MEXICO: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017-2021 (USD MILLION) 250
TABLE 348 MEXICO: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD MILLION) 250
13.6.4 REST OF LATIN AMERICA 251
TABLE 349 REST OF LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017-2021 (USD MILLION) 251
TABLE 350 REST OF LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022-2027 (USD MILLION) 251
TABLE 351 REST OF LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017-2021 (USD MILLION) 251
TABLE 352 REST OF LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022-2027 (USD MILLION) 252
TABLE 353 REST OF LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017-2021 (USD MILLION) 252
TABLE 354 REST OF LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD MILLION) 252
14 COMPETITIVE LANDSCAPE 253
14.1 OVERVIEW 253
14.2 KEY PLAYER STRATEGIES 253
TABLE 355 OVERVIEW OF STRATEGIES ADOPTED BY KEY NLP VENDORS 253
14.3 REVENUE ANALYSIS 255
14.3.1 HISTORICAL REVENUE ANALYSIS 256
FIGURE 50 HISTORICAL REVENUE ANALYSIS OF TOP FIVE LEADING PLAYERS, 2019-2021 (USD MILLION) 256
?
14.4 MARKET SHARE ANALYSIS 256
FIGURE 51 MARKET SHARE ANALYSIS FOR KEY COMPANIES 257
TABLE 356 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: DEGREE OF COMPETITION 257
14.5 MARKET EVALUATION FRAMEWORK 258
FIGURE 52 MARKET EVALUATION FRAMEWORK: EXPANSIONS AND CONSOLIDATIONS IN NLP IN HEALTHCARE AND LIFE SCIENCES MARKET BETWEEN 2020-2022 258
14.6 COMPANY EVALUATION QUADRANT 259
14.6.1 STARS 259
14.6.2 EMERGING LEADERS 259
14.6.3 PERVASIVE PLAYERS 259
14.6.4 PARTICIPANTS 259
FIGURE 53 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: COMPANY EVALUATION QUADRANT, 2022 260
14.7 COMPETITIVE BENCHMARKING 261
14.7.1 COMPANY PRODUCT FOOTPRINT 261
FIGURE 54 PRODUCT PORTFOLIO ANALYSIS OF TOP PLAYERS IN NLP IN HEALTHCARE AND LIFE SCIENCES MARKET 261
FIGURE 55 BUSINESS STRATEGY EXCELLENCE OF TOP PLAYERS IN NLP IN HEALTHCARE AND LIFE SCIENCES MARKET 262
TABLE 357 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: COMPETITIVE BENCHMARKING OF TOP 10 KEY PLAYERS 263
14.8 STARTUP/SME EVALUATION QUADRANT 263
14.8.1 PROGRESSIVE COMPANIES 263
14.8.2 RESPONSIVE COMPANIES 264
14.8.3 DYNAMIC COMPANIES 264
14.8.4 STARTING BLOCKS 264
FIGURE 56 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, STARTUP/SME EVALUATION QUADRANT 264
14.9 STARTUP/SME COMPETITIVE BENCHMARKING 265
14.9.1 COMPANY PRODUCT FOOTPRINT 265
FIGURE 57 PRODUCT PORTFOLIO ANALYSIS OF STARTUP/SME IN NLP IN HEALTHCARE AND LIFE SCIENCES MARKET 265
FIGURE 58 BUSINESS STRATEGY EXCELLENCE OF STARTUP/SME IN NLP IN HEALTHCARE AND LIFE SCIENCES MARKET 266
TABLE 358 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: COMPETITIVE BENCHMARKING OF STARTUP/SMES 266
TABLE 359 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: DETAILED LIST OF KEY STARTUPS/SMES 267
14.10 COMPETITIVE SCENARIO AND TRENDS 268
14.10.1 NEW PRODUCT LAUNCHES 268
TABLE 360 NEW SERVICE/PRODUCT LAUNCHES, 2019-2022 268
14.10.2 DEALS 271
TABLE 361 DEALS, 2019-2022 271
?
15 COMPANY PROFILES 275
15.1 INTRODUCTION 275
(Business overview, Products/Solutions/Services offered, Recent developments & MnM View)*
15.2 KEY PLAYERS 275
15.2.1 IBM 275
TABLE 362 IBM: BUSINESS OVERVIEW 276
FIGURE 59 IBM: COMPANY SNAPSHOT 276
TABLE 363 IBM: SOLUTIONS AND SERVICES OFFERED 277
TABLE 364 IBM: PRODUCT LAUNCHES AND ENHANCEMENTS 277
TABLE 365 IBM: DEALS 278
15.2.2 MICROSOFT 280
TABLE 366 MICROSOFT: BUSINESS OVERVIEW 280
FIGURE 60 MICROSOFT: COMPANY SNAPSHOT 281
TABLE 367 MICROSOFT: SOLUTIONS AND SERVICES OFFERED 282
TABLE 368 MICROSOFT: PRODUCT LAUNCHES AND ENHANCEMENTS 283
TABLE 369 MICROSOFT: DEALS 283
15.2.3 GOOGLE 285
TABLE 370 GOOGLE: BUSINESS OVERVIEW 285
FIGURE 61 GOOGLE: COMPANY SNAPSHOT 286
TABLE 371 GOOGLE: SOLUTIONS OFFERED 286
TABLE 372 GOOGLE: PRODUCT LAUNCHES AND ENHANCEMENTS 287
TABLE 373 GOOGLE: DEALS 287
15.2.4 AWS 289
TABLE 374 AWS: BUSINESS OVERVIEW 289
FIGURE 62 AWS: COMPANY SNAPSHOT 289
TABLE 375 AWS: SOLUTIONS OFFERED 290
TABLE 376 AWS: PRODUCT LAUNCHES AND ENHANCEMENTS 290
TABLE 377 AWS: DEALS 291
15.2.5 IQVIA 292
TABLE 378 IQVIA: BUSINESS OVERVIEW 292
FIGURE 63 IQVIA: COMPANY SNAPSHOT 293
TABLE 379 IQVIA: SOLUTIONS OFFERED 293
TABLE 380 IQVIA: PRODUCT LAUNCHES AND ENHANCEMENTS 294
TABLE 381 IQVIA: DEALS 295
15.2.6 ORACLE 296
TABLE 382 ORACLE: BUSINESS OVERVIEW 296
FIGURE 64 ORACLE: COMPANY SNAPSHOT 297
TABLE 383 ORACLE: SOLUTIONS AND SERVICES OFFERED 297
TABLE 384 ORACLE: PRODUCT LAUNCHES AND ENHANCEMENTS 298
TABLE 385 ORACLE: DEALS 298
15.2.7 INOVALON 299
TABLE 386 INOVALON: BUSINESS OVERVIEW 299
TABLE 387 INOVALON: SOLUTIONS AND SERVICES OFFERED 299
TABLE 388 INOVALON: PRODUCT LAUNCHES AND ENHANCEMENTS 300
TABLE 389 INOVALON: DEALS 300
15.2.8 DOLBEY 301
TABLE 390 DOLBEY: BUSINESS OVERVIEW 301
TABLE 391 DOLBEY: SOLUTIONS OFFERED 301
TABLE 392 DOLBEY: PRODUCT LAUNCHES AND ENHANCEMENTS 302
TABLE 393 DOLBEY: DEALS 302
15.2.9 AVERBIS 303
TABLE 394 AVERBIS: BUSINESS OVERVIEW 303
TABLE 395 AVERBIS: SOLUTIONS OFFERED 303
TABLE 396 AVERBIS: PRODUCT LAUNCHES AND ENHANCEMENTS 304
15.2.10 SAS INSTITUTE 305
TABLE 397 SAS INSTITUTE: BUSINESS OVERVIEW 305
FIGURE 65 SAS INSTITUTE: COMPANY SNAPSHOT 306
TABLE 398 SAS INSTITUTE: SOLUTIONS OFFERED 306
TABLE 399 SAS INSTITUTE: PRODUCT LAUNCHES AND ENHANCEMENTS 307
TABLE 400 SAS INSTITUTE: DEALS 307
*Details on Business overview, Products/Solutions/Services offered, Recent developments & MnM View might not be captured in case of unlisted companies.
15.3 OTHER KEY PLAYERS 308
15.3.1 PRESS GANEY 308
15.3.2 ELLIPSIS HEALTH 309
15.3.3 HEALTH FIDELITY 310
15.3.4 LEXALYTICS 311
15.3.5 CENTENE 312
15.3.6 CAPTION HEALTH 313
15.3.7 CLINITHINK 313
15.3.8 HPE 314
15.3.9 ONCORA MEDICAL 314
15.3.10 FLATIRON HEALTH 315
15.3.11 APIXIO 315
15.4 STARTUP OR SMES 316
15.4.1 FORESEE MEDICAL 316
15.4.2 GNANI.AI 316
15.4.3 NOTABLE 317
15.4.4 BIOFOURMIS 317
15.4.5 SUKI 318
15.4.6 WAVE HEALTH TECHNOLOGIES 318
15.4.7 CORTI 319
15.4.8 CLOUDMEDX 319
15.4.9 MEDINREAL 320
15.4.10 EMTELLIGENT 320
16 ADJACENT AND RELATED MARKETS 321
16.1 INTRODUCTION 321
16.2 NLP MARKET - GLOBAL FORECAST TO 2027 321
16.2.1 MARKET DEFINITION 321
16.2.2 MARKET OVERVIEW 321
16.2.2.1 NLP market, by component 321
TABLE 401 NATURAL LANGUAGE PROCESSING MARKET, BY COMPONENT, 2016-2021 (USD MILLION) 322
TABLE 402 NATURAL LANGUAGE PROCESSING MARKET, BY COMPONENT, 2022-2027 (USD MILLION) 322
16.2.2.2 NLP market, by type 322
TABLE 403 NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2016-2021 (USD MILLION) 322
TABLE 404 NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2022-2027 (USD MILLION) 323
16.2.2.3 NLP market, by deployment mode 323
TABLE 405 NATURAL LANGUAGE PROCESSING MARKET, BY DEPLOYMENT MODE, 2016-2021 (USD MILLION) 323
TABLE 406 NATURAL LANGUAGE PROCESSING MARKET, BY DEPLOYMENT MODE, 2022-2027 (USD MILLION) 323
16.2.2.4 NLP market, by organization size 324
TABLE 407 NATURAL LANGUAGE PROCESSING MARKET, BY ORGANIZATION SIZE, 2016-2021 (USD MILLION) 324
TABLE 408 NATURAL LANGUAGE PROCESSING MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD MILLION) 324
16.2.2.5 NLP market, by application 324
TABLE 409 NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION, 2016-2021 (USD MILLION) 325
TABLE 410 NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION, 2022-2027 (USD MILLION) 325
16.2.2.6 NLP market, by technology 325
TABLE 411 NATURAL LANGUAGE PROCESSING MARKET, BY TECHNOLOGY, 2016-2021 (USD MILLION) 326
TABLE 412 NATURAL LANGUAGE PROCESSING MARKET, BY TECHNOLOGY, 2022-2027 (USD MILLION) 326
16.2.2.7 NLP market, by vertical 326
TABLE 413 NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL, 2016-2021 (USD MILLION) 327
TABLE 414 NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL, 2022-2027 (USD MILLION) 327
16.2.2.8 NLP market, by region 328
TABLE 415 NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2016-2021 (USD MILLION) 328
TABLE 416 NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2022-2027 (USD MILLION) 328
16.3 CHATBOT MARKET - GLOBAL FORECAST TO 2026 329
16.3.1 MARKET DEFINITION 329
16.3.2 MARKET OVERVIEW 329
16.3.2.1 Chatbot market, by component 329
TABLE 417 CHATBOT MARKET, BY COMPONENT, 2015-2019 (USD MILLION) 329
TABLE 418 CHATBOT MARKET, BY COMPONENT, 2020-2026 (USD MILLION) 330
16.3.2.2 Chatbot market, by type 330
TABLE 419 CHATBOT MARKET, BY TYPE, 2015-2019 (USD MILLION) 330
TABLE 420 CHATBOT MARKET, BY TYPE, 2020-2026 (USD MILLION) 330
16.3.2.3 Chatbot market, by deployment mode 331
TABLE 421 CHATBOT MARKET, BY DEPLOYMENT MODE, 2015-2019 (USD MILLION) 331
TABLE 422 CHATBOT MARKET, BY DEPLOYMENT MODE, 2020-2026 (USD MILLION) 331
16.3.2.4 Chatbot market, by channel integration 331
TABLE 423 CHATBOT MARKET, BY CHANNEL INTEGRATION, 2015-2019 (USD MILLION) 331
TABLE 424 CHATBOT MARKET, BY CHANNEL INTEGRATION, 2020-2026 (USD MILLION) 332
16.3.2.5 Chatbot market, by business function 332
TABLE 425 CHATBOT MARKET, BY BUSINESS FUNCTION, 2015-2019 (USD MILLION) 332
TABLE 426 CHATBOT MARKET, BY BUSINESS FUNCTION, 2020-2026 (USD MILLION) 332
16.3.2.6 Chatbot market, by application 333
TABLE 427 CHATBOT MARKET, BY APPLICATION, 2015-2019 (USD MILLION) 333
TABLE 428 CHATBOT MARKET, BY APPLICATION, 2020-2026 (USD MILLION) 333
16.3.2.7 Chatbot market, by vertical 334
TABLE 429 CHATBOT MARKET, BY VERTICAL, 2015-2019 (USD MILLION) 334
TABLE 430 CHATBOT MARKET, BY VERTICAL, 2020-2026 (USD MILLION) 334
16.3.2.8 Chatbot market, by region 335
TABLE 431 CHATBOT MARKET, BY REGION, 2015-2019 (USD MILLION) 335
TABLE 432 CHATBOT MARKET, BY REGION, 2020-2026 (USD MILLION) 335
17 APPENDIX 336
17.1 INDUSTRY EXPERTS 336
17.2 DISCUSSION GUIDE 336
17.3 KNOWLEDGESTORE: MARKETSANDMARKETS SUBSCRIPTION PORTAL 344
17.4 CUSTOMIZATION OPTIONS 346
17.5 RELATED REPORTS 346
17.6 AUTHOR DETAILS 347

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