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.
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.
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%
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
1.1 STUDY OBJECTIVES
1.2 MARKET DEFINITION
1.2.1 INCLUSIONS AND EXCLUSIONS
1.3 MARKET SCOPE
1.3.1 MARKET SEGMENTATION
1.3.2 YEARS CONSIDERED
1.4 CURRENCY CONSIDERED
TABLE 1 UNITED STATES DOLLAR EXCHANGE RATE, 2019–2021
1.5 STAKEHOLDERS
1.6 SUMMARY OF CHANGES
2 RESEARCH METHODOLOGY
2.1 RESEARCH DATA
FIGURE 1 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: RESEARCH DESIGN
2.1.1 SECONDARY DATA
2.1.2 PRIMARY DATA
TABLE 2 PRIMARY INTERVIEWS
2.1.2.1 Breakup of primary profiles
2.1.2.2 Key industry insights
2.2 MARKET BREAKUP AND DATA TRIANGULATION
FIGURE 2 DATA TRIANGULATION
2.3 MARKET SIZE ESTIMATION
FIGURE 3 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES
2.3.1 TOP-DOWN APPROACH
2.3.2 BOTTOM-UP APPROACH
FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 1 (SUPPLY-SIDE): REVENUE FROM SOLUTIONS/SERVICES OF NLP IN HEALTHCARE AND LIFE SCIENCES MARKET
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
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
FIGURE 7 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 4, BOTTOM-UP (DEMAND-SIDE): COMPONENT LEVEL SHARE THROUGH OVERALL NLP IN HEALTHCARE AND LIFE SCIENCES SPENDING
2.4 MARKET FORECAST
TABLE 3 FACTOR ANALYSIS
2.5 COMPANY EVALUATION MATRIX METHODOLOGY
FIGURE 8 COMPANY EVALUATION MATRIX: CRITERIA WEIGHTAGE
2.6 STARTUP/SME EVALUATION MATRIX METHODOLOGY
FIGURE 9 STARTUP/SME EVALUATION MATRIX: CRITERIA WEIGHTAGE
2.7 ASSUMPTIONS
2.8 LIMITATIONS
3 EXECUTIVE SUMMARY
TABLE 4 GLOBAL NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE AND GROWTH RATE, 2017–2021 (USD MILLION, Y-O-Y %)
TABLE 5 GLOBAL NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE AND GROWTH RATE, 2022–2027 (USD MILLION, Y-O-Y %)
FIGURE 10 SOLUTIONS SEGMENT TO DOMINATE NLP IN HEALTHCARE AND LIFE SCIENCES MARKET IN 2022
FIGURE 11 PROFESSIONAL SERVICES TO HOLD LARGER MARKET SHARE OF NLP IN HEALTHCARE AND LIFE SCIENCES MARKET IN 2022
FIGURE 12 SYSTEM INTEGRATION & IMPLEMENTATION SEGMENT TO LEAD NLP IN HEALTHCARE AND LIFE SCIENCES MARKET IN 2022
FIGURE 13 STATISTICAL SEGMENT TO HOLD LARGEST MARKET SHARE IN NLP IN HEALTHCARE AND LIFE SCIENCES MARKET IN 2022
FIGURE 14 CLINICAL TRAIL MATCHING SEGMENT TO BE LARGEST APPLICATION SEGMENT IN NLP IN HEALTHCARE AND LIFE SCIENCES MARKET IN 2022
FIGURE 15 TEXT CATEGORIZATION & SUMMARIZATION SEGMENT TO BE LARGEST SEGMENT IN NLP IN HEALTHCARE AND LIFE SCIENCES MARKET IN 2022
FIGURE 16 CLINICAL VARIATION MANAGEMENT SEGMENT TO ACCOUNT FOR LARGEST MARKET SHARE IN 2022
FIGURE 17 CLOUD SEGMENT TO HOLD LARGEST MARKET SHARE IN 2022
FIGURE 18 LARGE ENTERPRISES TO DOMINATE NLP IN HEALTHCARE AND LIFE SCIENCES MARKET IN 2022
FIGURE 19 PHARMACEUTICALS SEGMENT TO GROW AT HIGHEST CAGR IN 2022
FIGURE 20 NORTH AMERICA TO HOLD LARGEST MARKET SHARE AND ASIA PACIFIC TO GROW AT HIGHEST CAGR
4 PREMIUM INSIGHTS
4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN NLP IN HEALTHCARE AND LIFE SCIENCES MARKET
FIGURE 21 GROWING DEMAND TO IMPROVE ELECTRONIC HEALTH DATA USABILITY AND SIGNIFICANT HEALTH CONCERNS
4.2 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: TOP THREE APPLICATIONS
FIGURE 22 AI CHATBOTS & VIRTUAL SCRIBE SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
4.3 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT AND TOP THREE END USERS
FIGURE 23 SOLUTIONS SEGMENT AND PUBLIC HEALTH & GOVERNMENT AGENCIES TO HOLD LARGEST MARKET SHARES IN NORTH AMERICA 2022
4.4 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: BY REGION
FIGURE 24 NORTH AMERICA TO HOLD LARGEST MARKET SHARE IN 2022
5 MARKET OVERVIEW AND INDUSTRY TRENDS
5.1 INTRODUCTION
5.2 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: EVOLUTION
FIGURE 25 EVOLUTION OF THE NLP IN HEALTHCARE AND LIFE SCIENCES MARKET
5.3 NLP IN HEALTHCARE AND LIFE SCIENCES: ARCHITECTURE
FIGURE 26 FUNCTIONAL ELEMENTS OF NLP IN HEALTHCARE AND LIFE SCIENCES SOLUTIONS
5.4 MARKET DYNAMICS
FIGURE 27 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET
5.4.1 DRIVERS
5.4.1.1 Rising urge for predictive analytics to improve significant health concerns
5.4.1.2 Growing demand to improve EHR data usability
5.4.1.3 Growing need to analyze and extract insights from narrative text
5.4.2 RESTRAINTS
5.4.2.1 Specific medical sub-languages and poor input data quality
5.4.2.2 Inadequacy in advancements of NLP technology
5.4.3 OPPORTUNITIES
5.4.3.1 Assembling NLP systems to boost phenotyping capabilities
5.4.3.2 Rising demand for NLP systems to understand context of medical records
5.4.3.3 Emergence of cognitive computing for medicine applications
5.4.4 CHALLENGES
5.4.4.1 Growing regulatory compliance and privacy concerns over data security
5.4.4.2 Interoperability and reliability issues while deploying NLP algorithms
5.4.5 CUMULATIVE GROWTH ANALYSIS
TABLE 6 IMPACT OF MARKET DYNAMICS
5.5 NLP IN HEALTHCARE AND LIFE SCIENCES: ECOSYSTEM
FIGURE 28 ECOSYSTEM OF NLP IN HEALTHCARE AND LIFE SCIENCES MARKET
5.6 CASE STUDY ANALYSIS
5.6.1 CASE STUDY 1: CSL BEHRING USES NLP TO IMPROVE MEDDRA CODING AND ENHANCE QUALITY
5.6.2 CASE STUDY 2: SUPPORTING VALUE-BASED CARE AT ATRIUS HEALTH
5.6.3 CASE STUDY 3: HUMANA REDUCED COSTLY PRE-SERVICE CALLS AND IMPROVED PROVIDER EXPERIENCE WITH WATSON
5.6.4 CASE STUDY 4: BIOPHARMACEUTICAL COMPANY GAINS A COMPREHENSIVE COMPETITIVE ANALYSIS FOR THEIR ONCOLOGY PRODUCTS
5.6.5 CASE STUDY 5: PHILIPS USES AI AND ML TO IMPROVE MEDICAL IMAGING DIAGNOSTICS FOR PHILIPS HEALTHSUITE BUILT ON AWS
5.6.6 CASE STUDY 6: ATHENA BREAST HEALTH NETWORK IMPROVES WOMEN'S HEALTHCARE BY GIVING PATIENTS ACCESS TO THEIR RECORDS
5.6.7 CASE STUDY 7: HEALTHPLIX EMPOWERS DOCTORS IN INDIA WITH AN AI-POWERED ELECTRONIC MEDICAL RECORDS PLATFORM ON AWS
5.6.8 CASE STUDY 8: STRENGTHENING THE FIGHT AGAINST ANTIMICROBIAL RESISTANCE VIA DATA VISUALIZATION
5.6.9 CASE STUDY 9: SECURELY ENABLING AGILE WORLD-CLASS MEDICAL AND PATIENT CARE WHILE BOOSTING SUSTAINABILITY
5.6.10 CASE STUDY 10: SEE-MODE IMPROVES STROKE DETECTION AND PREVENTION WITH ML ON AWS
5.6.11 CASE STUDY 11: CDPHP MODERNIZES INFRASTRUCTURE AND IMPROVES ABILITY TO EXTRACT VALUABLE MEDICAL DATA ON AWS
5.7 SUPPLY CHAIN ANALYSIS
FIGURE 29 SUPPLY CHAIN ANALYSIS
TABLE 7 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: SUPPLY CHAIN
5.8 TRENDS/DISRUPTIONS IMPACTING BUYERS/CLIENTS OF NLP IN HEALTHCARE AND LIFE SCIENCES MARKET
FIGURE 30 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: TRENDS/DISRUPTIONS IMPACTING BUYERS/CLIENTS
5.9 TECHNOLOGY ANALYSIS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET
5.9.1 HEALTHCARE TRACKERS, WEARABLES, AND SENSORS
5.9.2 VIRTUAL REALITY
5.9.3 AUGMENTED REALITY
5.9.4 3D PRINTING
5.9.5 ROBOTICS
5.9.6 NANOTECHNOLOGY
5.9.7 BIG DATA
5.9.8 BLOCKCHAIN
5.9.9 IOT
5.10 KEY CONFERENCES & EVENTS IN 2022-2023
TABLE 8 NLP IN HEALTHCARE MARKET: DETAILED LIST OF CONFERENCES & EVENTS
5.11 PATENT ANALYSIS
5.11.1 METHODOLOGY
5.11.2 DOCUMENT TYPE
TABLE 9 PATENTS FILED, 2018–2021
5.11.3 INNOVATION AND PATENT APPLICATIONS
FIGURE 31 NUMBER OF PATENTS GRANTED, 2018–2021
5.11.4 TOP APPLICANTS
FIGURE 32 TOP 10 PATENT APPLICANTS, 2019–2022
5.12 PORTER’S FIVE FORCES ANALYSIS
TABLE 10 IMPACT OF EACH FORCE ON NLP IN HEALTHCARE AND LIFE SCIENCES MARKET
FIGURE 33 PORTER’S FIVE FORCES ANALYSIS
5.12.1 THREAT OF NEW ENTRANTS
5.12.2 THREAT OF SUBSTITUTES
5.12.3 BARGAINING POWER OF SUPPLIERS
5.12.4 BARGAINING POWER OF BUYERS
5.12.5 INTENSITY OF COMPETITIVE RIVALRY
5.13 PRICING ANALYSIS
TABLE 11 AVERAGE SELLING PRICE RANGE OF SUBSCRIPTION-BASED/PAY-AS-YOU-GO NLP IN HEALTHCARE AND LIFE SCIENCES
5.13.1 BUYING CRITERIA
FIGURE 34 KEY BUYING CRITERIA FOR TOP THREE APPLICATION
TABLE 12 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS
5.14 KEY STAKEHOLDERS & BUYING CRITERIA
5.14.1 KEY STAKEHOLDERS IN BUYING PROCESS
FIGURE 35 INFLUENCE OF STAKEHOLDERS IN BUYING PROCESS FOR TOP THREE APPLICATION
TABLE 13 INFLUENCE OF STAKEHOLDERS IN BUYING PROCESS FOR TOP THREE APPLICATIONS (%)
5.15 REGULATORY IMPLICATIONS
5.15.1 GENERAL DATA PROTECTION REGULATION
5.15.2 HEALTH INSURANCE PORTABILITY AND ACCOUNTABILITY ACT
5.15.3 HEALTH LEVEL SEVEN
5.15.4 HEALTH INSURANCE PORTABILITY AND ACCOUNTABILITY ACT OF 1996
5.15.5 CEN ISO/IEEE 11073
5.15.6 HIPAA SECURITY RULE
5.15.7 HIPAA PRIVACY RULE
5.16 TARIFF AND REGULATORY LANDSCAPE
5.16.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 14 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 15 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 16 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 17 MIDDLE EAST & AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 18 LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
6 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT
6.1 INTRODUCTION
6.1.1 COMPONENTS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET DRIVERS
FIGURE 36 SERVICES SEGMENT TO REGISTER HIGHER CAGR DURING FORECAST PERIOD
TABLE 19 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION)
TABLE 20 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
6.2 SOLUTIONS
TABLE 21 SOLUTIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 22 SOLUTIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
FIGURE 37 COUNTER FRAUD MANAGEMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
TABLE 23 NLP IN HEALTHCARE AND LIFE SCIENCES SOLUTIONS MARKET, BY TYPE, 2017–2021 (USD MILLION)
TABLE 24 NLP IN HEALTHCARE AND LIFE SCIENCES SOLUTIONS MARKET, BY TYPE, 2022–2027 (USD MILLION)
6.2.1 CLINICAL VARIATION MANAGEMENT
6.2.1.1 Clinical variation management to boost medical research in coming years
TABLE 25 CLINICAL VARIATION MANAGEMENT: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 26 CLINICAL VARIATION MANAGEMENT: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
6.2.2 POPULATION HEALTH MANAGEMENT
6.2.2.1 Need to analyze unstructured data to derive insights on non-healthcare factors
TABLE 27 POPULATION HEALTH MANAGEMENT: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 28 POPULATION HEALTH MANAGEMENT: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
6.2.3 COUNTER FRAUD MANAGEMENT
6.2.3.1 Increasing instances of fraud in healthcare sector due to complex and bureaucratic processes
TABLE 29 COUNTER FRAUD MANAGEMENT: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 30 COUNTER FRAUD MANAGEMENT: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
6.2.4 OTHER SOLUTIONS
TABLE 31 OTHER SOLUTIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 32 OTHER SOLUTIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
6.3 SERVICES
FIGURE 38 MANAGED SERVICES TO GROW AT HIGHER CAGR DURING FORECAST PERIOD
TABLE 33 SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY TYPE, 2017–2021 (USD MILLION)
TABLE 34 SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY TYPE, 2022–2027 (USD MILLION)
TABLE 35 SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 36 SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
6.3.1 PROFESSIONAL SERVICES
6.3.1.1 Need to understand unstructured data to enhance enterprise insight discovery and analytics
FIGURE 39 TRAINING & CONSULTING SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
TABLE 37 PROFESSIONAL SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY TYPE, 2017–2021 (USD MILLION)
TABLE 38 PROFESSIONAL SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY TYPE, 2022–2027 (USD MILLION)
TABLE 39 PROFESSIONAL SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 40 PROFESSIONAL SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
6.3.1.2 Training & consulting
TABLE 41 TRAINING & CONSULTING: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 42 TRAINING & CONSULTING: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
6.3.1.3 System integration & implementation
TABLE 43 SYSTEM INTEGRATION & IMPLEMENTATION: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 44 SYSTEM INTEGRATION & IMPLEMENTATION: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
6.3.1.4 Support & maintenance
TABLE 45 SUPPORT & MAINTENANCE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 46 SUPPORT & MAINTENANCE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
6.3.2 MANAGED SERVICES
6.3.2.1 Customization needs due to ongoing demands and alterations
TABLE 47 MANAGED SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 48 MANAGED SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
7 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE
7.1 INTRODUCTION
7.1.1 NLP TYPES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET DRIVERS
FIGURE 40 STATISTICAL SEGMENT TO WITNESS HIGHEST GROWTH RATE DURING FORECAST PERIOD
TABLE 49 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2017–2021 (USD MILLION)
TABLE 50 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2022–2027 (USD MILLION)
7.2 RULE-BASED
7.2.1 HIGH ACCURACY PROVIDED BY RULE-BASED NLP MODELS TO GAIN POPULARITY IN COMING YEARS
TABLE 51 RULE-BASED: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 52 RULE-BASED: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
7.3 STATISTICAL
7.3.1 ADOPTION OF STATISTICAL NLP FOR SENTIMENT ANALYSIS AND INFORMATION EXTRACTION
TABLE 53 STATISTICAL: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 54 STATISTICAL: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
7.4 HYBRID
7.4.1 HYBRID MODELS OFFER HIGH ACCURACY, BETTER SPEED, ROBUSTNESS, AND RELIABILITY
TABLE 55 HYBRID: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 56 HYBRID: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
8 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION
8.1 INTRODUCTION
8.1.1 APPLICATIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET DRIVERS
FIGURE 41 AI CHATBOTS & VIRTUAL SCRIBE SEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
TABLE 57 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2017–2021 (USD MILLION)
TABLE 58 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2022–2027 (USD MILLION)
8.2 CLINICAL DECISION SUPPORT
TABLE 59 CLINICAL DECISION SUPPORT: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 60 CLINICAL DECISION SUPPORT: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
8.3 DRUG DISCOVERY
TABLE 61 DRUG DISCOVERY: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 62 DRUG DISCOVERY: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
8.4 CLINICAL TRIAL MATCHING
TABLE 63 CLINICAL TRIAL MATCHING: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 64 CLINICAL TRIAL MATCHING: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
8.5 DICTATION & EMR IMPLICATIONS
TABLE 65 DICTATION & EMR IMPLICATIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 66 DICTATION & EMR IMPLICATIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
8.6 AUTOMATED REGISTRY REPORTING
TABLE 67 AUTOMATED REGISTRY REPORTING: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 68 AUTOMATED REGISTRY REPORTING: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2022–2027 (USD MILLION)
8.7 AI CHATBOTS & VIRTUAL SCRIBES
TABLE 69 AI CHATBOTS & VIRTUAL SCRIBE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 70 AI CHATBOTS & VIRTUAL SCRIBE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
8.8 OTHER APPLICATIONS
TABLE 71 OTHER APPLICATIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 72 OTHER APPLICATIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
9 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE
9.1 INTRODUCTION
9.1.1 DEPLOYMENT MODES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET DRIVERS
FIGURE 42 CLOUD SEGMENT TO WITNESS HIGHER CAGR DURING FORECAST PERIOD
TABLE 73 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET BY DEPLOYMENT MODE, 2017–2021 (USD MILLION)
TABLE 74 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
9.2 ON-PREMISES
TABLE 75 ON-PREMISES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 76 ON-PREMISES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
9.3 CLOUD
TABLE 77 CLOUD: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 78 CLOUD: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
10 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE
10.1 INTRODUCTION
10.1.1 ORGANIZATION SIZE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET DRIVERS
FIGURE 43 SMALL AND MEDIUM-SIZED ENTERPRISES SEGMENT TO REGISTER HIGHER CAGR DURING FORECAST PERIOD
TABLE 79 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION)
TABLE 80 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
10.2 LARGE ENTERPRISES
10.2.1 INTEGRATING DISPARATE DATA INTO MEANINGFUL SOURCES FOR AI ALGORITHMS
TABLE 81 LARGE ENTERPRISES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 82 LARGE ENTERPRISES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
10.3 SMALL AND MEDIUM-SIZED ENTERPRISES
10.3.1 SMALL AND MEDIUM-SIZED ENTERPRISES ARE AT AN EARLY STAGE OF NLP ADOPTION ACROSS HEALTHCARE FIRMS
TABLE 83 SMALL AND MEDIUM-SIZED ENTERPRISES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 84 SMALL AND MEDIUM-SIZED ENTERPRISES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
11 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TECHNIQUE
11.1 INTRODUCTION
11.1.1 NLP TECHNIQUES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET DRIVERS
FIGURE 44 SENTIMENT ANALYSIS SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
TABLE 85 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET BY NLP TECHNIQUE, 2017–2021 (USD MILLION)
TABLE 86 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TECHNIQUE, 2022–2027 (USD MILLION)
11.2 OPTICAL CHARACTER RECOGNITION
TABLE 87 OCR: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET BY REGION, 2017–2021 (USD MILLION)
TABLE 88 OCR: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET BY REGION, 2022–2027 (USD MILLION)
11.3 INTERACTIVE VOICE RESPONSE
TABLE 89 IVR: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET BY REGION, 2017–2021 (USD MILLION)
TABLE 90 IVR: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2022–2027 (USD MILLION)
11.4 SENTIMENT ANALYSIS
TABLE 91 SENTIMENT ANALYSIS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 92 SENTIMENT ANALYSIS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2022–2027 (USD MILLION)
11.5 TEXT & SPEECH ANALYTICS
TABLE 93 TEXT & SPEECH ANALYTICS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 94 TEXT & SPEECH ANALYTICS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
11.6 IMAGE & PATTERN RECOGNITION
TABLE 95 IMAGE & PATTERN RECOGNITION: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 96 IMAGE & PATTERN RECOGNITION: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
11.7 TEXT SUMMARIZATION & CATEGORIZATION
TABLE 97 TEXT SUMMARIZATION & CATEGORIZATION: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 98 TEXT SUMMARIZATION & CATEGORIZATION: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
11.8 OTHER NLP TECHNIQUES
TABLE 99 OTHER NLP TECHNIQUES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 100 OTHER NLP TECHNIQUES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
12 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER
12.1 INTRODUCTION
12.1.1 END USERS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET DRIVERS
FIGURE 45 PHARMACEUTICALS TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
TABLE 101 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET BY END USERS, 2017–2021 (USD MILLION)
TABLE 102 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET BY END USERS, 2022–2027 (USD MILLION)
12.2 PUBLIC HEALTH & GOVERNMENT AGENCIES
TABLE 103 PUBLIC HEALTH & GOVERNMENT AGENCIES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET BY REGION, 2017–2021 (USD MILLION)
TABLE 104 PUBLIC HEALTH & GOVERNMENT AGENCIES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2022–2027 (USD MILLION)
12.3 MEDICAL DEVICES
TABLE 105 MEDICAL DEVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2017–2021 (USD MILLION)
TABLE 106 MEDICAL DEVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2022–2027 (USD MILLION)
12.4 HEALTHCARE INSURANCE
TABLE 107 HEALTHCARE INSURANCE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2017–2021 (USD MILLION)
TABLE 108 HEALTHCARE INSURANCE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2022–2027 (USD MILLION)
12.5 PHARMACEUTICALS
TABLE 109 PHARMACEUTICALS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2017–2021 (USD MILLION)
TABLE 110 PHARMACEUTICALS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2022–2027 (USD MILLION)
12.6 OTHER END USERS
TABLE 111 OTHER END USERS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 112 OTHER END USERS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2022–2027 (USD MILLION)
13 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION
13.1 INTRODUCTION
13.1.1 REGIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET DRIVERS
FIGURE 46 ASIA PACIFIC TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
FIGURE 47 INDIA TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
TABLE 113 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 114 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
13.2 NORTH AMERICA
13.2.1 NORTH AMERICA: REGULATIONS
13.2.1.1 Gramm–Leach–Bliley Act
13.2.1.2 Federal Information Security Management Act
13.2.1.3 Health Insurance Portability and Accountability Act of 1996
13.2.1.4 Health Level Seven (HL7)
13.2.1.5 Occupational Safety and Health Administration (OSHA)
13.2.1.6 California Consumer Privacy Act (CSPA)
FIGURE 48 NORTH AMERICA: MARKET SNAPSHOT
TABLE 115 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION)
TABLE 116 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
TABLE 117 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2017–2021 (USD MILLION)
TABLE 118 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2022–2027 (USD MILLION)
TABLE 119 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2017–2021 (USD MILLION)
TABLE 120 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2022–2027 (USD MILLION)
TABLE 121 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2017–2021 (USD MILLION)
TABLE 122 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2022–2027 (USD MILLION)
TABLE 123 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION)
TABLE 124 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
TABLE 125 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION)
TABLE 126 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
TABLE 127 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2017–2021 (USD MILLION)
TABLE 128 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2022–2027 (USD MILLION)
TABLE 129 NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2017–2021 (USD MILLION)
TABLE 130 NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2022–2027 (USD MILLION)
TABLE 131 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2017–2021 (USD MILLION)
TABLE 132 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2022–2027 (USD MILLION)
TABLE 133 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2017–2021 (USD MILLION)
TABLE 134 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2022–2027 (USD MILLION)
TABLE 135 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COUNTRY, 2017–2021 (USD MILLION)
TABLE 136 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COUNTRY, 2022–2027 (USD MILLION)
13.2.2 US
13.2.2.1 Rapid adoption and use of innovative NLP solutions
TABLE 137 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION)
TABLE 138 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
TABLE 139 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2017–2021 (USD MILLION)
TABLE 140 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2022–2027 (USD MILLION)
TABLE 141 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2017–2021 (USD MILLION)
TABLE 142 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2022–2027 (USD MILLION)
TABLE 143 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2017–2021 (USD MILLION)
TABLE 144 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2022–2027 (USD MILLION)
TABLE 145 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION)
TABLE 146 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
TABLE 147 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION)
TABLE 148 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
TABLE 149 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2017–2021 (USD MILLION)
TABLE 150 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2022–2027 (USD MILLION)
TABLE 151 US: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2017–2021 (USD MILLION)
TABLE 152 US: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2022–2027 (USD MILLION)
TABLE 153 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2017–2021 (USD MILLION)
TABLE 154 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2022–2027 (USD MILLION)
TABLE 155 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2017–2021 (USD MILLION)
TABLE 156 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2022–2027 (USD MILLION)
13.2.3 CANADA
13.2.3.1 Favorable startup ecosystem to implement AI technologies
TABLE 157 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION)
TABLE 158 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
TABLE 159 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2017–2021 (USD MILLION)
TABLE 160 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2022–2027 (USD MILLION)
TABLE 161 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2017–2021 (USD MILLION)
TABLE 162 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2022–2027 (USD MILLION)
TABLE 163 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2017–2021 (USD MILLION)
TABLE 164 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2022–2027 (USD MILLION)
TABLE 165 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION)
TABLE 166 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
TABLE 167 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION)
TABLE 168 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
TABLE 169 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2017–2021 (USD MILLION)
TABLE 170 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2022–2027 (USD MILLION)
TABLE 171 CANADA: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2017–2021 (USD MILLION)
TABLE 172 CANADA: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2022–2027 (USD MILLION)
TABLE 173 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2017–2021 (USD MILLION)
TABLE 174 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2022–2027 (USD MILLION)
TABLE 175 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2017–2021 (USD MILLION)
TABLE 176 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2022–2027 (USD MILLION)
13.3 EUROPE
13.3.1 EUROPE: REGULATIONS
13.3.1.1 General Data Protection Regulation
13.3.1.2 European Committee for Standardization
13.3.1.3 European Technical Standards Institute
13.3.1.4 European Centre for Disease Prevention and Control
13.3.1.5 European Federation of Pharmaceutical Industries and Associations
TABLE 177 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION)
TABLE 178 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
TABLE 179 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2017–2021 (USD MILLION)
TABLE 180 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2022–2027 (USD MILLION)
TABLE 181 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2017–2021 (USD MILLION)
TABLE 182 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2022–2027 (USD MILLION)
TABLE 183 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2017–2021 (USD MILLION)
TABLE 184 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2022–2027 (USD MILLION)
TABLE 185 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION)
TABLE 186 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
TABLE 187 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION)
TABLE 188 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
TABLE 189 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2017–2021 (USD MILLION)
TABLE 190 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2022–2027 (USD MILLION)
TABLE 191 EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2017–2021 (USD MILLION)
TABLE 192 EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2022–2027 (USD MILLION)
TABLE 193 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2017–2021 (USD MILLION)
TABLE 194 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2022–2027 (USD MILLION)
TABLE 195 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2017–2021 (USD MILLION)
TABLE 196 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2022–2027 (USD MILLION)
TABLE 197 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COUNTRY, 2017–2021 (USD MILLION)
TABLE 198 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COUNTRY, 2022–2027 (USD MILLION)
13.3.2 UK
13.3.2.1 Increasing usage of online platforms to help healthcare companies manage patient queries efficiently
TABLE 199 UK: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION)
TABLE 200 UK: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
TABLE 201 UK: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION)
TABLE 202 UK: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
TABLE 203 UK: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION)
TABLE 204 UK: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
13.3.3 GERMANY
13.3.3.1 Growing digital mobility and digital spending across the healthcare industry
TABLE 205 GERMANY: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION)
TABLE 206 GERMANY: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
TABLE 207 GERMANY: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION)
TABLE 208 GERMANY: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
TABLE 209 GERMANY: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION)
TABLE 210 GERMANY: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
13.3.4 FRANCE
13.3.4.1 Growing concerns of NLP vendors over managing clinical data due to digital transformation
TABLE 211 FRANCE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION)
TABLE 212 FRANCE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
TABLE 213 FRANCE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION)
TABLE 214 FRANCE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
TABLE 215 FRANCE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION)
TABLE 216 FRANCE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
13.3.4.2 REST OF EUROPE
TABLE 217 REST OF EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION)
TABLE 218 REST OF EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
TABLE 219 REST OF EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION)
TABLE 220 REST OF EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
TABLE 221 REST OF EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION)
TABLE 222 REST OF EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
13.4 ASIA PACIFIC
13.4.1 ASIA PACIFIC: REGULATIONS
13.4.1.1 Personal Data Protection Act
13.4.1.2 International Organization for Standardization 27001
13.4.1.3 Act on the Protection of Personal Information
13.4.1.4 Critical Information Infrastructure
FIGURE 49 ASIA PACIFIC: MARKET SNAPSHOT
TABLE 223 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION)
TABLE 224 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
TABLE 225 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2017–2021 (USD MILLION)
TABLE 226 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2022–2027 (USD MILLION)
TABLE 227 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2017–2021 (USD MILLION)
TABLE 228 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2022–2027 (USD MILLION)
TABLE 229 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2017–2021 (USD MILLION)
TABLE 230 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2022–2027 (USD MILLION)
TABLE 231 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION)
TABLE 232 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
TABLE 233 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION)
TABLE 234 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
TABLE 235 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2017–2021 (USD MILLION)
TABLE 236 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2022–2027 (USD MILLION)
TABLE 237 ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2017–2021 (USD MILLION)
TABLE 238 ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2022–2027 (USD MILLION)
TABLE 239 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2017–2021 (USD MILLION)
TABLE 240 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2022–2027 (USD MILLION)
TABLE 241 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2017–2021 (USD MILLION)
TABLE 242 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2022–2027 (USD MILLION)
TABLE 243 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COUNTRY, 2017–2021 (USD MILLION)
TABLE 244 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COUNTRY, 2022–2027 (USD MILLION)
13.4.2 CHINA
13.4.2.1 Growing need to manage huge amount of clinical data efficiently
TABLE 245 CHINA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION)
TABLE 246 CHINA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
TABLE 247 CHINA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION)
TABLE 248 CHINA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
TABLE 249 CHINA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION)
TABLE 250 CHINA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
13.4.3 JAPAN
13.4.3.1 Growing adoption of AI and NLP technologies to handle patient data
TABLE 251 JAPAN: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION)
TABLE 252 JAPAN: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
TABLE 253 JAPAN: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION)
TABLE 254 JAPAN: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
TABLE 255 JAPAN: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION)
TABLE 256 JAPAN: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
13.4.4 INDIA
13.4.4.1 Increasing government initiatives and innovative technologies to fuel the demand
TABLE 257 INDIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION)
TABLE 258 INDIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
TABLE 259 INDIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION)
TABLE 260 INDIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
TABLE 261 INDIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION)
TABLE 262 INDIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
13.4.4.2 Rest of Asia Pacific
TABLE 263 REST OF ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION)
TABLE 264 REST OF ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
TABLE 265 REST OF ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION)
TABLE 266 REST OF ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
TABLE 267 REST OF ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION)
TABLE 268 REST OF ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
13.5 MIDDLE EAST AND AFRICA
13.5.1 MIDDLE EAST AND AFRICA: REGULATIONS
13.5.1.1 UAE Ministry of Health
13.5.1.2 Health Authority - Abu Dhabi
13.5.1.3 Dubai Health Authority
13.5.1.4 Federal Law No. 2 of 2019 (Health Data Law)
13.5.1.5 Israeli Privacy Protection Regulations (Data Security), 5777-2017
13.5.1.6 Applicability of the GDPR in companies from the KSA
13.5.1.7 Protection of Personal Information Act
TABLE 269 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION)
TABLE 270 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
TABLE 271 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2017–2021 (USD MILLION)
TABLE 272 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2022–2027 (USD MILLION)
TABLE 273 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2017–2021 (USD MILLION)
TABLE 274 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2022–2027 (USD MILLION)
TABLE 275 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2017–2021 (USD MILLION)
TABLE 276 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2022–2027 (USD MILLION)
TABLE 277 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION)
TABLE 278 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
TABLE 279 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION)
TABLE 280 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
TABLE 281 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2017–2021 (USD MILLION)
TABLE 282 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2022–2027 (USD MILLION)
TABLE 283 MIDDLE EAST AND AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2017–2021 (USD MILLION)
TABLE 284 MIDDLE EAST AND AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2022–2027 (USD MILLION)
TABLE 285 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2017–2021 (USD MILLION)
TABLE 286 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2022–2027 (USD MILLION)
TABLE 287 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2017–2021 (USD MILLION)
TABLE 288 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2022–2027 (USD MILLION)
TABLE 289 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COUNTRY, 2017–2021 (USD MILLION)
TABLE 290 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COUNTRY, 2022–2027 (USD MILLION)
13.5.2 SAUDI ARABIA
13.5.2.1 Increasing initiatives by government and private sectors for technological adoption to drive market growth
TABLE 291 SAUDI ARABIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION)
TABLE 292 SAUDI ARABIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
TABLE 293 SAUDI ARABIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION)
TABLE 294 SAUDI ARABIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
TABLE 295 SAUDI ARABIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION)
TABLE 296 SAUDI ARABIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
13.5.3 UAE
13.5.3.1 Growing investments in AI tools and technologies in healthcare sector to support market growth
TABLE 297 UAE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION)
TABLE 298 UAE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
TABLE 299 UAE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION)
TABLE 300 UAE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
TABLE 301 UAE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION)
TABLE 302 UAE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
13.5.4 SOUTH AFRICA
13.5.4.1 Growing digitalization offers opportunities for NLP in healthcare and life sciences market
TABLE 303 SOUTH AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION)
TABLE 304 SOUTH AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
TABLE 305 SOUTH AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION)
TABLE 306 SOUTH AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
TABLE 307 SOUTH AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION)
TABLE 308 SOUTH AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
13.5.5 REST OF MIDDLE EAST AND AFRICA
TABLE 309 REST OF MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION)
TABLE 310 REST OF MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
TABLE 311 REST OF MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION)
TABLE 312 REST OF MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
TABLE 313 REST OF MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION)
TABLE 314 REST OF MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
13.6 LATIN AMERICA
13.6.1 LATIN AMERICA: REGULATIONS
13.6.1.1 General Health Law
13.6.1.2 ANVISA - Brazil National Health Surveillance Agency
13.6.1.3 Brazil Data Protection Law
13.6.1.4 Argentina Personal Data Protection Law No. 25.326
TABLE 315 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION)
TABLE 316 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
TABLE 317 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2017–2021 (USD MILLION)
TABLE 318 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2022–2027 (USD MILLION)
TABLE 319 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2017–2021 (USD MILLION)
TABLE 320 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2022–2027 (USD MILLION)
TABLE 321 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2017–2021 (USD MILLION)
TABLE 322 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2022–2027 (USD MILLION)
TABLE 323 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION)
TABLE 324 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
TABLE 325 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION)
TABLE 326 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
TABLE 327 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2017–2021 (USD MILLION)
TABLE 328 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2022–2027 (USD MILLION)
TABLE 329 LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2017–2021 (USD MILLION)
TABLE 330 LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2022–2027 (USD MILLION)
TABLE 331 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2017–2021 (USD MILLION)
TABLE 332 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2022–2027 (USD MILLION)
TABLE 333 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2017–2021 (USD MILLION)
TABLE 334 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2022–2027 (USD MILLION)
TABLE 335 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COUNTRY, 2017–2021 (USD MILLION)
TABLE 336 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COUNTRY, 2022–2027 (USD MILLION)
13.6.2 BRAZIL
13.6.2.1 Increased number of healthcare regulatory bodies to promote investment and penetration
TABLE 337 BRAZIL: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION)
TABLE 338 BRAZIL: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
TABLE 339 BRAZIL: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION)
TABLE 340 BRAZIL: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
TABLE 341 BRAZIL: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION)
TABLE 342 BRAZIL: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
13.6.3 MEXICO
13.6.3.1 Development of new technology policies and increasing AI investments to boost market growth
TABLE 343 MEXICO: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION)
TABLE 344 MEXICO: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
TABLE 345 MEXICO: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION)
TABLE 346 MEXICO: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
TABLE 347 MEXICO: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION)
TABLE 348 MEXICO: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
13.6.4 REST OF LATIN AMERICA
TABLE 349 REST OF LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION)
TABLE 350 REST OF LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
TABLE 351 REST OF LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION)
TABLE 352 REST OF LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
TABLE 353 REST OF LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION)
TABLE 354 REST OF LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
14 COMPETITIVE LANDSCAPE
14.1 OVERVIEW
14.2 KEY PLAYER STRATEGIES
TABLE 355 OVERVIEW OF STRATEGIES ADOPTED BY KEY NLP VENDORS
14.3 REVENUE ANALYSIS
14.3.1 HISTORICAL REVENUE ANALYSIS
FIGURE 50 HISTORICAL REVENUE ANALYSIS OF TOP FIVE LEADING PLAYERS, 2019–2021 (USD MILLION)
14.4 MARKET SHARE ANALYSIS
FIGURE 51 MARKET SHARE ANALYSIS FOR KEY COMPANIES
TABLE 356 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: DEGREE OF COMPETITION
14.5 MARKET EVALUATION FRAMEWORK
FIGURE 52 MARKET EVALUATION FRAMEWORK: EXPANSIONS AND CONSOLIDATIONS IN NLP IN HEALTHCARE AND LIFE SCIENCES MARKET BETWEEN 2020–2022
14.6 COMPANY EVALUATION QUADRANT
14.6.1 STARS
14.6.2 EMERGING LEADERS
14.6.3 PERVASIVE PLAYERS
14.6.4 PARTICIPANTS
FIGURE 53 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: COMPANY EVALUATION QUADRANT, 2022
14.7 COMPETITIVE BENCHMARKING
14.7.1 COMPANY PRODUCT FOOTPRINT
FIGURE 54 PRODUCT PORTFOLIO ANALYSIS OF TOP PLAYERS IN NLP IN HEALTHCARE AND LIFE SCIENCES MARKET
FIGURE 55 BUSINESS STRATEGY EXCELLENCE OF TOP PLAYERS IN NLP IN HEALTHCARE AND LIFE SCIENCES MARKET
TABLE 357 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: COMPETITIVE BENCHMARKING OF TOP 10 KEY PLAYERS
14.8 STARTUP/SME EVALUATION QUADRANT
14.8.1 PROGRESSIVE COMPANIES
14.8.2 RESPONSIVE COMPANIES
14.8.3 DYNAMIC COMPANIES
14.8.4 STARTING BLOCKS
FIGURE 56 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, STARTUP/SME EVALUATION QUADRANT
14.9 STARTUP/SME COMPETITIVE BENCHMARKING
14.9.1 COMPANY PRODUCT FOOTPRINT
FIGURE 57 PRODUCT PORTFOLIO ANALYSIS OF STARTUP/SME IN NLP IN HEALTHCARE AND LIFE SCIENCES MARKET
FIGURE 58 BUSINESS STRATEGY EXCELLENCE OF STARTUP/SME IN NLP IN HEALTHCARE AND LIFE SCIENCES MARKET
TABLE 358 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: COMPETITIVE BENCHMARKING OF STARTUP/SMES
TABLE 359 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: DETAILED LIST OF KEY STARTUPS/SMES
14.10 COMPETITIVE SCENARIO AND TRENDS
14.10.1 NEW PRODUCT LAUNCHES
TABLE 360 NEW SERVICE/PRODUCT LAUNCHES, 2019–2022
14.10.2 DEALS
TABLE 361 DEALS, 2019–2022
15 COMPANY PROFILES
15.1 INTRODUCTION
(Business overview, Products/Solutions/Services offered, Recent developments & MnM View)*
15.2 KEY PLAYERS
15.2.1 IBM
TABLE 362 IBM: BUSINESS OVERVIEW
FIGURE 59 IBM: COMPANY SNAPSHOT
TABLE 363 IBM: SOLUTIONS AND SERVICES OFFERED
TABLE 364 IBM: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 365 IBM: DEALS
15.2.2 MICROSOFT
TABLE 366 MICROSOFT: BUSINESS OVERVIEW
FIGURE 60 MICROSOFT: COMPANY SNAPSHOT
TABLE 367 MICROSOFT: SOLUTIONS AND SERVICES OFFERED
TABLE 368 MICROSOFT: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 369 MICROSOFT: DEALS
15.2.3 GOOGLE
TABLE 370 GOOGLE: BUSINESS OVERVIEW
FIGURE 61 GOOGLE: COMPANY SNAPSHOT
TABLE 371 GOOGLE: SOLUTIONS OFFERED
TABLE 372 GOOGLE: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 373 GOOGLE: DEALS
15.2.4 AWS
TABLE 374 AWS: BUSINESS OVERVIEW
FIGURE 62 AWS: COMPANY SNAPSHOT
TABLE 375 AWS: SOLUTIONS OFFERED
TABLE 376 AWS: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 377 AWS: DEALS
15.2.5 IQVIA
TABLE 378 IQVIA: BUSINESS OVERVIEW
FIGURE 63 IQVIA: COMPANY SNAPSHOT
TABLE 379 IQVIA: SOLUTIONS OFFERED
TABLE 380 IQVIA: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 381 IQVIA: DEALS
15.2.6 ORACLE
TABLE 382 ORACLE: BUSINESS OVERVIEW
FIGURE 64 ORACLE: COMPANY SNAPSHOT
TABLE 383 ORACLE: SOLUTIONS AND SERVICES OFFERED
TABLE 384 ORACLE: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 385 ORACLE: DEALS
15.2.7 INOVALON
TABLE 386 INOVALON: BUSINESS OVERVIEW
TABLE 387 INOVALON: SOLUTIONS AND SERVICES OFFERED
TABLE 388 INOVALON: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 389 INOVALON: DEALS
15.2.8 DOLBEY
TABLE 390 DOLBEY: BUSINESS OVERVIEW
TABLE 391 DOLBEY: SOLUTIONS OFFERED
TABLE 392 DOLBEY: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 393 DOLBEY: DEALS
15.2.9 AVERBIS
TABLE 394 AVERBIS: BUSINESS OVERVIEW
TABLE 395 AVERBIS: SOLUTIONS OFFERED
TABLE 396 AVERBIS: PRODUCT LAUNCHES AND ENHANCEMENTS
15.2.10 SAS INSTITUTE
TABLE 397 SAS INSTITUTE: BUSINESS OVERVIEW
FIGURE 65 SAS INSTITUTE: COMPANY SNAPSHOT
TABLE 398 SAS INSTITUTE: SOLUTIONS OFFERED
TABLE 399 SAS INSTITUTE: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 400 SAS INSTITUTE: DEALS
*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
15.3.1 PRESS GANEY
15.3.2 ELLIPSIS HEALTH
15.3.3 HEALTH FIDELITY
15.3.4 LEXALYTICS
15.3.5 CENTENE
15.3.6 CAPTION HEALTH
15.3.7 CLINITHINK
15.3.8 HPE
15.3.9 ONCORA MEDICAL
15.3.10 FLATIRON HEALTH
15.3.11 APIXIO
15.4 STARTUP OR SMES
15.4.1 FORESEE MEDICAL
15.4.2 GNANI.AI
15.4.3 NOTABLE
15.4.4 BIOFOURMIS
15.4.5 SUKI
15.4.6 WAVE HEALTH TECHNOLOGIES
15.4.7 CORTI
15.4.8 CLOUDMEDX
15.4.9 MEDINREAL
15.4.10 EMTELLIGENT
16 ADJACENT AND RELATED MARKETS
16.1 INTRODUCTION
16.2 NLP MARKET - GLOBAL FORECAST TO 2027
16.2.1 MARKET DEFINITION
16.2.2 MARKET OVERVIEW
16.2.2.1 NLP market, by component
TABLE 401 NATURAL LANGUAGE PROCESSING MARKET, BY COMPONENT, 2016–2021 (USD MILLION)
TABLE 402 NATURAL LANGUAGE PROCESSING MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
16.2.2.2 NLP market, by type
TABLE 403 NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2016–2021 (USD MILLION)
TABLE 404 NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2022–2027 (USD MILLION)
16.2.2.3 NLP market, by deployment mode
TABLE 405 NATURAL LANGUAGE PROCESSING MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD MILLION)
TABLE 406 NATURAL LANGUAGE PROCESSING MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
16.2.2.4 NLP market, by organization size
TABLE 407 NATURAL LANGUAGE PROCESSING MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD MILLION)
TABLE 408 NATURAL LANGUAGE PROCESSING MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
16.2.2.5 NLP market, by application
TABLE 409 NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION, 2016–2021 (USD MILLION)
TABLE 410 NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION, 2022–2027 (USD MILLION)
16.2.2.6 NLP market, by technology
TABLE 411 NATURAL LANGUAGE PROCESSING MARKET, BY TECHNOLOGY, 2016–2021 (USD MILLION)
TABLE 412 NATURAL LANGUAGE PROCESSING MARKET, BY TECHNOLOGY, 2022–2027 (USD MILLION)
16.2.2.7 NLP market, by vertical
TABLE 413 NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL, 2016–2021 (USD MILLION)
TABLE 414 NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL, 2022–2027 (USD MILLION)
16.2.2.8 NLP market, by region
TABLE 415 NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2016–2021 (USD MILLION)
TABLE 416 NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2022–2027 (USD MILLION)
16.3 CHATBOT MARKET - GLOBAL FORECAST TO 2026
16.3.1 MARKET DEFINITION
16.3.2 MARKET OVERVIEW
16.3.2.1 Chatbot market, by component
TABLE 417 CHATBOT MARKET, BY COMPONENT, 2015–2019 (USD MILLION)
TABLE 418 CHATBOT MARKET, BY COMPONENT, 2020–2026 (USD MILLION)
16.3.2.2 Chatbot market, by type
TABLE 419 CHATBOT MARKET, BY TYPE, 2015–2019 (USD MILLION)
TABLE 420 CHATBOT MARKET, BY TYPE, 2020–2026 (USD MILLION)
16.3.2.3 Chatbot market, by deployment mode
TABLE 421 CHATBOT MARKET, BY DEPLOYMENT MODE, 2015–2019 (USD MILLION)
TABLE 422 CHATBOT MARKET, BY DEPLOYMENT MODE, 2020–2026 (USD MILLION)
16.3.2.4 Chatbot market, by channel integration
TABLE 423 CHATBOT MARKET, BY CHANNEL INTEGRATION, 2015–2019 (USD MILLION)
TABLE 424 CHATBOT MARKET, BY CHANNEL INTEGRATION, 2020–2026 (USD MILLION)
16.3.2.5 Chatbot market, by business function
TABLE 425 CHATBOT MARKET, BY BUSINESS FUNCTION, 2015–2019 (USD MILLION)
TABLE 426 CHATBOT MARKET, BY BUSINESS FUNCTION, 2020–2026 (USD MILLION)
16.3.2.6 Chatbot market, by application
TABLE 427 CHATBOT MARKET, BY APPLICATION, 2015–2019 (USD MILLION)
TABLE 428 CHATBOT MARKET, BY APPLICATION, 2020–2026 (USD MILLION)
16.3.2.7 Chatbot market, by vertical
TABLE 429 CHATBOT MARKET, BY VERTICAL, 2015–2019 (USD MILLION)
TABLE 430 CHATBOT MARKET, BY VERTICAL, 2020–2026 (USD MILLION)
16.3.2.8 Chatbot market, by region
TABLE 431 CHATBOT MARKET, BY REGION, 2015–2019 (USD MILLION)
TABLE 432 CHATBOT MARKET, BY REGION, 2020–2026 (USD MILLION)
17 APPENDIX
17.1 INDUSTRY EXPERTS
17.2 DISCUSSION GUIDE
17.3 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL
17.4 CUSTOMIZATION OPTIONS
17.5 RELATED REPORTS
17.6 AUTHOR DETAILS
1.1 STUDY OBJECTIVES
1.2 MARKET DEFINITION
1.2.1 INCLUSIONS AND EXCLUSIONS
1.3 MARKET SCOPE
1.3.1 MARKET SEGMENTATION
1.3.2 YEARS CONSIDERED
1.4 CURRENCY CONSIDERED
TABLE 1 UNITED STATES DOLLAR EXCHANGE RATE, 2019–2021
1.5 STAKEHOLDERS
1.6 SUMMARY OF CHANGES
2 RESEARCH METHODOLOGY
2.1 RESEARCH DATA
FIGURE 1 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: RESEARCH DESIGN
2.1.1 SECONDARY DATA
2.1.2 PRIMARY DATA
TABLE 2 PRIMARY INTERVIEWS
2.1.2.1 Breakup of primary profiles
2.1.2.2 Key industry insights
2.2 MARKET BREAKUP AND DATA TRIANGULATION
FIGURE 2 DATA TRIANGULATION
2.3 MARKET SIZE ESTIMATION
FIGURE 3 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES
2.3.1 TOP-DOWN APPROACH
2.3.2 BOTTOM-UP APPROACH
FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 1 (SUPPLY-SIDE): REVENUE FROM SOLUTIONS/SERVICES OF NLP IN HEALTHCARE AND LIFE SCIENCES MARKET
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
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
FIGURE 7 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 4, BOTTOM-UP (DEMAND-SIDE): COMPONENT LEVEL SHARE THROUGH OVERALL NLP IN HEALTHCARE AND LIFE SCIENCES SPENDING
2.4 MARKET FORECAST
TABLE 3 FACTOR ANALYSIS
2.5 COMPANY EVALUATION MATRIX METHODOLOGY
FIGURE 8 COMPANY EVALUATION MATRIX: CRITERIA WEIGHTAGE
2.6 STARTUP/SME EVALUATION MATRIX METHODOLOGY
FIGURE 9 STARTUP/SME EVALUATION MATRIX: CRITERIA WEIGHTAGE
2.7 ASSUMPTIONS
2.8 LIMITATIONS
3 EXECUTIVE SUMMARY
TABLE 4 GLOBAL NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE AND GROWTH RATE, 2017–2021 (USD MILLION, Y-O-Y %)
TABLE 5 GLOBAL NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE AND GROWTH RATE, 2022–2027 (USD MILLION, Y-O-Y %)
FIGURE 10 SOLUTIONS SEGMENT TO DOMINATE NLP IN HEALTHCARE AND LIFE SCIENCES MARKET IN 2022
FIGURE 11 PROFESSIONAL SERVICES TO HOLD LARGER MARKET SHARE OF NLP IN HEALTHCARE AND LIFE SCIENCES MARKET IN 2022
FIGURE 12 SYSTEM INTEGRATION & IMPLEMENTATION SEGMENT TO LEAD NLP IN HEALTHCARE AND LIFE SCIENCES MARKET IN 2022
FIGURE 13 STATISTICAL SEGMENT TO HOLD LARGEST MARKET SHARE IN NLP IN HEALTHCARE AND LIFE SCIENCES MARKET IN 2022
FIGURE 14 CLINICAL TRAIL MATCHING SEGMENT TO BE LARGEST APPLICATION SEGMENT IN NLP IN HEALTHCARE AND LIFE SCIENCES MARKET IN 2022
FIGURE 15 TEXT CATEGORIZATION & SUMMARIZATION SEGMENT TO BE LARGEST SEGMENT IN NLP IN HEALTHCARE AND LIFE SCIENCES MARKET IN 2022
FIGURE 16 CLINICAL VARIATION MANAGEMENT SEGMENT TO ACCOUNT FOR LARGEST MARKET SHARE IN 2022
FIGURE 17 CLOUD SEGMENT TO HOLD LARGEST MARKET SHARE IN 2022
FIGURE 18 LARGE ENTERPRISES TO DOMINATE NLP IN HEALTHCARE AND LIFE SCIENCES MARKET IN 2022
FIGURE 19 PHARMACEUTICALS SEGMENT TO GROW AT HIGHEST CAGR IN 2022
FIGURE 20 NORTH AMERICA TO HOLD LARGEST MARKET SHARE AND ASIA PACIFIC TO GROW AT HIGHEST CAGR
4 PREMIUM INSIGHTS
4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN NLP IN HEALTHCARE AND LIFE SCIENCES MARKET
FIGURE 21 GROWING DEMAND TO IMPROVE ELECTRONIC HEALTH DATA USABILITY AND SIGNIFICANT HEALTH CONCERNS
4.2 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: TOP THREE APPLICATIONS
FIGURE 22 AI CHATBOTS & VIRTUAL SCRIBE SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
4.3 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT AND TOP THREE END USERS
FIGURE 23 SOLUTIONS SEGMENT AND PUBLIC HEALTH & GOVERNMENT AGENCIES TO HOLD LARGEST MARKET SHARES IN NORTH AMERICA 2022
4.4 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: BY REGION
FIGURE 24 NORTH AMERICA TO HOLD LARGEST MARKET SHARE IN 2022
5 MARKET OVERVIEW AND INDUSTRY TRENDS
5.1 INTRODUCTION
5.2 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: EVOLUTION
FIGURE 25 EVOLUTION OF THE NLP IN HEALTHCARE AND LIFE SCIENCES MARKET
5.3 NLP IN HEALTHCARE AND LIFE SCIENCES: ARCHITECTURE
FIGURE 26 FUNCTIONAL ELEMENTS OF NLP IN HEALTHCARE AND LIFE SCIENCES SOLUTIONS
5.4 MARKET DYNAMICS
FIGURE 27 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET
5.4.1 DRIVERS
5.4.1.1 Rising urge for predictive analytics to improve significant health concerns
5.4.1.2 Growing demand to improve EHR data usability
5.4.1.3 Growing need to analyze and extract insights from narrative text
5.4.2 RESTRAINTS
5.4.2.1 Specific medical sub-languages and poor input data quality
5.4.2.2 Inadequacy in advancements of NLP technology
5.4.3 OPPORTUNITIES
5.4.3.1 Assembling NLP systems to boost phenotyping capabilities
5.4.3.2 Rising demand for NLP systems to understand context of medical records
5.4.3.3 Emergence of cognitive computing for medicine applications
5.4.4 CHALLENGES
5.4.4.1 Growing regulatory compliance and privacy concerns over data security
5.4.4.2 Interoperability and reliability issues while deploying NLP algorithms
5.4.5 CUMULATIVE GROWTH ANALYSIS
TABLE 6 IMPACT OF MARKET DYNAMICS
5.5 NLP IN HEALTHCARE AND LIFE SCIENCES: ECOSYSTEM
FIGURE 28 ECOSYSTEM OF NLP IN HEALTHCARE AND LIFE SCIENCES MARKET
5.6 CASE STUDY ANALYSIS
5.6.1 CASE STUDY 1: CSL BEHRING USES NLP TO IMPROVE MEDDRA CODING AND ENHANCE QUALITY
5.6.2 CASE STUDY 2: SUPPORTING VALUE-BASED CARE AT ATRIUS HEALTH
5.6.3 CASE STUDY 3: HUMANA REDUCED COSTLY PRE-SERVICE CALLS AND IMPROVED PROVIDER EXPERIENCE WITH WATSON
5.6.4 CASE STUDY 4: BIOPHARMACEUTICAL COMPANY GAINS A COMPREHENSIVE COMPETITIVE ANALYSIS FOR THEIR ONCOLOGY PRODUCTS
5.6.5 CASE STUDY 5: PHILIPS USES AI AND ML TO IMPROVE MEDICAL IMAGING DIAGNOSTICS FOR PHILIPS HEALTHSUITE BUILT ON AWS
5.6.6 CASE STUDY 6: ATHENA BREAST HEALTH NETWORK IMPROVES WOMEN'S HEALTHCARE BY GIVING PATIENTS ACCESS TO THEIR RECORDS
5.6.7 CASE STUDY 7: HEALTHPLIX EMPOWERS DOCTORS IN INDIA WITH AN AI-POWERED ELECTRONIC MEDICAL RECORDS PLATFORM ON AWS
5.6.8 CASE STUDY 8: STRENGTHENING THE FIGHT AGAINST ANTIMICROBIAL RESISTANCE VIA DATA VISUALIZATION
5.6.9 CASE STUDY 9: SECURELY ENABLING AGILE WORLD-CLASS MEDICAL AND PATIENT CARE WHILE BOOSTING SUSTAINABILITY
5.6.10 CASE STUDY 10: SEE-MODE IMPROVES STROKE DETECTION AND PREVENTION WITH ML ON AWS
5.6.11 CASE STUDY 11: CDPHP MODERNIZES INFRASTRUCTURE AND IMPROVES ABILITY TO EXTRACT VALUABLE MEDICAL DATA ON AWS
5.7 SUPPLY CHAIN ANALYSIS
FIGURE 29 SUPPLY CHAIN ANALYSIS
TABLE 7 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: SUPPLY CHAIN
5.8 TRENDS/DISRUPTIONS IMPACTING BUYERS/CLIENTS OF NLP IN HEALTHCARE AND LIFE SCIENCES MARKET
FIGURE 30 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: TRENDS/DISRUPTIONS IMPACTING BUYERS/CLIENTS
5.9 TECHNOLOGY ANALYSIS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET
5.9.1 HEALTHCARE TRACKERS, WEARABLES, AND SENSORS
5.9.2 VIRTUAL REALITY
5.9.3 AUGMENTED REALITY
5.9.4 3D PRINTING
5.9.5 ROBOTICS
5.9.6 NANOTECHNOLOGY
5.9.7 BIG DATA
5.9.8 BLOCKCHAIN
5.9.9 IOT
5.10 KEY CONFERENCES & EVENTS IN 2022-2023
TABLE 8 NLP IN HEALTHCARE MARKET: DETAILED LIST OF CONFERENCES & EVENTS
5.11 PATENT ANALYSIS
5.11.1 METHODOLOGY
5.11.2 DOCUMENT TYPE
TABLE 9 PATENTS FILED, 2018–2021
5.11.3 INNOVATION AND PATENT APPLICATIONS
FIGURE 31 NUMBER OF PATENTS GRANTED, 2018–2021
5.11.4 TOP APPLICANTS
FIGURE 32 TOP 10 PATENT APPLICANTS, 2019–2022
5.12 PORTER’S FIVE FORCES ANALYSIS
TABLE 10 IMPACT OF EACH FORCE ON NLP IN HEALTHCARE AND LIFE SCIENCES MARKET
FIGURE 33 PORTER’S FIVE FORCES ANALYSIS
5.12.1 THREAT OF NEW ENTRANTS
5.12.2 THREAT OF SUBSTITUTES
5.12.3 BARGAINING POWER OF SUPPLIERS
5.12.4 BARGAINING POWER OF BUYERS
5.12.5 INTENSITY OF COMPETITIVE RIVALRY
5.13 PRICING ANALYSIS
TABLE 11 AVERAGE SELLING PRICE RANGE OF SUBSCRIPTION-BASED/PAY-AS-YOU-GO NLP IN HEALTHCARE AND LIFE SCIENCES
5.13.1 BUYING CRITERIA
FIGURE 34 KEY BUYING CRITERIA FOR TOP THREE APPLICATION
TABLE 12 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS
5.14 KEY STAKEHOLDERS & BUYING CRITERIA
5.14.1 KEY STAKEHOLDERS IN BUYING PROCESS
FIGURE 35 INFLUENCE OF STAKEHOLDERS IN BUYING PROCESS FOR TOP THREE APPLICATION
TABLE 13 INFLUENCE OF STAKEHOLDERS IN BUYING PROCESS FOR TOP THREE APPLICATIONS (%)
5.15 REGULATORY IMPLICATIONS
5.15.1 GENERAL DATA PROTECTION REGULATION
5.15.2 HEALTH INSURANCE PORTABILITY AND ACCOUNTABILITY ACT
5.15.3 HEALTH LEVEL SEVEN
5.15.4 HEALTH INSURANCE PORTABILITY AND ACCOUNTABILITY ACT OF 1996
5.15.5 CEN ISO/IEEE 11073
5.15.6 HIPAA SECURITY RULE
5.15.7 HIPAA PRIVACY RULE
5.16 TARIFF AND REGULATORY LANDSCAPE
5.16.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 14 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 15 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 16 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 17 MIDDLE EAST & AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
TABLE 18 LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
6 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT
6.1 INTRODUCTION
6.1.1 COMPONENTS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET DRIVERS
FIGURE 36 SERVICES SEGMENT TO REGISTER HIGHER CAGR DURING FORECAST PERIOD
TABLE 19 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION)
TABLE 20 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
6.2 SOLUTIONS
TABLE 21 SOLUTIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 22 SOLUTIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
FIGURE 37 COUNTER FRAUD MANAGEMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
TABLE 23 NLP IN HEALTHCARE AND LIFE SCIENCES SOLUTIONS MARKET, BY TYPE, 2017–2021 (USD MILLION)
TABLE 24 NLP IN HEALTHCARE AND LIFE SCIENCES SOLUTIONS MARKET, BY TYPE, 2022–2027 (USD MILLION)
6.2.1 CLINICAL VARIATION MANAGEMENT
6.2.1.1 Clinical variation management to boost medical research in coming years
TABLE 25 CLINICAL VARIATION MANAGEMENT: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 26 CLINICAL VARIATION MANAGEMENT: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
6.2.2 POPULATION HEALTH MANAGEMENT
6.2.2.1 Need to analyze unstructured data to derive insights on non-healthcare factors
TABLE 27 POPULATION HEALTH MANAGEMENT: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 28 POPULATION HEALTH MANAGEMENT: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
6.2.3 COUNTER FRAUD MANAGEMENT
6.2.3.1 Increasing instances of fraud in healthcare sector due to complex and bureaucratic processes
TABLE 29 COUNTER FRAUD MANAGEMENT: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 30 COUNTER FRAUD MANAGEMENT: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
6.2.4 OTHER SOLUTIONS
TABLE 31 OTHER SOLUTIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 32 OTHER SOLUTIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
6.3 SERVICES
FIGURE 38 MANAGED SERVICES TO GROW AT HIGHER CAGR DURING FORECAST PERIOD
TABLE 33 SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY TYPE, 2017–2021 (USD MILLION)
TABLE 34 SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY TYPE, 2022–2027 (USD MILLION)
TABLE 35 SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 36 SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
6.3.1 PROFESSIONAL SERVICES
6.3.1.1 Need to understand unstructured data to enhance enterprise insight discovery and analytics
FIGURE 39 TRAINING & CONSULTING SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
TABLE 37 PROFESSIONAL SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY TYPE, 2017–2021 (USD MILLION)
TABLE 38 PROFESSIONAL SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY TYPE, 2022–2027 (USD MILLION)
TABLE 39 PROFESSIONAL SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 40 PROFESSIONAL SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
6.3.1.2 Training & consulting
TABLE 41 TRAINING & CONSULTING: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 42 TRAINING & CONSULTING: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
6.3.1.3 System integration & implementation
TABLE 43 SYSTEM INTEGRATION & IMPLEMENTATION: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 44 SYSTEM INTEGRATION & IMPLEMENTATION: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
6.3.1.4 Support & maintenance
TABLE 45 SUPPORT & MAINTENANCE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 46 SUPPORT & MAINTENANCE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
6.3.2 MANAGED SERVICES
6.3.2.1 Customization needs due to ongoing demands and alterations
TABLE 47 MANAGED SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 48 MANAGED SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
7 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE
7.1 INTRODUCTION
7.1.1 NLP TYPES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET DRIVERS
FIGURE 40 STATISTICAL SEGMENT TO WITNESS HIGHEST GROWTH RATE DURING FORECAST PERIOD
TABLE 49 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2017–2021 (USD MILLION)
TABLE 50 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2022–2027 (USD MILLION)
7.2 RULE-BASED
7.2.1 HIGH ACCURACY PROVIDED BY RULE-BASED NLP MODELS TO GAIN POPULARITY IN COMING YEARS
TABLE 51 RULE-BASED: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 52 RULE-BASED: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
7.3 STATISTICAL
7.3.1 ADOPTION OF STATISTICAL NLP FOR SENTIMENT ANALYSIS AND INFORMATION EXTRACTION
TABLE 53 STATISTICAL: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 54 STATISTICAL: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
7.4 HYBRID
7.4.1 HYBRID MODELS OFFER HIGH ACCURACY, BETTER SPEED, ROBUSTNESS, AND RELIABILITY
TABLE 55 HYBRID: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 56 HYBRID: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
8 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION
8.1 INTRODUCTION
8.1.1 APPLICATIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET DRIVERS
FIGURE 41 AI CHATBOTS & VIRTUAL SCRIBE SEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
TABLE 57 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2017–2021 (USD MILLION)
TABLE 58 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2022–2027 (USD MILLION)
8.2 CLINICAL DECISION SUPPORT
TABLE 59 CLINICAL DECISION SUPPORT: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 60 CLINICAL DECISION SUPPORT: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
8.3 DRUG DISCOVERY
TABLE 61 DRUG DISCOVERY: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 62 DRUG DISCOVERY: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
8.4 CLINICAL TRIAL MATCHING
TABLE 63 CLINICAL TRIAL MATCHING: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 64 CLINICAL TRIAL MATCHING: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
8.5 DICTATION & EMR IMPLICATIONS
TABLE 65 DICTATION & EMR IMPLICATIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 66 DICTATION & EMR IMPLICATIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
8.6 AUTOMATED REGISTRY REPORTING
TABLE 67 AUTOMATED REGISTRY REPORTING: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 68 AUTOMATED REGISTRY REPORTING: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2022–2027 (USD MILLION)
8.7 AI CHATBOTS & VIRTUAL SCRIBES
TABLE 69 AI CHATBOTS & VIRTUAL SCRIBE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 70 AI CHATBOTS & VIRTUAL SCRIBE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
8.8 OTHER APPLICATIONS
TABLE 71 OTHER APPLICATIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 72 OTHER APPLICATIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
9 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE
9.1 INTRODUCTION
9.1.1 DEPLOYMENT MODES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET DRIVERS
FIGURE 42 CLOUD SEGMENT TO WITNESS HIGHER CAGR DURING FORECAST PERIOD
TABLE 73 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET BY DEPLOYMENT MODE, 2017–2021 (USD MILLION)
TABLE 74 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
9.2 ON-PREMISES
TABLE 75 ON-PREMISES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 76 ON-PREMISES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
9.3 CLOUD
TABLE 77 CLOUD: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 78 CLOUD: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
10 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE
10.1 INTRODUCTION
10.1.1 ORGANIZATION SIZE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET DRIVERS
FIGURE 43 SMALL AND MEDIUM-SIZED ENTERPRISES SEGMENT TO REGISTER HIGHER CAGR DURING FORECAST PERIOD
TABLE 79 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION)
TABLE 80 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
10.2 LARGE ENTERPRISES
10.2.1 INTEGRATING DISPARATE DATA INTO MEANINGFUL SOURCES FOR AI ALGORITHMS
TABLE 81 LARGE ENTERPRISES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 82 LARGE ENTERPRISES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
10.3 SMALL AND MEDIUM-SIZED ENTERPRISES
10.3.1 SMALL AND MEDIUM-SIZED ENTERPRISES ARE AT AN EARLY STAGE OF NLP ADOPTION ACROSS HEALTHCARE FIRMS
TABLE 83 SMALL AND MEDIUM-SIZED ENTERPRISES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 84 SMALL AND MEDIUM-SIZED ENTERPRISES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
11 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TECHNIQUE
11.1 INTRODUCTION
11.1.1 NLP TECHNIQUES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET DRIVERS
FIGURE 44 SENTIMENT ANALYSIS SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
TABLE 85 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET BY NLP TECHNIQUE, 2017–2021 (USD MILLION)
TABLE 86 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TECHNIQUE, 2022–2027 (USD MILLION)
11.2 OPTICAL CHARACTER RECOGNITION
TABLE 87 OCR: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET BY REGION, 2017–2021 (USD MILLION)
TABLE 88 OCR: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET BY REGION, 2022–2027 (USD MILLION)
11.3 INTERACTIVE VOICE RESPONSE
TABLE 89 IVR: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET BY REGION, 2017–2021 (USD MILLION)
TABLE 90 IVR: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2022–2027 (USD MILLION)
11.4 SENTIMENT ANALYSIS
TABLE 91 SENTIMENT ANALYSIS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 92 SENTIMENT ANALYSIS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2022–2027 (USD MILLION)
11.5 TEXT & SPEECH ANALYTICS
TABLE 93 TEXT & SPEECH ANALYTICS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 94 TEXT & SPEECH ANALYTICS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
11.6 IMAGE & PATTERN RECOGNITION
TABLE 95 IMAGE & PATTERN RECOGNITION: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 96 IMAGE & PATTERN RECOGNITION: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
11.7 TEXT SUMMARIZATION & CATEGORIZATION
TABLE 97 TEXT SUMMARIZATION & CATEGORIZATION: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 98 TEXT SUMMARIZATION & CATEGORIZATION: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
11.8 OTHER NLP TECHNIQUES
TABLE 99 OTHER NLP TECHNIQUES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 100 OTHER NLP TECHNIQUES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
12 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER
12.1 INTRODUCTION
12.1.1 END USERS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET DRIVERS
FIGURE 45 PHARMACEUTICALS TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
TABLE 101 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET BY END USERS, 2017–2021 (USD MILLION)
TABLE 102 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET BY END USERS, 2022–2027 (USD MILLION)
12.2 PUBLIC HEALTH & GOVERNMENT AGENCIES
TABLE 103 PUBLIC HEALTH & GOVERNMENT AGENCIES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET BY REGION, 2017–2021 (USD MILLION)
TABLE 104 PUBLIC HEALTH & GOVERNMENT AGENCIES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2022–2027 (USD MILLION)
12.3 MEDICAL DEVICES
TABLE 105 MEDICAL DEVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2017–2021 (USD MILLION)
TABLE 106 MEDICAL DEVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2022–2027 (USD MILLION)
12.4 HEALTHCARE INSURANCE
TABLE 107 HEALTHCARE INSURANCE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2017–2021 (USD MILLION)
TABLE 108 HEALTHCARE INSURANCE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2022–2027 (USD MILLION)
12.5 PHARMACEUTICALS
TABLE 109 PHARMACEUTICALS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2017–2021 (USD MILLION)
TABLE 110 PHARMACEUTICALS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2022–2027 (USD MILLION)
12.6 OTHER END USERS
TABLE 111 OTHER END USERS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 112 OTHER END USERS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2022–2027 (USD MILLION)
13 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION
13.1 INTRODUCTION
13.1.1 REGIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET DRIVERS
FIGURE 46 ASIA PACIFIC TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
FIGURE 47 INDIA TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
TABLE 113 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2017–2021 (USD MILLION)
TABLE 114 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION, 2022–2027 (USD MILLION)
13.2 NORTH AMERICA
13.2.1 NORTH AMERICA: REGULATIONS
13.2.1.1 Gramm–Leach–Bliley Act
13.2.1.2 Federal Information Security Management Act
13.2.1.3 Health Insurance Portability and Accountability Act of 1996
13.2.1.4 Health Level Seven (HL7)
13.2.1.5 Occupational Safety and Health Administration (OSHA)
13.2.1.6 California Consumer Privacy Act (CSPA)
FIGURE 48 NORTH AMERICA: MARKET SNAPSHOT
TABLE 115 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION)
TABLE 116 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
TABLE 117 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2017–2021 (USD MILLION)
TABLE 118 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2022–2027 (USD MILLION)
TABLE 119 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2017–2021 (USD MILLION)
TABLE 120 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2022–2027 (USD MILLION)
TABLE 121 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2017–2021 (USD MILLION)
TABLE 122 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2022–2027 (USD MILLION)
TABLE 123 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION)
TABLE 124 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
TABLE 125 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION)
TABLE 126 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
TABLE 127 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2017–2021 (USD MILLION)
TABLE 128 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2022–2027 (USD MILLION)
TABLE 129 NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2017–2021 (USD MILLION)
TABLE 130 NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2022–2027 (USD MILLION)
TABLE 131 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2017–2021 (USD MILLION)
TABLE 132 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2022–2027 (USD MILLION)
TABLE 133 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2017–2021 (USD MILLION)
TABLE 134 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2022–2027 (USD MILLION)
TABLE 135 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COUNTRY, 2017–2021 (USD MILLION)
TABLE 136 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COUNTRY, 2022–2027 (USD MILLION)
13.2.2 US
13.2.2.1 Rapid adoption and use of innovative NLP solutions
TABLE 137 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION)
TABLE 138 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
TABLE 139 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2017–2021 (USD MILLION)
TABLE 140 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2022–2027 (USD MILLION)
TABLE 141 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2017–2021 (USD MILLION)
TABLE 142 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2022–2027 (USD MILLION)
TABLE 143 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2017–2021 (USD MILLION)
TABLE 144 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2022–2027 (USD MILLION)
TABLE 145 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION)
TABLE 146 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
TABLE 147 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION)
TABLE 148 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
TABLE 149 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2017–2021 (USD MILLION)
TABLE 150 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2022–2027 (USD MILLION)
TABLE 151 US: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2017–2021 (USD MILLION)
TABLE 152 US: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2022–2027 (USD MILLION)
TABLE 153 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2017–2021 (USD MILLION)
TABLE 154 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2022–2027 (USD MILLION)
TABLE 155 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2017–2021 (USD MILLION)
TABLE 156 US: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2022–2027 (USD MILLION)
13.2.3 CANADA
13.2.3.1 Favorable startup ecosystem to implement AI technologies
TABLE 157 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION)
TABLE 158 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
TABLE 159 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2017–2021 (USD MILLION)
TABLE 160 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2022–2027 (USD MILLION)
TABLE 161 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2017–2021 (USD MILLION)
TABLE 162 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2022–2027 (USD MILLION)
TABLE 163 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2017–2021 (USD MILLION)
TABLE 164 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2022–2027 (USD MILLION)
TABLE 165 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION)
TABLE 166 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
TABLE 167 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION)
TABLE 168 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
TABLE 169 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2017–2021 (USD MILLION)
TABLE 170 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2022–2027 (USD MILLION)
TABLE 171 CANADA: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2017–2021 (USD MILLION)
TABLE 172 CANADA: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2022–2027 (USD MILLION)
TABLE 173 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2017–2021 (USD MILLION)
TABLE 174 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2022–2027 (USD MILLION)
TABLE 175 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2017–2021 (USD MILLION)
TABLE 176 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2022–2027 (USD MILLION)
13.3 EUROPE
13.3.1 EUROPE: REGULATIONS
13.3.1.1 General Data Protection Regulation
13.3.1.2 European Committee for Standardization
13.3.1.3 European Technical Standards Institute
13.3.1.4 European Centre for Disease Prevention and Control
13.3.1.5 European Federation of Pharmaceutical Industries and Associations
TABLE 177 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION)
TABLE 178 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
TABLE 179 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2017–2021 (USD MILLION)
TABLE 180 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2022–2027 (USD MILLION)
TABLE 181 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2017–2021 (USD MILLION)
TABLE 182 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2022–2027 (USD MILLION)
TABLE 183 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2017–2021 (USD MILLION)
TABLE 184 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2022–2027 (USD MILLION)
TABLE 185 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION)
TABLE 186 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
TABLE 187 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION)
TABLE 188 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
TABLE 189 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2017–2021 (USD MILLION)
TABLE 190 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2022–2027 (USD MILLION)
TABLE 191 EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2017–2021 (USD MILLION)
TABLE 192 EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2022–2027 (USD MILLION)
TABLE 193 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2017–2021 (USD MILLION)
TABLE 194 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2022–2027 (USD MILLION)
TABLE 195 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2017–2021 (USD MILLION)
TABLE 196 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2022–2027 (USD MILLION)
TABLE 197 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COUNTRY, 2017–2021 (USD MILLION)
TABLE 198 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COUNTRY, 2022–2027 (USD MILLION)
13.3.2 UK
13.3.2.1 Increasing usage of online platforms to help healthcare companies manage patient queries efficiently
TABLE 199 UK: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION)
TABLE 200 UK: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
TABLE 201 UK: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION)
TABLE 202 UK: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
TABLE 203 UK: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION)
TABLE 204 UK: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
13.3.3 GERMANY
13.3.3.1 Growing digital mobility and digital spending across the healthcare industry
TABLE 205 GERMANY: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION)
TABLE 206 GERMANY: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
TABLE 207 GERMANY: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION)
TABLE 208 GERMANY: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
TABLE 209 GERMANY: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION)
TABLE 210 GERMANY: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
13.3.4 FRANCE
13.3.4.1 Growing concerns of NLP vendors over managing clinical data due to digital transformation
TABLE 211 FRANCE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION)
TABLE 212 FRANCE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
TABLE 213 FRANCE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION)
TABLE 214 FRANCE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
TABLE 215 FRANCE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION)
TABLE 216 FRANCE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
13.3.4.2 REST OF EUROPE
TABLE 217 REST OF EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION)
TABLE 218 REST OF EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
TABLE 219 REST OF EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION)
TABLE 220 REST OF EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
TABLE 221 REST OF EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION)
TABLE 222 REST OF EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
13.4 ASIA PACIFIC
13.4.1 ASIA PACIFIC: REGULATIONS
13.4.1.1 Personal Data Protection Act
13.4.1.2 International Organization for Standardization 27001
13.4.1.3 Act on the Protection of Personal Information
13.4.1.4 Critical Information Infrastructure
FIGURE 49 ASIA PACIFIC: MARKET SNAPSHOT
TABLE 223 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION)
TABLE 224 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
TABLE 225 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2017–2021 (USD MILLION)
TABLE 226 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2022–2027 (USD MILLION)
TABLE 227 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2017–2021 (USD MILLION)
TABLE 228 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2022–2027 (USD MILLION)
TABLE 229 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2017–2021 (USD MILLION)
TABLE 230 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2022–2027 (USD MILLION)
TABLE 231 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION)
TABLE 232 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
TABLE 233 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION)
TABLE 234 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
TABLE 235 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2017–2021 (USD MILLION)
TABLE 236 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2022–2027 (USD MILLION)
TABLE 237 ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2017–2021 (USD MILLION)
TABLE 238 ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2022–2027 (USD MILLION)
TABLE 239 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2017–2021 (USD MILLION)
TABLE 240 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2022–2027 (USD MILLION)
TABLE 241 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2017–2021 (USD MILLION)
TABLE 242 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2022–2027 (USD MILLION)
TABLE 243 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COUNTRY, 2017–2021 (USD MILLION)
TABLE 244 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COUNTRY, 2022–2027 (USD MILLION)
13.4.2 CHINA
13.4.2.1 Growing need to manage huge amount of clinical data efficiently
TABLE 245 CHINA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION)
TABLE 246 CHINA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
TABLE 247 CHINA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION)
TABLE 248 CHINA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
TABLE 249 CHINA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION)
TABLE 250 CHINA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
13.4.3 JAPAN
13.4.3.1 Growing adoption of AI and NLP technologies to handle patient data
TABLE 251 JAPAN: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION)
TABLE 252 JAPAN: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
TABLE 253 JAPAN: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION)
TABLE 254 JAPAN: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
TABLE 255 JAPAN: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION)
TABLE 256 JAPAN: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
13.4.4 INDIA
13.4.4.1 Increasing government initiatives and innovative technologies to fuel the demand
TABLE 257 INDIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION)
TABLE 258 INDIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
TABLE 259 INDIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION)
TABLE 260 INDIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
TABLE 261 INDIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION)
TABLE 262 INDIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
13.4.4.2 Rest of Asia Pacific
TABLE 263 REST OF ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION)
TABLE 264 REST OF ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
TABLE 265 REST OF ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION)
TABLE 266 REST OF ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
TABLE 267 REST OF ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION)
TABLE 268 REST OF ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
13.5 MIDDLE EAST AND AFRICA
13.5.1 MIDDLE EAST AND AFRICA: REGULATIONS
13.5.1.1 UAE Ministry of Health
13.5.1.2 Health Authority - Abu Dhabi
13.5.1.3 Dubai Health Authority
13.5.1.4 Federal Law No. 2 of 2019 (Health Data Law)
13.5.1.5 Israeli Privacy Protection Regulations (Data Security), 5777-2017
13.5.1.6 Applicability of the GDPR in companies from the KSA
13.5.1.7 Protection of Personal Information Act
TABLE 269 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION)
TABLE 270 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
TABLE 271 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2017–2021 (USD MILLION)
TABLE 272 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2022–2027 (USD MILLION)
TABLE 273 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2017–2021 (USD MILLION)
TABLE 274 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2022–2027 (USD MILLION)
TABLE 275 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2017–2021 (USD MILLION)
TABLE 276 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2022–2027 (USD MILLION)
TABLE 277 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION)
TABLE 278 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
TABLE 279 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION)
TABLE 280 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
TABLE 281 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2017–2021 (USD MILLION)
TABLE 282 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2022–2027 (USD MILLION)
TABLE 283 MIDDLE EAST AND AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2017–2021 (USD MILLION)
TABLE 284 MIDDLE EAST AND AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2022–2027 (USD MILLION)
TABLE 285 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2017–2021 (USD MILLION)
TABLE 286 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2022–2027 (USD MILLION)
TABLE 287 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2017–2021 (USD MILLION)
TABLE 288 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2022–2027 (USD MILLION)
TABLE 289 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COUNTRY, 2017–2021 (USD MILLION)
TABLE 290 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COUNTRY, 2022–2027 (USD MILLION)
13.5.2 SAUDI ARABIA
13.5.2.1 Increasing initiatives by government and private sectors for technological adoption to drive market growth
TABLE 291 SAUDI ARABIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION)
TABLE 292 SAUDI ARABIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
TABLE 293 SAUDI ARABIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION)
TABLE 294 SAUDI ARABIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
TABLE 295 SAUDI ARABIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION)
TABLE 296 SAUDI ARABIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
13.5.3 UAE
13.5.3.1 Growing investments in AI tools and technologies in healthcare sector to support market growth
TABLE 297 UAE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION)
TABLE 298 UAE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
TABLE 299 UAE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION)
TABLE 300 UAE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
TABLE 301 UAE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION)
TABLE 302 UAE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
13.5.4 SOUTH AFRICA
13.5.4.1 Growing digitalization offers opportunities for NLP in healthcare and life sciences market
TABLE 303 SOUTH AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION)
TABLE 304 SOUTH AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
TABLE 305 SOUTH AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION)
TABLE 306 SOUTH AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
TABLE 307 SOUTH AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION)
TABLE 308 SOUTH AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
13.5.5 REST OF MIDDLE EAST AND AFRICA
TABLE 309 REST OF MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION)
TABLE 310 REST OF MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
TABLE 311 REST OF MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION)
TABLE 312 REST OF MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
TABLE 313 REST OF MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION)
TABLE 314 REST OF MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
13.6 LATIN AMERICA
13.6.1 LATIN AMERICA: REGULATIONS
13.6.1.1 General Health Law
13.6.1.2 ANVISA - Brazil National Health Surveillance Agency
13.6.1.3 Brazil Data Protection Law
13.6.1.4 Argentina Personal Data Protection Law No. 25.326
TABLE 315 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION)
TABLE 316 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
TABLE 317 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2017–2021 (USD MILLION)
TABLE 318 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SOLUTION, 2022–2027 (USD MILLION)
TABLE 319 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2017–2021 (USD MILLION)
TABLE 320 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY SERVICE, 2022–2027 (USD MILLION)
TABLE 321 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2017–2021 (USD MILLION)
TABLE 322 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2022–2027 (USD MILLION)
TABLE 323 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION)
TABLE 324 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
TABLE 325 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION)
TABLE 326 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
TABLE 327 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2017–2021 (USD MILLION)
TABLE 328 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE, 2022–2027 (USD MILLION)
TABLE 329 LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2017–2021 (USD MILLION)
TABLE 330 LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY NLP TECHNIQUE, 2022–2027 (USD MILLION)
TABLE 331 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2017–2021 (USD MILLION)
TABLE 332 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION, 2022–2027 (USD MILLION)
TABLE 333 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2017–2021 (USD MILLION)
TABLE 334 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER, 2022–2027 (USD MILLION)
TABLE 335 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COUNTRY, 2017–2021 (USD MILLION)
TABLE 336 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COUNTRY, 2022–2027 (USD MILLION)
13.6.2 BRAZIL
13.6.2.1 Increased number of healthcare regulatory bodies to promote investment and penetration
TABLE 337 BRAZIL: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION)
TABLE 338 BRAZIL: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
TABLE 339 BRAZIL: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION)
TABLE 340 BRAZIL: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
TABLE 341 BRAZIL: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION)
TABLE 342 BRAZIL: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
13.6.3 MEXICO
13.6.3.1 Development of new technology policies and increasing AI investments to boost market growth
TABLE 343 MEXICO: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION)
TABLE 344 MEXICO: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
TABLE 345 MEXICO: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION)
TABLE 346 MEXICO: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
TABLE 347 MEXICO: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION)
TABLE 348 MEXICO: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
13.6.4 REST OF LATIN AMERICA
TABLE 349 REST OF LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2017–2021 (USD MILLION)
TABLE 350 REST OF LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
TABLE 351 REST OF LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2017–2021 (USD MILLION)
TABLE 352 REST OF LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
TABLE 353 REST OF LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD MILLION)
TABLE 354 REST OF LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
14 COMPETITIVE LANDSCAPE
14.1 OVERVIEW
14.2 KEY PLAYER STRATEGIES
TABLE 355 OVERVIEW OF STRATEGIES ADOPTED BY KEY NLP VENDORS
14.3 REVENUE ANALYSIS
14.3.1 HISTORICAL REVENUE ANALYSIS
FIGURE 50 HISTORICAL REVENUE ANALYSIS OF TOP FIVE LEADING PLAYERS, 2019–2021 (USD MILLION)
14.4 MARKET SHARE ANALYSIS
FIGURE 51 MARKET SHARE ANALYSIS FOR KEY COMPANIES
TABLE 356 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: DEGREE OF COMPETITION
14.5 MARKET EVALUATION FRAMEWORK
FIGURE 52 MARKET EVALUATION FRAMEWORK: EXPANSIONS AND CONSOLIDATIONS IN NLP IN HEALTHCARE AND LIFE SCIENCES MARKET BETWEEN 2020–2022
14.6 COMPANY EVALUATION QUADRANT
14.6.1 STARS
14.6.2 EMERGING LEADERS
14.6.3 PERVASIVE PLAYERS
14.6.4 PARTICIPANTS
FIGURE 53 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: COMPANY EVALUATION QUADRANT, 2022
14.7 COMPETITIVE BENCHMARKING
14.7.1 COMPANY PRODUCT FOOTPRINT
FIGURE 54 PRODUCT PORTFOLIO ANALYSIS OF TOP PLAYERS IN NLP IN HEALTHCARE AND LIFE SCIENCES MARKET
FIGURE 55 BUSINESS STRATEGY EXCELLENCE OF TOP PLAYERS IN NLP IN HEALTHCARE AND LIFE SCIENCES MARKET
TABLE 357 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: COMPETITIVE BENCHMARKING OF TOP 10 KEY PLAYERS
14.8 STARTUP/SME EVALUATION QUADRANT
14.8.1 PROGRESSIVE COMPANIES
14.8.2 RESPONSIVE COMPANIES
14.8.3 DYNAMIC COMPANIES
14.8.4 STARTING BLOCKS
FIGURE 56 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, STARTUP/SME EVALUATION QUADRANT
14.9 STARTUP/SME COMPETITIVE BENCHMARKING
14.9.1 COMPANY PRODUCT FOOTPRINT
FIGURE 57 PRODUCT PORTFOLIO ANALYSIS OF STARTUP/SME IN NLP IN HEALTHCARE AND LIFE SCIENCES MARKET
FIGURE 58 BUSINESS STRATEGY EXCELLENCE OF STARTUP/SME IN NLP IN HEALTHCARE AND LIFE SCIENCES MARKET
TABLE 358 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: COMPETITIVE BENCHMARKING OF STARTUP/SMES
TABLE 359 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: DETAILED LIST OF KEY STARTUPS/SMES
14.10 COMPETITIVE SCENARIO AND TRENDS
14.10.1 NEW PRODUCT LAUNCHES
TABLE 360 NEW SERVICE/PRODUCT LAUNCHES, 2019–2022
14.10.2 DEALS
TABLE 361 DEALS, 2019–2022
15 COMPANY PROFILES
15.1 INTRODUCTION
(Business overview, Products/Solutions/Services offered, Recent developments & MnM View)*
15.2 KEY PLAYERS
15.2.1 IBM
TABLE 362 IBM: BUSINESS OVERVIEW
FIGURE 59 IBM: COMPANY SNAPSHOT
TABLE 363 IBM: SOLUTIONS AND SERVICES OFFERED
TABLE 364 IBM: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 365 IBM: DEALS
15.2.2 MICROSOFT
TABLE 366 MICROSOFT: BUSINESS OVERVIEW
FIGURE 60 MICROSOFT: COMPANY SNAPSHOT
TABLE 367 MICROSOFT: SOLUTIONS AND SERVICES OFFERED
TABLE 368 MICROSOFT: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 369 MICROSOFT: DEALS
15.2.3 GOOGLE
TABLE 370 GOOGLE: BUSINESS OVERVIEW
FIGURE 61 GOOGLE: COMPANY SNAPSHOT
TABLE 371 GOOGLE: SOLUTIONS OFFERED
TABLE 372 GOOGLE: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 373 GOOGLE: DEALS
15.2.4 AWS
TABLE 374 AWS: BUSINESS OVERVIEW
FIGURE 62 AWS: COMPANY SNAPSHOT
TABLE 375 AWS: SOLUTIONS OFFERED
TABLE 376 AWS: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 377 AWS: DEALS
15.2.5 IQVIA
TABLE 378 IQVIA: BUSINESS OVERVIEW
FIGURE 63 IQVIA: COMPANY SNAPSHOT
TABLE 379 IQVIA: SOLUTIONS OFFERED
TABLE 380 IQVIA: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 381 IQVIA: DEALS
15.2.6 ORACLE
TABLE 382 ORACLE: BUSINESS OVERVIEW
FIGURE 64 ORACLE: COMPANY SNAPSHOT
TABLE 383 ORACLE: SOLUTIONS AND SERVICES OFFERED
TABLE 384 ORACLE: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 385 ORACLE: DEALS
15.2.7 INOVALON
TABLE 386 INOVALON: BUSINESS OVERVIEW
TABLE 387 INOVALON: SOLUTIONS AND SERVICES OFFERED
TABLE 388 INOVALON: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 389 INOVALON: DEALS
15.2.8 DOLBEY
TABLE 390 DOLBEY: BUSINESS OVERVIEW
TABLE 391 DOLBEY: SOLUTIONS OFFERED
TABLE 392 DOLBEY: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 393 DOLBEY: DEALS
15.2.9 AVERBIS
TABLE 394 AVERBIS: BUSINESS OVERVIEW
TABLE 395 AVERBIS: SOLUTIONS OFFERED
TABLE 396 AVERBIS: PRODUCT LAUNCHES AND ENHANCEMENTS
15.2.10 SAS INSTITUTE
TABLE 397 SAS INSTITUTE: BUSINESS OVERVIEW
FIGURE 65 SAS INSTITUTE: COMPANY SNAPSHOT
TABLE 398 SAS INSTITUTE: SOLUTIONS OFFERED
TABLE 399 SAS INSTITUTE: PRODUCT LAUNCHES AND ENHANCEMENTS
TABLE 400 SAS INSTITUTE: DEALS
*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
15.3.1 PRESS GANEY
15.3.2 ELLIPSIS HEALTH
15.3.3 HEALTH FIDELITY
15.3.4 LEXALYTICS
15.3.5 CENTENE
15.3.6 CAPTION HEALTH
15.3.7 CLINITHINK
15.3.8 HPE
15.3.9 ONCORA MEDICAL
15.3.10 FLATIRON HEALTH
15.3.11 APIXIO
15.4 STARTUP OR SMES
15.4.1 FORESEE MEDICAL
15.4.2 GNANI.AI
15.4.3 NOTABLE
15.4.4 BIOFOURMIS
15.4.5 SUKI
15.4.6 WAVE HEALTH TECHNOLOGIES
15.4.7 CORTI
15.4.8 CLOUDMEDX
15.4.9 MEDINREAL
15.4.10 EMTELLIGENT
16 ADJACENT AND RELATED MARKETS
16.1 INTRODUCTION
16.2 NLP MARKET - GLOBAL FORECAST TO 2027
16.2.1 MARKET DEFINITION
16.2.2 MARKET OVERVIEW
16.2.2.1 NLP market, by component
TABLE 401 NATURAL LANGUAGE PROCESSING MARKET, BY COMPONENT, 2016–2021 (USD MILLION)
TABLE 402 NATURAL LANGUAGE PROCESSING MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
16.2.2.2 NLP market, by type
TABLE 403 NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2016–2021 (USD MILLION)
TABLE 404 NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2022–2027 (USD MILLION)
16.2.2.3 NLP market, by deployment mode
TABLE 405 NATURAL LANGUAGE PROCESSING MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD MILLION)
TABLE 406 NATURAL LANGUAGE PROCESSING MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
16.2.2.4 NLP market, by organization size
TABLE 407 NATURAL LANGUAGE PROCESSING MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD MILLION)
TABLE 408 NATURAL LANGUAGE PROCESSING MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
16.2.2.5 NLP market, by application
TABLE 409 NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION, 2016–2021 (USD MILLION)
TABLE 410 NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION, 2022–2027 (USD MILLION)
16.2.2.6 NLP market, by technology
TABLE 411 NATURAL LANGUAGE PROCESSING MARKET, BY TECHNOLOGY, 2016–2021 (USD MILLION)
TABLE 412 NATURAL LANGUAGE PROCESSING MARKET, BY TECHNOLOGY, 2022–2027 (USD MILLION)
16.2.2.7 NLP market, by vertical
TABLE 413 NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL, 2016–2021 (USD MILLION)
TABLE 414 NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL, 2022–2027 (USD MILLION)
16.2.2.8 NLP market, by region
TABLE 415 NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2016–2021 (USD MILLION)
TABLE 416 NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2022–2027 (USD MILLION)
16.3 CHATBOT MARKET - GLOBAL FORECAST TO 2026
16.3.1 MARKET DEFINITION
16.3.2 MARKET OVERVIEW
16.3.2.1 Chatbot market, by component
TABLE 417 CHATBOT MARKET, BY COMPONENT, 2015–2019 (USD MILLION)
TABLE 418 CHATBOT MARKET, BY COMPONENT, 2020–2026 (USD MILLION)
16.3.2.2 Chatbot market, by type
TABLE 419 CHATBOT MARKET, BY TYPE, 2015–2019 (USD MILLION)
TABLE 420 CHATBOT MARKET, BY TYPE, 2020–2026 (USD MILLION)
16.3.2.3 Chatbot market, by deployment mode
TABLE 421 CHATBOT MARKET, BY DEPLOYMENT MODE, 2015–2019 (USD MILLION)
TABLE 422 CHATBOT MARKET, BY DEPLOYMENT MODE, 2020–2026 (USD MILLION)
16.3.2.4 Chatbot market, by channel integration
TABLE 423 CHATBOT MARKET, BY CHANNEL INTEGRATION, 2015–2019 (USD MILLION)
TABLE 424 CHATBOT MARKET, BY CHANNEL INTEGRATION, 2020–2026 (USD MILLION)
16.3.2.5 Chatbot market, by business function
TABLE 425 CHATBOT MARKET, BY BUSINESS FUNCTION, 2015–2019 (USD MILLION)
TABLE 426 CHATBOT MARKET, BY BUSINESS FUNCTION, 2020–2026 (USD MILLION)
16.3.2.6 Chatbot market, by application
TABLE 427 CHATBOT MARKET, BY APPLICATION, 2015–2019 (USD MILLION)
TABLE 428 CHATBOT MARKET, BY APPLICATION, 2020–2026 (USD MILLION)
16.3.2.7 Chatbot market, by vertical
TABLE 429 CHATBOT MARKET, BY VERTICAL, 2015–2019 (USD MILLION)
TABLE 430 CHATBOT MARKET, BY VERTICAL, 2020–2026 (USD MILLION)
16.3.2.8 Chatbot market, by region
TABLE 431 CHATBOT MARKET, BY REGION, 2015–2019 (USD MILLION)
TABLE 432 CHATBOT MARKET, BY REGION, 2020–2026 (USD MILLION)
17 APPENDIX
17.1 INDUSTRY EXPERTS
17.2 DISCUSSION GUIDE
17.3 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL
17.4 CUSTOMIZATION OPTIONS
17.5 RELATED REPORTS
17.6 AUTHOR DETAILS
