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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

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

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.
Table of Contents

1INTRODUCTION36
1.1STUDY OBJECTIVES36
1.2MARKET DEFINITION36
1.2.1INCLUSIONS AND EXCLUSIONS37
1.3MARKET SCOPE38
1.3.1MARKET SEGMENTATION38
1.3.2YEARS CONSIDERED39
1.4CURRENCY CONSIDERED39
TABLE 1UNITED STATES DOLLAR EXCHANGE RATE, 2019–202139
1.5STAKEHOLDERS40
1.6SUMMARY OF CHANGES40
2RESEARCH METHODOLOGY41
2.1RESEARCH DATA41
FIGURE 1NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: RESEARCH DESIGN41
2.1.1SECONDARY DATA42
2.1.2PRIMARY DATA42
TABLE 2PRIMARY INTERVIEWS42
2.1.2.1Breakup of primary profiles43
2.1.2.2Key industry insights43
2.2MARKET BREAKUP AND DATA TRIANGULATION44
FIGURE 2DATA TRIANGULATION44
2.3MARKET SIZE ESTIMATION45
FIGURE 3NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES45
2.3.1TOP-DOWN APPROACH45
2.3.2BOTTOM-UP APPROACH46
FIGURE 4MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 1 (SUPPLY-SIDE): REVENUE FROM SOLUTIONS/SERVICES OF NLP IN HEALTHCARE AND LIFE SCIENCES MARKET46
FIGURE 5MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 2, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM SOLUTIONS/SERVICES OF NLP IN HEALTHCARE AND LIFE SCIENCES MARKET47
FIGURE 6MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 3, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM SOLUTIONS/SERVICES OF NLP IN HEALTHCARE AND LIFE SCIENCES MARKET48
FIGURE 7MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 4, BOTTOM-UP (DEMAND-SIDE): COMPONENT LEVEL SHARE THROUGH OVERALL NLP IN HEALTHCARE AND LIFE SCIENCES SPENDING49

2.4MARKET FORECAST50
TABLE 3FACTOR ANALYSIS50
2.5COMPANY EVALUATION MATRIX METHODOLOGY51
FIGURE 8COMPANY EVALUATION MATRIX: CRITERIA WEIGHTAGE51
2.6STARTUP/SME EVALUATION MATRIX METHODOLOGY52
FIGURE 9STARTUP/SME EVALUATION MATRIX: CRITERIA WEIGHTAGE52
2.7ASSUMPTIONS53
2.8LIMITATIONS54
3EXECUTIVE SUMMARY55
TABLE 4GLOBAL NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE AND GROWTH RATE, 2017–2021 (USD MILLION, Y-O-Y %)57
TABLE 5GLOBAL NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE AND GROWTH RATE, 2022–2027 (USD MILLION, Y-O-Y %)57
FIGURE 10SOLUTIONS SEGMENT TO DOMINATE NLP IN HEALTHCARE AND LIFE SCIENCES MARKET IN 202257
FIGURE 11PROFESSIONAL SERVICES TO HOLD LARGER MARKET SHARE OF NLP IN HEALTHCARE AND LIFE SCIENCES MARKET IN 202258
FIGURE 12SYSTEM INTEGRATION & IMPLEMENTATION SEGMENT TO LEAD NLP IN HEALTHCARE AND LIFE SCIENCES MARKET IN 202258
FIGURE 13STATISTICAL SEGMENT TO HOLD LARGEST MARKET SHARE IN NLP IN HEALTHCARE AND LIFE SCIENCES MARKET IN 202258
FIGURE 14CLINICAL TRAIL MATCHING SEGMENT TO BE LARGEST APPLICATION SEGMENT IN NLP IN HEALTHCARE AND LIFE SCIENCES MARKET IN 202259
FIGURE 15TEXT CATEGORIZATION & SUMMARIZATION SEGMENT TO BE LARGEST SEGMENT IN NLP IN HEALTHCARE AND LIFE SCIENCES MARKET IN 202259
FIGURE 16CLINICAL VARIATION MANAGEMENT SEGMENT TO ACCOUNT FOR LARGEST MARKET SHARE IN 202259
FIGURE 17CLOUD SEGMENT TO HOLD LARGEST MARKET SHARE IN 202260
FIGURE 18LARGE ENTERPRISES TO DOMINATE NLP IN HEALTHCARE AND LIFE SCIENCES MARKET IN 202260
FIGURE 19PHARMACEUTICALS SEGMENT TO GROW AT HIGHEST CAGR IN 202260
FIGURE 20NORTH AMERICA TO HOLD LARGEST MARKET SHARE AND ASIA PACIFIC TO GROW AT HIGHEST CAGR61
4PREMIUM INSIGHTS62
4.1ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN NLP IN HEALTHCARE AND LIFE SCIENCES MARKET62
FIGURE 21GROWING DEMAND TO IMPROVE ELECTRONIC HEALTH DATA USABILITY AND SIGNIFICANT HEALTH CONCERNS62
4.2NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: TOP THREE APPLICATIONS63
FIGURE 22AI CHATBOTS & VIRTUAL SCRIBE SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD63
4.3NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT AND TOP THREE END USERS63
FIGURE 23SOLUTIONS SEGMENT AND PUBLIC HEALTH & GOVERNMENT AGENCIES TO HOLD LARGEST MARKET SHARES IN NORTH AMERICA 202263
4.4NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: BY REGION64
FIGURE 24NORTH AMERICA TO HOLD LARGEST MARKET SHARE IN 202264
5MARKET OVERVIEW AND INDUSTRY TRENDS65
5.1INTRODUCTION65
5.2NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: EVOLUTION65
FIGURE 25EVOLUTION OF THE NLP IN HEALTHCARE AND LIFE SCIENCES MARKET65
5.3NLP IN HEALTHCARE AND LIFE SCIENCES: ARCHITECTURE66
FIGURE 26FUNCTIONAL ELEMENTS OF NLP IN HEALTHCARE AND LIFE SCIENCES SOLUTIONS66
5.4MARKET DYNAMICS67
FIGURE 27DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET67
5.4.1DRIVERS67
5.4.1.1Rising urge for predictive analytics to improve significant health concerns67
5.4.1.2Growing demand to improve EHR data usability68
5.4.1.3Growing need to analyze and extract insights from narrative text68
5.4.2RESTRAINTS69
5.4.2.1Specific medical sub-languages and poor input data quality69
5.4.2.2Inadequacy in advancements of NLP technology69
5.4.3OPPORTUNITIES70
5.4.3.1Assembling NLP systems to boost phenotyping capabilities70
5.4.3.2Rising demand for NLP systems to understand context of medical records70
5.4.3.3Emergence of cognitive computing for medicine applications70
5.4.4CHALLENGES71
5.4.4.1Growing regulatory compliance and privacy concerns over data security71
5.4.4.2Interoperability and reliability issues while deploying NLP algorithms71
5.4.5CUMULATIVE GROWTH ANALYSIS72
TABLE 6IMPACT OF MARKET DYNAMICS72
5.5NLP IN HEALTHCARE AND LIFE SCIENCES: ECOSYSTEM72
FIGURE 28ECOSYSTEM OF NLP IN HEALTHCARE AND LIFE SCIENCES MARKET72
5.6CASE STUDY ANALYSIS73
5.6.1CASE STUDY 1: CSL BEHRING USES NLP TO IMPROVE MEDDRA CODING AND ENHANCE QUALITY73
5.6.2CASE STUDY 2: SUPPORTING VALUE-BASED CARE AT ATRIUS HEALTH74
5.6.3CASE STUDY 3: HUMANA REDUCED COSTLY PRE-SERVICE CALLS AND IMPROVED PROVIDER EXPERIENCE WITH WATSON74
5.6.4CASE STUDY 4: BIOPHARMACEUTICAL COMPANY GAINS A COMPREHENSIVE COMPETITIVE ANALYSIS FOR THEIR ONCOLOGY PRODUCTS75
5.6.5CASE STUDY 5: PHILIPS USES AI AND ML TO IMPROVE MEDICAL IMAGING DIAGNOSTICS FOR PHILIPS HEALTHSUITE BUILT ON AWS76
5.6.6CASE STUDY 6: ATHENA BREAST HEALTH NETWORK IMPROVES WOMEN'S HEALTHCARE BY GIVING PATIENTS ACCESS TO THEIR RECORDS76
5.6.7CASE STUDY 7: HEALTHPLIX EMPOWERS DOCTORS IN INDIA WITH AN AI-POWERED ELECTRONIC MEDICAL RECORDS PLATFORM ON AWS77
5.6.8CASE STUDY 8: STRENGTHENING THE FIGHT AGAINST ANTIMICROBIAL RESISTANCE VIA DATA VISUALIZATION78
5.6.9CASE STUDY 9: SECURELY ENABLING AGILE WORLD-CLASS MEDICAL AND PATIENT CARE WHILE BOOSTING SUSTAINABILITY79
5.6.10CASE STUDY 10: SEE-MODE IMPROVES STROKE DETECTION AND PREVENTION WITH ML ON AWS79
5.6.11CASE STUDY 11: CDPHP MODERNIZES INFRASTRUCTURE AND IMPROVES ABILITY TO EXTRACT VALUABLE MEDICAL DATA ON AWS80
5.7SUPPLY CHAIN ANALYSIS81
FIGURE 29SUPPLY CHAIN ANALYSIS81
TABLE 7NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: SUPPLY CHAIN82
5.8TRENDS/DISRUPTIONS IMPACTING BUYERS/CLIENTS OF NLP IN HEALTHCARE AND LIFE SCIENCES MARKET83
FIGURE 30NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: TRENDS/DISRUPTIONS IMPACTING BUYERS/CLIENTS83
5.9TECHNOLOGY ANALYSIS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET83
5.9.1HEALTHCARE TRACKERS, WEARABLES, AND SENSORS83
5.9.2VIRTUAL REALITY84
5.9.3AUGMENTED REALITY84
5.9.43D PRINTING84
5.9.5ROBOTICS85
5.9.6NANOTECHNOLOGY85
5.9.7BIG DATA85
5.9.8BLOCKCHAIN85
5.9.9IOT86
5.10KEY CONFERENCES & EVENTS IN 2022-202386
TABLE 8NLP IN HEALTHCARE MARKET: DETAILED LIST OF CONFERENCES & EVENTS86
5.11PATENT ANALYSIS87
5.11.1METHODOLOGY87
5.11.2DOCUMENT TYPE87
TABLE 9PATENTS FILED, 2018–202187
5.11.3INNOVATION AND PATENT APPLICATIONS87
FIGURE 31NUMBER OF PATENTS GRANTED, 2018–202187
5.11.4TOP APPLICANTS88
FIGURE 32TOP 10 PATENT APPLICANTS, 2019–202288
5.12PORTER’S FIVE FORCES ANALYSIS89
TABLE 10IMPACT OF EACH FORCE ON NLP IN HEALTHCARE AND LIFE SCIENCES MARKET89
FIGURE 33PORTER’S FIVE FORCES ANALYSIS90
5.12.1THREAT OF NEW ENTRANTS90
5.12.2THREAT OF SUBSTITUTES91
5.12.3BARGAINING POWER OF SUPPLIERS91
5.12.4BARGAINING POWER OF BUYERS91
5.12.5INTENSITY OF COMPETITIVE RIVALRY92
5.13PRICING ANALYSIS92
TABLE 11AVERAGE SELLING PRICE RANGE OF SUBSCRIPTION-BASED/PAY-AS-YOU-GO NLP IN HEALTHCARE AND LIFE SCIENCES93
5.13.1BUYING CRITERIA93
FIGURE 34KEY BUYING CRITERIA FOR TOP THREE APPLICATION93
TABLE 12KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS94
5.14KEY STAKEHOLDERS & BUYING CRITERIA94
5.14.1KEY STAKEHOLDERS IN BUYING PROCESS94
FIGURE 35INFLUENCE OF STAKEHOLDERS IN BUYING PROCESS FOR TOP THREE APPLICATION94
TABLE 13INFLUENCE OF STAKEHOLDERS IN BUYING PROCESS FOR TOP THREE APPLICATIONS (%)94
5.15REGULATORY IMPLICATIONS95
5.15.1GENERAL DATA PROTECTION REGULATION95
5.15.2HEALTH INSURANCE PORTABILITY AND ACCOUNTABILITY ACT95
5.15.3HEALTH LEVEL SEVEN95
5.15.4HEALTH INSURANCE PORTABILITY AND ACCOUNTABILITY ACT OF 199695
5.15.5CEN ISO/IEEE 1107396
5.15.6HIPAA SECURITY RULE96
5.15.7HIPAA PRIVACY RULE96
5.16TARIFF AND REGULATORY LANDSCAPE97
5.16.1REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS97
TABLE 14NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS97
TABLE 15EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS98
TABLE 16ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS98
TABLE 17MIDDLE EAST & AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS99
TABLE 18LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS99
6NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT100
6.1INTRODUCTION101
6.1.1COMPONENTS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET DRIVERS101
FIGURE 36SERVICES SEGMENT TO REGISTER HIGHER CAGR DURING FORECAST PERIOD101
TABLE 19NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION)102
TABLE 20NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION)102
6.2SOLUTIONS102
TABLE 21SOLUTIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)102
TABLE 22SOLUTIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)103
FIGURE 37COUNTER FRAUD MANAGEMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD103
TABLE 23NLP IN HEALTHCARE AND LIFE SCIENCES SOLUTIONS MARKET, BY TYPE, 2017–2021 (USD MILLION)103
TABLE 24NLP IN HEALTHCARE AND LIFE SCIENCES SOLUTIONS MARKET, BY TYPE, 2022–2027 (USD MILLION)104
6.2.1CLINICAL VARIATION MANAGEMENT104
6.2.1.1Clinical variation management to boost medical research in coming years104
TABLE 25CLINICAL VARIATION MANAGEMENT: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)104
TABLE 26CLINICAL VARIATION MANAGEMENT: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)105
6.2.2POPULATION HEALTH MANAGEMENT105
6.2.2.1Need to analyze unstructured data to derive insights on non-healthcare factors105
TABLE 27POPULATION HEALTH MANAGEMENT: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)105
TABLE 28POPULATION HEALTH MANAGEMENT: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)106
6.2.3COUNTER FRAUD MANAGEMENT106
6.2.3.1Increasing instances of fraud in healthcare sector due to complex and bureaucratic processes106
TABLE 29COUNTER FRAUD MANAGEMENT: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)106
TABLE 30COUNTER FRAUD MANAGEMENT: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)107
6.2.4OTHER SOLUTIONS107
TABLE 31OTHER SOLUTIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)107
TABLE 32OTHER SOLUTIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)108
6.3SERVICES108
FIGURE 38MANAGED SERVICES TO GROW AT HIGHER CAGR DURING FORECAST PERIOD108
TABLE 33SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY TYPE, 2017–2021 (USD MILLION)109
TABLE 34SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY TYPE, 2022–2027 (USD MILLION)109
TABLE 35SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)109
TABLE 36SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)110
6.3.1PROFESSIONAL SERVICES110
6.3.1.1Need to understand unstructured data to enhance enterprise insight discovery and analytics110
FIGURE 39TRAINING & CONSULTING SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD110
TABLE 37PROFESSIONAL SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY TYPE, 2017–2021 (USD MILLION)111
TABLE 38PROFESSIONAL SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY TYPE, 2022–2027 (USD MILLION)111
TABLE 39PROFESSIONAL SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)111
TABLE 40PROFESSIONAL SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)112
6.3.1.2Training & consulting112
TABLE 41TRAINING & CONSULTING: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)112
TABLE 42TRAINING & CONSULTING: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)113
6.3.1.3System integration & implementation113
TABLE 43SYSTEM INTEGRATION & IMPLEMENTATION: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)113
TABLE 44SYSTEM INTEGRATION & IMPLEMENTATION: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)114
6.3.1.4Support & maintenance114
TABLE 45SUPPORT & MAINTENANCE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)114
TABLE 46SUPPORT & MAINTENANCE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)115
6.3.2MANAGED SERVICES115
6.3.2.1Customization needs due to ongoing demands and alterations115
TABLE 47MANAGED SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)115
TABLE 48MANAGED SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)116
7NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE117
7.1INTRODUCTION118
7.1.1NLP TYPES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET DRIVERS118
FIGURE 40STATISTICAL SEGMENT TO WITNESS HIGHEST GROWTH RATE DURING FORECAST PERIOD118
TABLE 49NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2017–2021 (USD MILLION)119
TABLE 50NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2022–2027 (USD MILLION)119
7.2RULE-BASED119
7.2.1HIGH ACCURACY PROVIDED BY RULE-BASED NLP MODELS TO GAIN POPULARITY IN COMING YEARS119
TABLE 51RULE-BASED: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)120
TABLE 52RULE-BASED: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)120
7.3STATISTICAL120
7.3.1ADOPTION OF STATISTICAL NLP FOR SENTIMENT ANALYSIS AND INFORMATION EXTRACTION120
TABLE 53STATISTICAL: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)121
TABLE 54STATISTICAL: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)121
7.4HYBRID121
7.4.1HYBRID MODELS OFFER HIGH ACCURACY, BETTER SPEED, ROBUSTNESS, AND RELIABILITY121
TABLE 55HYBRID: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)122
TABLE 56HYBRID: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)122
8NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION123
8.1INTRODUCTION124
8.1.1APPLICATIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET DRIVERS124
FIGURE 41AI CHATBOTS & VIRTUAL SCRIBE SEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD125
TABLE 57NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2017–2021 (USD MILLION)125
TABLE 58NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2022–2027 (USD MILLION)126
8.2CLINICAL DECISION SUPPORT126
TABLE 59CLINICAL DECISION SUPPORT: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)126
TABLE 60CLINICAL DECISION SUPPORT: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)127
8.3DRUG DISCOVERY127
TABLE 61DRUG DISCOVERY: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)127
TABLE 62DRUG DISCOVERY: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)128
8.4CLINICAL TRIAL MATCHING128
TABLE 63CLINICAL TRIAL MATCHING: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)128
TABLE 64CLINICAL TRIAL MATCHING: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)129
8.5DICTATION & EMR IMPLICATIONS129
TABLE 65DICTATION & EMR IMPLICATIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)129
TABLE 66DICTATION & EMR IMPLICATIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)130

8.6AUTOMATED REGISTRY REPORTING130
TABLE 67AUTOMATED REGISTRY REPORTING: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)130
TABLE 68AUTOMATED REGISTRY REPORTING: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2022–2027 (USD MILLION)131
8.7AI CHATBOTS & VIRTUAL SCRIBES131
TABLE 69AI CHATBOTS & VIRTUAL SCRIBE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)131
TABLE 70AI CHATBOTS & VIRTUAL SCRIBE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)132
8.8OTHER APPLICATIONS132
TABLE 71OTHER APPLICATIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)133
TABLE 72OTHER APPLICATIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)133
9NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE134
9.1INTRODUCTION135
9.1.1DEPLOYMENT MODES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET DRIVERS135
FIGURE 42CLOUD SEGMENT TO WITNESS HIGHER CAGR DURING FORECAST PERIOD135
TABLE 73NLP IN HEALTHCARE AND LIFE SCIENCES MARKET BY DEPLOYMENT MODE, 2017–2021 (USD MILLION)136
TABLE 74NLP IN HEALTHCARE AND LIFE SCIENCES MARKET BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)136
9.2ON-PREMISES136
TABLE 75ON-PREMISES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)137
TABLE 76ON-PREMISES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)137
9.3CLOUD138
TABLE 77CLOUD: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)138
TABLE 78CLOUD: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)138
10NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE139
10.1INTRODUCTION140
10.1.1ORGANIZATION SIZE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET DRIVERS140
FIGURE 43SMALL AND MEDIUM-SIZED ENTERPRISES SEGMENT TO REGISTER HIGHER CAGR DURING FORECAST PERIOD140
TABLE 79NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION)141
TABLE 80NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)141

10.2LARGE ENTERPRISES141
10.2.1INTEGRATING DISPARATE DATA INTO MEANINGFUL SOURCES FOR AI ALGORITHMS141
TABLE 81LARGE ENTERPRISES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)142
TABLE 82LARGE ENTERPRISES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)142
10.3SMALL AND MEDIUM-SIZED ENTERPRISES142
10.3.1SMALL AND MEDIUM-SIZED ENTERPRISES ARE AT AN EARLY STAGE OF NLP ADOPTION ACROSS HEALTHCARE FIRMS142
TABLE 83SMALL AND MEDIUM-SIZED ENTERPRISES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)143
TABLE 84SMALL AND MEDIUM-SIZED ENTERPRISES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)143
11NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TECHNIQUE144
11.1INTRODUCTION145
11.1.1NLP TECHNIQUES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET DRIVERS145
FIGURE 44SENTIMENT ANALYSIS SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD145
TABLE 85NLP IN HEALTHCARE AND LIFE SCIENCES MARKET BY NLP TECHNIQUE, 2017–2021 (USD MILLION)146
TABLE 86NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TECHNIQUE, 2022–2027 (USD MILLION)146
11.2OPTICAL CHARACTER RECOGNITION147
TABLE 87OCR: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET BY REGION, 2017–2021 (USD MILLION)147
TABLE 88OCR: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET BY REGION, 2022–2027 (USD MILLION)147
11.3INTERACTIVE VOICE RESPONSE148
TABLE 89IVR: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET BY REGION, 2017–2021 (USD MILLION)148
TABLE 90IVR: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2022–2027 (USD MILLION)148
11.4SENTIMENT ANALYSIS149
TABLE 91SENTIMENT ANALYSIS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)149
TABLE 92SENTIMENT ANALYSIS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2022–2027 (USD MILLION)149
11.5TEXT & SPEECH ANALYTICS150
TABLE 93TEXT & SPEECH ANALYTICS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)151
TABLE 94TEXT & SPEECH ANALYTICS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)151
11.6IMAGE & PATTERN RECOGNITION151
TABLE 95IMAGE & PATTERN RECOGNITION: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)152
TABLE 96IMAGE & PATTERN RECOGNITION: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)152
11.7TEXT SUMMARIZATION & CATEGORIZATION153
TABLE 97TEXT SUMMARIZATION & CATEGORIZATION: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)153
TABLE 98TEXT SUMMARIZATION & CATEGORIZATION: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)153
11.8OTHER NLP TECHNIQUES154
TABLE 99OTHER NLP TECHNIQUES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)155
TABLE 100OTHER NLP TECHNIQUES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)155
12NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER156
12.1INTRODUCTION157
12.1.1END USERS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET DRIVERS157
FIGURE 45PHARMACEUTICALS TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD157
TABLE 101NLP IN HEALTHCARE AND LIFE SCIENCES MARKET BY END USERS, 2017–2021 (USD MILLION)158
TABLE 102NLP IN HEALTHCARE AND LIFE SCIENCES MARKET BY END USERS, 2022–2027 (USD MILLION)158
12.2PUBLIC HEALTH & GOVERNMENT AGENCIES159
TABLE 103PUBLIC HEALTH & GOVERNMENT AGENCIES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET BY REGION, 2017–2021 (USD MILLION)159
TABLE 104PUBLIC HEALTH & GOVERNMENT AGENCIES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2022–2027 (USD MILLION)159
12.3MEDICAL DEVICES160
TABLE 105MEDICAL DEVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2017–2021 (USD MILLION)160
TABLE 106MEDICAL DEVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2022–2027 (USD MILLION)160
12.4HEALTHCARE INSURANCE161
TABLE 107HEALTHCARE INSURANCE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2017–2021 (USD MILLION)161
TABLE 108HEALTHCARE INSURANCE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2022–2027 (USD MILLION)162
12.5PHARMACEUTICALS162
TABLE 109PHARMACEUTICALS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2017–2021 (USD MILLION)163
TABLE 110PHARMACEUTICALS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2022–2027 (USD MILLION)163
12.6OTHER END USERS163
TABLE 111OTHER END USERS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)164
TABLE 112OTHER END USERS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2022–2027 (USD MILLION)164
13NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION165
13.1INTRODUCTION166
13.1.1REGIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET DRIVERS166
FIGURE 46ASIA PACIFIC TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD167
FIGURE 47INDIA TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD167
TABLE 113NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)168
TABLE 114NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)168
13.2NORTH AMERICA169
13.2.1NORTH AMERICA: REGULATIONS169
13.2.1.1Gramm–Leach–Bliley Act169
13.2.1.2Federal Information Security Management Act169
13.2.1.3Health Insurance Portability and Accountability Act of 1996170
13.2.1.4Health Level Seven (HL7)170
13.2.1.5Occupational Safety and Health Administration (OSHA)170
13.2.1.6California Consumer Privacy Act (CSPA)170
FIGURE 48NORTH AMERICA: MARKET SNAPSHOT171
TABLE 115NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION)171
TABLE 116NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION)172
TABLE 117NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2017–2021 (USD MILLION)172
TABLE 118NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2022–2027 (USD MILLION)172
TABLE 119NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2017–2021 (USD MILLION)173
TABLE 120NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2022–2027 (USD MILLION)173
TABLE 121NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2017–2021 (USD MILLION)173
TABLE 122NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2022–2027 (USD MILLION)173
TABLE 123NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION)174
TABLE 124NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)174
TABLE 125NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION)174
TABLE 126NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)174
TABLE 127NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2017–2021 (USD MILLION)175
TABLE 128NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2022–2027 (USD MILLION)175
TABLE 129NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2017–2021 (USD MILLION)175
TABLE 130NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2022–2027 (USD MILLION)176
TABLE 131NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2017–2021 (USD MILLION)176
TABLE 132NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2022–2027 (USD MILLION)177
TABLE 133NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2017–2021 (USD MILLION)177
TABLE 134NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2022–2027 (USD MILLION)177
TABLE 135NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COUNTRY, 2017–2021 (USD MILLION)178
TABLE 136NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COUNTRY, 2022–2027 (USD MILLION)178
13.2.2US178
13.2.2.1Rapid adoption and use of innovative NLP solutions178
TABLE 137US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION)179
TABLE 138US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION)179
TABLE 139US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2017–2021 (USD MILLION)179
TABLE 140US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2022–2027 (USD MILLION)179
TABLE 141US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2017–2021 (USD MILLION)180
TABLE 142US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2022–2027 (USD MILLION)180
TABLE 143US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2017–2021 (USD MILLION)180
TABLE 144US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2022–2027 (USD MILLION)180
TABLE 145US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION)181
TABLE 146US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)181
TABLE 147US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION)181
TABLE 148US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)181
TABLE 149US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2017–2021 (USD MILLION)182
TABLE 150US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2022–2027 (USD MILLION)182
TABLE 151US: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2017–2021 (USD MILLION)182
TABLE 152US: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2022–2027 (USD MILLION)183
TABLE 153US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2017–2021 (USD MILLION)183
TABLE 154US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2022–2027 (USD MILLION)184
TABLE 155US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2017–2021 (USD MILLION)184
TABLE 156US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2022–2027 (USD MILLION)184
13.2.3CANADA185
13.2.3.1Favorable startup ecosystem to implement AI technologies185
TABLE 157CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION)185
TABLE 158CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION)185
TABLE 159CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2017–2021 (USD MILLION)186
TABLE 160CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2022–2027 (USD MILLION)186
TABLE 161CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2017–2021 (USD MILLION)186
TABLE 162CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2022–2027 (USD MILLION)186
TABLE 163CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2017–2021 (USD MILLION)187
TABLE 164CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2022–2027 (USD MILLION)187
TABLE 165CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION)187
TABLE 166CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)187
TABLE 167CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION)188
TABLE 168CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)188
TABLE 169CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2017–2021 (USD MILLION)188
TABLE 170CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2022–2027 (USD MILLION)188
TABLE 171CANADA: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2017–2021 (USD MILLION)189
TABLE 172CANADA: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2022–2027 (USD MILLION)189
TABLE 173CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2017–2021 (USD MILLION)190
TABLE 174CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2022–2027 (USD MILLION)190
TABLE 175CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2017–2021 (US

Report Title: 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


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