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Artificial Intelligence

PUBLISHER: MarketsandMarkets | PRODUCT CODE: 1394068

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PUBLISHER: MarketsandMarkets | PRODUCT CODE: 1394068

NLP in Healthcare & Life Sciences Market by Offering, NLP Type (Statistical, Neural), NLP Technique (Sentiment Analysis, Topic Modeling), Application (Clinical Trial Matching, Clinical Decision Support), End User and Region - Global Forecast to 2028

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Description

Table of Contents

Report Description

Scope of the Report
Years Considered for the Study2018-2028
Base Year2022
Forecast Period2023-2028
Units ConsideredUSD Billion
SegmentsOffering, NLP Type, NLP Technique, Application, End Users, and Region
Regions coveredNorth America, Europe, Asia Pacific, the Middle East & Africa, and Latin America

The global market for NLP in Healthcare & Life Sciences market is projected to grow from USD 2.7 billion in 2023 to USD 11.8 billion by 2028, at a CAGR of 34.4% during the forecast period. NLP has a significant impact on the Healthcare & Life sciences industry. Its benefits include increased safety, better patient outcomes, increased efficiency, and cost-effectiveness. NLP expands the field of medical discovery by revealing patterns of antibiotic resistance and new biomarkers. Due to NLP's capabilities, analyzing large amounts of medical texts becomes manageable. Its aim is to propel the adoption of NLP solutions, especially in the fields of precision medicine and intelligent healthcare delivery through the use of electronic health record (EHR) data. NLP promises to revolutionize Healthcare & Life sciences, simplify data analysis, and ultimately transform healthcare and services for improved outcomes, despite obstacles.

"The Healthcare Researchers is projected to be the largest market during the forecast period."

NLP technology enables healthcare researchers to extract, analyze, and synthesize vast amounts of medical data from a wide variety of sources, such as research papers, clinical trials, and patient records. These tools assist in literature review, data mining, and knowledge discovery, thus accelerating research insights and discoveries. NLP-driven systems facilitate data-driven decision-making, enabling researchers to identify patterns, correlations, and emerging trends across extensive datasets.

"Among NLP Type, Neural is anticipated to hold the highest CAGR during the forecast period."

The utilization of neural-based NLP type has surged in Healthcare & Life sciences. These NLP type process vast amounts of unstructured data from electronic health records and analyze extensive medical texts. Recent advancements in deep learning and neural network approaches have outpaced traditional statistical and rule-based systems across diverse tasks such as classification, prediction, word embeddings, extraction, generation, question answering, phenotyping, knowledge graphs, medical dialogue, multilinguality, and interpretability. The adoption of NLP solutions is anticipated to be driven by the use of neural-based NLP in the life sciences & healthcare, particularly in precision medicine applications and the analysis of EHR data to enhance healthcare outcomes and delivery.

"Among application, the healthcare chatbots & virtual assistants is anticipated to hold the highest CAGR during the forecast period."

The integration of natural language processing in healthcare chatbots & virtual assistants has significantly transformed the industry. These NLP-powered tools offer 24/7 availability and instant responses and have reduced phone traffic by providing scalable and efficient services. It engage users in a friendly, human-like manner and seamlessly shift between channels, improving customer service on the front lines.

"North America to account for the largest market size during the forecast period."

The high adoption of advanced technologies across North America and the presence of established market players create fertile ground for market expansion across the region. NLP's pivotal role in healthcare and life sciences fuels the adoption of innovative solutions, notably in precision medicine and EHR data analysis. This integration promises enhanced healthcare delivery and outcomes. The convergence of advanced technology and industry expertise sets the stage for significant advancements, offering a transformative landscape for improved healthcare practices and efficiency in the region.

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 & Life Sciences market.

  • By Company: Tier I: 35%, Tier II: 45%, and Tier III: 20%
  • By Designation: C-Level Executives: 35%, Directors: 25%, and Others: 40%
  • By Region: North America: 40%, Europe: 20%, APAC: 30%, MEA: 5%, Latin America: 5%

Major vendors offering NLP in Healthcare & Life Sciences solutions and services across the globe IBM (US), Microsoft (US), Google (US), AWS (US), IQVIA (US), Oracle Corporation (US), Inovalon(US), Dolbey and Company (US), Averbis (Germany), SAS Institute (US), 3M (US), Press Ganey (US), Ellipsis Health (US), Centene Corporation (US), Lexalytics (US), Caption Health (US), Clinithink (US), Hewlett Packard Enterprise (US), Oncora Medical (US), Flatiron Health (US), Apixio (US), Edifecs (US), John Snow Labs (US), ITRex Group (US), Forsee Medical (US), Gnani.ai (India), Notable (US), Biofourmis (US), Suki (US), Wave Health Technologies (US), Corti (Denmark), CloudMedx (US), MedlnReal (Netherlands), Emtelligent (Canada), Enlitic (US), and Deep 6 AI (US).

Research Coverage

The market study covers NLP in Healthcare & Life Sciences Market across segments. It aims to estimate the market size and the growth potential across different segments, such as offering, NLP Type, NLP Technique, Application, End Users, 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 market for NLP in Healthcare & 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.

The report provides insights on the following pointers:

  • Analysis of key drivers (rising demand to enhance care delivery and patient engagement, rising demand for BYOD among enterprises, need for predictive analytics to improve significant health concerns, focus on enhancing clinical decision support), restraints (issues related to domain-specific language and medical terminology in NLP model development, complexity in integrating NLP with established healthcare system), opportunities (rising adoption of computer-assisted coding to enhance productivity, emergence of advanced AI technology for generating valuable insights for healthcare, emergence of cognitive computing for medicine applications), and challenges (issue related to high-cost implementation and maintenance of NLP technology, achievement of explainability and interpretability issues while deploying NLP algorithms) influencing the growth of the NLP in Healthcare & Life sciences market.
  • Product Development/Innovation: Detailed insights on upcoming technologies, research & development activities, and new product & service launches in the NLP in Healthcare & Life Sciences market.
  • Market Development: Comprehensive information about lucrative markets - the report analyses the NLP in Healthcare & Life Sciences market across varied regions.
  • Market Diversification: Exhaustive information about new products & services, untapped geographies, recent developments, and investments in NLP in Healthcare & Life Sciences market strategies; the report also helps stakeholders understand the pulse of the NLP in Healthcare & Life Sciences market and provides them with information on key market drivers, restraints, challenges, and opportunities.
  • Competitive Assessment: In-depth assessment of market shares, growth strategies, and service offerings of leading players such as IBM (US), AWS (US), Microsoft (US), Google (US), IQVIA (US), and others in the NLP in Healthcare & Life Sciences market.
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Product Code: TC 3660

TABLE OF CONTENTS

1 INTRODUCTION

  • 1.1 STUDY OBJECTIVES
  • 1.2 MARKET DEFINITION
    • 1.2.1 INCLUSIONS & EXCLUSIONS
  • 1.3 STUDY SCOPE
    • 1.3.1 MARKET SEGMENTATION
    • 1.3.2 REGIONS COVERED
  • 1.4 YEARS CONSIDERED
  • 1.5 CURRENCY CONSIDERED
    • TABLE 1 USD EXCHANGE RATES, 2020-2022
  • 1.6 STAKEHOLDERS
  • 1.7 SUMMARY OF CHANGES
    • 1.7.1 IMPACT OF RECESSION

2 RESEARCH METHODOLOGY

  • 2.1 RESEARCH DATA
    • FIGURE 1 NLP IN HEALTHCARE & 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 & 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 & LIFE SCIENCES MARKET
    • FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 2, BOTTOM-UP (SUPPLY SIDE): COLLECTIVE REVENUE FROM SOLUTIONS/SERVICES OF NLP IN HEALTHCARE & LIFE SCIENCES MARKET
    • FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 3, BOTTOM-UP (SUPPLY SIDE): COLLECTIVE REVENUE FROM SOLUTIONS/SERVICES OF NLP IN HEALTHCARE & LIFE SCIENCES MARKET
    • FIGURE 7 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 4, BOTTOM-UP (DEMAND SIDE): COMPONENT LEVEL SHARE THROUGH OVERALL NLP IN HEALTHCARE & LIFE SCIENCES SPENDING
  • 2.4 MARKET FORECAST
    • TABLE 3 FACTOR ANALYSIS
  • 2.5 RESEARCH ASSUMPTIONS
  • 2.6 LIMITATIONS AND RISK ASSESSMENT
  • 2.7 IMPACT OF RECESSION ON GLOBAL NLP IN HEALTHCARE & LIFE SCIENCES MARKET

3 EXECUTIVE SUMMARY

    • TABLE 4 GLOBAL NLP IN HEALTHCARE & LIFE SCIENCES MARKET AND GROWTH RATE, 2018-2022 (USD MILLION, Y-O-Y%)
    • TABLE 5 GLOBAL NLP IN HEALTHCARE & LIFE SCIENCES MARKET AND GROWTH RATE, 2023-2028 (USD MILLION, Y-O-Y%)
    • FIGURE 8 SOLUTIONS SEGMENT TO ACCOUNT FOR LARGER MARKET IN 2023
    • FIGURE 9 SOFTWARE SEGMENT TO ACCOUNT FOR LARGER MARKET IN 2023
    • FIGURE 10 CLOUD SEGMENT TO ACCOUNT FOR LARGER SHARE IN 2023
    • FIGURE 11 PROFESSIONAL SERVICES SEGMENT TO LEAD MARKET IN 2023
    • FIGURE 12 SYSTEM INTEGRATION & IMPLEMENTATION SEGMENT TO ACCOUNT FOR LARGEST MARKET IN 2023
    • FIGURE 13 STATISTICAL SEGMENT TO LEAD MARKET IN 2023
    • FIGURE 14 TEXT CLASSIFICATION SEGMENT TO ACCOUNT FOR LARGEST MARKET IN 2023
    • FIGURE 15 CLINICAL TRIAL MATCHING SEGMENT TO ACCOUNT FOR LARGEST MARKET IN 2023
    • FIGURE 16 HEALTHCARE RESEARCHERS SEGMENT TO LEAD MARKET IN 2023
    • FIGURE 17 NORTH AMERICA MARKET TO ACHIEVE HIGHEST GROWTH IN 2023

4 PREMIUM INSIGHTS

  • 4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN HEALTHCARE & LIFE SCIENCES MARKET
    • FIGURE 18 EMERGENCE OF ADVANCED AI TECHNOLOGIES TO PROPEL ADOPTION OF HEALTHCARE & LIFE SCIENCES MARKET
  • 4.2 OVERVIEW OF RECESSION IN GLOBAL HEALTHCARE & LIFE SCIENCES MARKET
    • FIGURE 19 HEALTHCARE & LIFE SCIENCES MARKET TO WITNESS MINOR DECLINE IN Y-O-Y GROWTH IN 2023
  • 4.3 HEALTHCARE & LIFE SCIENCES MARKET, BY KEY APPLICATION
    • FIGURE 20 HEALTHCARE CHATBOTS & VIRTUAL ASSISTANTS SEGMENT TO LEAD MARKET BY 2028
  • 4.4 HEALTHCARE & LIFE SCIENCES MARKET, BY KEY NLP TECHNIQUE AND END USER
    • FIGURE 21 TEXT CLASSIFICATION AND HEALTHCARE RESEARCHERS SEGMENTS TO ACCOUNT FOR SIGNIFICANT SHARE IN 2023
  • 4.5 HEALTHCARE & LIFE SCIENCES MARKET, BY REGION
    • FIGURE 22 NORTH AMERICA TO DOMINATE MARKET IN 2023

5 MARKET OVERVIEW AND INDUSTRY TRENDS

  • 5.1 INTRODUCTION
  • 5.2 MARKET DYNAMICS
    • FIGURE 23 NLP IN HEALTHCARE & LIFE SCIENCES MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES
    • 5.2.1 DRIVERS
      • 5.2.1.1 Rising demand to enhance care delivery and patient engagement
      • 5.2.1.2 Need for predictive analytics to improve significant health concerns
      • 5.2.1.3 Focus on enhancing clinical decision support
    • 5.2.2 RESTRAINTS
      • 5.2.2.1 Issues related to domain-specific language and medical terminology in NLP model development
      • 5.2.2.2 Complexity in integrating NLP with established healthcare system
    • 5.2.3 OPPORTUNITIES
      • 5.2.3.1 Rising adoption of computer-assisted coding to enhance productivity
      • 5.2.3.2 Emergence of advanced AI technology for generating valuable insights for healthcare
      • 5.2.3.3 Emergence of cognitive computing for medicine applications
    • 5.2.4 CHALLENGES
      • 5.2.4.1 High cost of implementation and maintenance of NLP technology
      • 5.2.4.2 Explainability and interpretability issues while deploying NLP algorithms
  • 5.3 NLP IN HEALTHCARE & LIFE SCIENCES MARKET EVOLUTION
    • FIGURE 24 NLP IN HEALTHCARE & LIFE SCIENCES MARKET EVOLUTION
  • 5.4 NLP IN HEALTHCARE & LIFE SCIENCES MARKET: ARCHITECTURE
    • FIGURE 25 FUNCTIONAL ELEMENTS OF NLP IN HEALTHCARE & LIFE SCIENCES SOLUTIONS
  • 5.5 ECOSYSTEM/MARKET MAP
    • FIGURE 26 KEY PAYERS IN NLP IN HEALTHCARE & LIFE SCIENCES MARKET
    • TABLE 6 ROLE OF PLAYERS IN NLP IN HEALTHCARE & LIFE SCIENCES MARKET
  • 5.6 CASE STUDY ANALYSIS
    • 5.6.1 CASE STUDY 1: CSL BEHRING COLLABORATED WITH IQVIA'S NLP TEAM, LINGUAMATICS, TO CREATE PROOF OF CONCEPT
    • 5.6.2 CASE STUDY 2: ATRIUS HEALTH USED LINGUAMATICS I2E TO CREATE QUERIES TO EXTRACT CLINICAL DATA FROM FREE-TEXT FIELDS WITHIN CLINICIAN PROGRESS NOTES AND CLINICAL REPORTS
    • 5.6.3 CASE STUDY 3: HUMANA ADOPTED WATSON'S VOICE AGENT TO OFFER ENHANCED SELF-SERVICE CAPABILITIES TO HEALTHCARE PROVIDERS
    • 5.6.4 CASE STUDY 4: BIOPHARMACEUTICAL COMPANY DEPLOYED IQVIA'S SOLUTIONS TO CONDUCT HEALTH TECHNOLOGY ASSESSMENT
    • 5.6.5 CASE STUDY 5: PHILIPS ADOPTED AMAZON'S ELASTIC COMPUTE CLOUD (AMAZON EC2) TO ATTAIN SECURE, RESIZABLE COMPUTING CAPACITY
    • 5.6.6 CASE STUDY 6: ATHENA BREAST HEALTH NETWORK AT UNIVERSITY OF CALIFORNIA SELECTED MAMMOSPHERE ON GOOGLE CLOUD PLATFORM TO DETERMINE OPTIMAL FREQUENCY AND METHODS OF BREAST CANCER SCREENING
    • 5.6.7 CASE STUDY 7: HEALTHPLIX COLLABORATED WITH AWS TO ENSURE DATA PRIVACY AND SECURITY
    • 5.6.8 CASE STUDY 8: BIOMERIEUX COLLABORATED WITH SAS TO TRANSFORM PROCESS OF ANTIBIOGRAM USING ADVANCED DATA MANAGEMENT, ANALYTICS, AND DATA VISUALIZATION TECHNOLOGY
    • 5.6.9 CASE STUDY 9: CUF SUCCESSFULLY MIGRATED ITS SYSTEMS AND WORKFORCE TO GOOGLE WORKSPACE, INTEGRATING ENTIRE COMPANY INTO NEW SYSTEM WITHIN FIVE MONTHS
    • 5.6.10 CASE STUDY 10: SEE-MODE LAUNCHED AVA ON AMAZON WEB SERVICES (AWS) CLOUD TO TRAIN ML MODELS BEHIND AVA USING ULTRASOUND IMAGES PROVIDED BY CLINICS
    • 5.6.11 CASE STUDY 11: CDPHP MOVED ITS DATA PROCESSING STACK TO CLOUD AND UPGRADED IT BY IMPLEMENTING PURPOSE-BUILT HEALTH ARTIFICIAL INTELLIGENCE SERVICES ON AWS
  • 5.7 SUPPLY CHAIN ANALYSIS
    • FIGURE 27 NLP IN HEALTHCARE & LIFE SCIENCES MARKET: SUPPLY CHAIN ANALYSIS
  • 5.8 TECHNOLOGY ANALYSIS
    • 5.8.1 KEY TECHNOLOGIES
      • 5.8.1.1 Machine Learning
      • 5.8.1.2 Cloud Computing
      • 5.8.1.3 Internet of Things
      • 5.8.1.4 Big Data & Analytics
    • 5.8.2 COMPLEMENTARY TECHNOLOGIES
      • 5.8.2.1 Augmented Reality (AR)
      • 5.8.2.2 Virtual Reality (VR)
      • 5.8.2.3 Wearables & Sensors
    • 5.8.3 ADJACENT TECHNOLOGIES
      • 5.8.3.1 Blockchain
      • 5.8.3.2 3D Printing
      • 5.8.3.3 Robotic Process Automation
      • 5.8.3.4 Nanotechnology
  • 5.9 IMPACT OF GENERATIVE AI AND LLM ON NLP IN HEALTHCARE & LIFE SCIENCES MARKET
    • TABLE 7 IMPACT OF GENERATIVE AI AND LLM ON NLP IN HEALTHCARE & LIFE SCIENCES MARKET
  • 5.10 PORTER'S FIVE FORCES ANALYSIS
    • TABLE 8 IMPACT OF PORTER'S FIVE FORCES ON NLP IN HEALTHCARE & LIFE SCIENCES MARKET
    • FIGURE 28 PORTER'S FIVE FORCES ANALYSIS
    • 5.10.1 THREAT OF NEW ENTRANTS
    • 5.10.2 THREAT OF SUBSTITUTES
    • 5.10.3 BARGAINING POWER OF SUPPLIERS
    • 5.10.4 BARGAINING POWER OF BUYERS
    • 5.10.5 INTENSITY OF COMPETITION RIVALRY
  • 5.11 PRICING ANALYSIS
    • 5.11.1 INDICATIVE PRICING ANALYSIS, BY NLP IN HEALTHCARE & LIFE SCIENCES VENDOR
    • TABLE 9 INDICATIVE PRICING LEVELS OF NLP IN HEALTHCARE & LIFE SCIENCES SOLUTIONS
    • 5.11.2 AVERAGE SELLING PRICE TRENDS OF KEY PLAYERS, BY TOP APPLICATION
    • FIGURE 29 AVERAGE SELLING PRICE TRENDS OF KEY PLAYERS, BY TOP APPLICATION
    • TABLE 10 AVERAGE SELLING PRICE TRENDS OF KEY PLAYERS, BY TOP APPLICATION
  • 5.12 PATENT ANALYSIS
    • 5.12.1 METHODOLOGY
    • 5.12.2 PATENTS FILED, BY DOCUMENT TYPE
    • TABLE 11 PATENTS FILED, 2013-2023
    • 5.12.3 INNOVATION AND PATENT APPLICATIONS
    • FIGURE 30 NUMBER OF PATENTS GRANTED IN LAST 10 YEARS, 2013-2023
      • 5.12.3.1 Top 10 applicants in NLP in healthcare & life sciences market
    • FIGURE 31 TOP 10 APPLICANTS IN NLP IN HEALTHCARE & LIFE SCIENCES MARKET, 2013-2023
    • FIGURE 32 REGIONAL ANALYSIS OF PATENTS GRANTED IN NLP IN HEALTHCARE & LIFE SCIENCES MARKET, 2013-2023
    • TABLE 12 TOP 20 PATENT OWNERS IN NLP IN HEALTHCARE & LIFE SCIENCES MARKET, 2013-2023
    • TABLE 13 LIST OF PATENTS IN NLP IN HEALTHCARE & LIFE SCIENCES MARKET, 2022-2023
  • 5.13 KEY CONFERENCES & EVENTS
    • TABLE 14 DETAILED LIST OF KEY CONFERENCES & EVENTS, 2023-2024
  • 5.14 TARIFF AND REGULATORY LANDSCAPE
    • 5.14.1 TARIFFS RELATED TO NLP IN HEALTHCARE & LIFE SCIENCES SOFTWARE
    • TABLE 15 TARIFFS RELATED TO NLP IN HEALTHCARE & LIFE SCIENCES SOFTWARE, 2022
    • 5.14.2 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
    • TABLE 16 NORTH AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
    • TABLE 17 EUROPE: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
    • TABLE 18 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
    • TABLE 19 MIDDLE EAST & AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
    • TABLE 20 LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
    • 5.14.3 NORTH AMERICA
      • 5.14.3.1 US
        • 5.14.3.1.1 California Consumer Privacy Act (CCPA)
        • 5.14.3.1.2 Health Insurance Portability and Accountability Act (HIPAA)
        • 5.14.3.1.3 AI/ML-based Software as a Medical Device (SaMD) Action Plan
      • 5.14.3.2 Canada
        • 5.14.3.2.1 Public Safety Canada Regulation
    • 5.14.4 EUROPE
      • 5.14.4.1 General Data Protection Regulation (GDPR)
    • 5.14.5 ASIA PACIFIC
      • 5.14.5.1 South Korea
        • 5.14.5.1.1 Personal Information Protection Act ("PIPA")
      • 5.14.5.2 China
      • 5.14.5.3 India
      • 5.14.5.4 Singapore
    • 5.14.6 MIDDLE EAST & AFRICA
      • 5.14.6.1 UAE
      • 5.14.6.2 KSA
    • 5.14.7 LATIN AMERICA
      • 5.14.7.1 Brazil
      • 5.14.7.2 Mexico
  • 5.15 TRADE ANALYSIS
    • 5.15.1 IMPORT SCENARIO OF COMPUTER SOFTWARE
    • FIGURE 33 COMPUTER SOFTWARE IMPORT, BY KEY COUNTRY, 2015-2022 (USD BILLION)
    • 5.15.2 EXPORT SCENARIO OF COMPUTER SOFTWARE
    • FIGURE 34 COMPUTER SOFTWARE EXPORT, BY KEY COUNTRY, 2015-2022 (USD BILLION)
  • 5.16 KEY STAKEHOLDERS & BUYING CRITERIA
    • 5.16.1 KEY STAKEHOLDERS IN BUYING PROCESS
    • FIGURE 35 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE APPLICATIONS
    • TABLE 21 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE APPLICATIONS
    • 5.16.2 BUYING CRITERIA
    • FIGURE 36 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS
    • TABLE 22 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS
  • 5.17 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS' BUSINESSES
    • FIGURE 37 TRENDS/DISRUPTION IMPACTING CUSTOMERS' BUSINESSES
  • 5.18 TECHNOLOGY ROADMAP OF NLP IN HEALTHCARE & LIFE SCIENCES MARKET
  • 5.19 BEST PRACTICES IN NLP IN HEALTHCARE & LIFE SCIENCES MARKET
  • 5.20 NLP IN HEALTHCARE & LIFE SCIENCES MARKET: BUSINESS MODELS
    • 5.20.1 SAAS MODEL
    • 5.20.2 CONSULTING SERVICES MODEL
    • 5.20.3 REVENUE SHARING MODEL
    • 5.20.4 PAY-PER-USE MODEL

6 NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING

  • 6.1 INTRODUCTION
    • 6.1.1 OFFERINGS: NLP IN HEALTHCARE & LIFE SCIENCES MARKET DRIVERS
    • FIGURE 38 SERVICES SEGMENT TO REGISTER HIGHER CAGR DURING FORECAST PERIOD
    • TABLE 23 NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2018-2022 (USD MILLION)
    • TABLE 24 NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2023-2028 (USD MILLION)
  • 6.2 SOLUTIONS
    • 6.2.1 NEED TO EMPOWER HEALTHCARE PROFESSIONALS TO BOOST INNOVATION AND ENHANCE PATIENT CARE DRIVES GROWTH OF MARKET
    • FIGURE 39 SOFTWARE SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD
    • TABLE 25 NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY SOLUTION TYPE, 2018-2022 (USD MILLION)
    • TABLE 26 NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY SOLUTION TYPE, 2023-2028 (USD MILLION)
    • TABLE 27 SOLUTIONS: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018-2022 (USD MILLION)
    • TABLE 28 SOLUTIONS: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 6.2.2 NLP IN HEALTHCARE & LIFE SCIENCES SOLUTIONS MARKET, BY TYPE
      • 6.2.2.1 Software
    • TABLE 29 SOFTWARE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018-2022 (USD MILLION)
    • TABLE 30 SOFTWARE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023-2028 (USD MILLION)
      • 6.2.2.2 Platforms
    • TABLE 31 PLATFORMS: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018-2022 (USD MILLION)
    • TABLE 32 PLATFORMS: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 6.2.3 NLP IN HEALTHCARE & LIFE SCIENCES SOLUTIONS MARKET, BY DEPLOYMENT MODE
    • TABLE 33 SOLUTIONS: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2018-2022 (USD MILLION)
    • TABLE 34 SOLUTIONS: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2023-2028 (USD MILLION)
      • 6.2.3.1 Cloud
    • TABLE 35 CLOUD: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018-2022 (USD MILLION)
    • TABLE 36 CLOUD: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023-2028 (USD MILLION)
      • 6.2.3.2 On-premise
    • TABLE 37 ON-PREMISE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018-2022 (USD MILLION)
    • TABLE 38 ON-PREMISE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 6.3 SERVICES
    • 6.3.1 GROWING NEED TO DEPLOY NLP MODELS FOR SPECIFIC HEALTHCARE APPLICATIONS TO PROPEL MARKET
    • FIGURE 41 MANAGED SERVICES SEGMENT TO GROW AT HIGHER CAGR BY 2028
    • TABLE 39 NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY SERVICE, 2018-2022 (USD MILLION)
    • TABLE 40 NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY SERVICE, 2023-2028 (USD MILLION)
    • TABLE 41 SERVICES: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018-2022 (USD MILLION)
    • TABLE 42 SERVICES: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 6.3.2 PROFESSIONAL SERVICES
    • FIGURE 42 TRAINING & CONSULTING SEGMENT TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD
    • TABLE 43 NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2018-2022 (USD MILLION)
    • TABLE 44 NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2023-2028 (USD MILLION)
    • TABLE 45 PROFESSIONAL SERVICES: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018-2022 (USD MILLION)
    • TABLE 46 PROFESSIONAL SERVICES: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023-2028 (USD MILLION)
      • 6.3.2.1 Training & consulting services
    • TABLE 47 TRAINING & CONSULTING SERVICES: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018-2022 (USD MILLION)
    • TABLE 48 TRAINING & CONSULTING SERVICES: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023-2028 (USD MILLION)
      • 6.3.2.2 System integration & implementation
    • TABLE 49 SYSTEM INTEGRATION & IMPLEMENTATION SERVICES: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018-2022 (USD MILLION)
    • TABLE 50 SYSTEM INTEGRATION & IMPLEMENTATION SERVICES: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023-2028 (USD MILLION)
      • 6.3.2.3 Support & maintenance
    • TABLE 51 SUPPORT & MAINTENANCE SERVICES: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018-2022 (USD MILLION)
    • TABLE 52 SUPPORT & MAINTENANCE SERVICES: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 6.3.3 MANAGED SERVICES
    • TABLE 53 MANAGED SERVICES: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018-2022 (USD MILLION)
    • TABLE 54 MANAGED SERVICES: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023-2028 (USD MILLION)

7 NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE

  • 7.1 INTRODUCTION
    • 7.1.1 NLP TYPES: NLP IN HEALTHCARE & LIFE SCIENCES MARKET DRIVERS
    • FIGURE 43 NEURAL SEGMENT TO REGISTER HIGHER CAGR DURING FORECAST PERIOD
    • TABLE 55 NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2018-2022 (USD MILLION)
    • TABLE 56 NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2023-2028 (USD MILLION)
  • 7.2 RULE-BASED
    • 7.2.1 GROWING DEMAND FOR ADAPTIVE AND EFFICIENT HEALTHCARE NLP SOLUTIONS TO SPUR GROWTH
    • TABLE 57 RULE-BASED: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018-2022 (USD MILLION)
    • TABLE 58 RULE-BASED: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 7.3 STATISTICAL
    • 7.3.1 ABILITY OF STATISTICAL NLP METHODS TO DERIVE INSIGHTS FROM MEDICAL TEXT TO BOOST MARKET GROWTH
    • TABLE 59 STATISTICAL: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018-2022 (USD MILLION)
    • TABLE 60 STATISTICAL: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 7.4 NEURAL
    • 7.4.1 RISING NEED TO ENHANCE PATIENT OUTCOMES AND FUEL RESEARCH TO ENCOURAGE MARKET EXPANSION
    • TABLE 61 NEURAL: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018-2022 (USD MILLION)
    • TABLE 62 NEURAL: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 7.5 HYBRID
    • 7.5.1 ABILITY OF HYBRID NLP MODELS TO ENHANCE DECISION-MAKING BY EXTRACTING MEANINGFUL INSIGHTS TO DRIVE MARKET GROWTH
    • TABLE 63 HYBRID: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018-2022 (USD MILLION)
    • TABLE 64 HYBRID: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023-2028 (USD MILLION)

8 NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TECHNIQUE

  • 8.1 INTRODUCTION
    • 8.1.1 NLP TECHNIQUES: NLP IN HEALTHCARE & LIFE SCIENCES MARKET DRIVERS
    • FIGURE 44 SENTIMENT ANALYSIS SEGMENT TO REGISTER HIGHER CAGR DURING FORECAST PERIOD
    • TABLE 65 NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TECHNIQUE, 2018-2022 (USD MILLION)
    • TABLE 66 NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TECHNIQUE, 2023-2028 (USD MILLION)
  • 8.2 OPTICAL CHARACTER RECOGNITION
    • 8.2.1 FOCUS ON ENHANCING DATA PROCESSING INTO DIGITAL CONTENT TO DRIVE ADOPTION OF OPTICAL CHARACTER RECOGNITION IN HEALTHCARE SERVICES
    • TABLE 67 OPTICAL CHARACTER RECOGNITION: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018-2022 (USD MILLION)
    • TABLE 68 OPTICAL CHARACTER RECOGNITION: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 8.3 NAMED ENTITY RECOGNITION
    • 8.3.1 GROWING NEED TO ENHANCE DATA ORGANIZATION FOR IMPROVED PATIENT CARE TO PROPEL MARKET
    • TABLE 69 NAMED ENTITY RECOGNITION: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018-2022 (USD MILLION)
    • TABLE 70 NAMED ENTITY RECOGNITION: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 8.4 SENTIMENT ANALYSIS
    • 8.4.1 RISING DEMAND TO ANALYZE PATIENT EXPERIENCE TO DRIVE MARKET GROWTH
    • TABLE 71 SENTIMENT ANALYSIS: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018-2022 (USD MILLION)
    • TABLE 72 SENTIMENT ANALYSIS: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 8.5 TEXT CLASSIFICATION
    • 8.5.1 EMPHASIS ON EMPOWERING HEALTHCARE ORGANIZATIONS FOR ADVANCED ANALYSIS TO DRIVE NEED FOR TEXT CLASSIFICATION
    • TABLE 73 TEXT CLASSIFICATION: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018-2022 (USD MILLION)
    • TABLE 74 TEXT CLASSIFICATION: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 8.6 TOPIC MODELING
    • 8.6.1 NEED FOR UNCOVERING INSIGHTS AND TRENDS FROM TEXTUAL DATA TO DRIVE MARKET
    • TABLE 75 TOPIC MODELING: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018-2022 (USD MILLION)
    • TABLE 76 TOPIC MODELING: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 8.7 IMAGE & PATTERN RECOGNITION
    • 8.7.1 GROWING NEED FOR DETECTING ANOMALIES AND AIDING EARLY DISEASE IDENTIFICATION TO FUEL MARKET
    • TABLE 77 IMAGE & PATTERN RECOGNITION: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018-2022 (USD MILLION)
    • TABLE 78 IMAGE & PATTERN RECOGNITION: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 8.8 OTHER NLP TECHNIQUES
    • TABLE 79 OTHER NLP TECHNIQUES: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018-2022 (USD MILLION)
    • TABLE 80 OTHER NLP TECHNIQUES: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023-2028 (USD MILLION)

9 NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY APPLICATION

  • 9.1 INTRODUCTION
    • 9.1.1 APPLICATIONS: NLP IN HEALTHCARE & LIFE SCIENCES MARKET DRIVERS
    • FIGURE 45 HEALTHCARE CHATBOTS & VIRTUAL ASSISTANTS SEGMENT TO REGISTER HIGHEST GROWTH DURING FORECAST PERIOD
    • TABLE 81 NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY APPLICATION, 2018-2022 (USD MILLION)
    • TABLE 82 NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY APPLICATION, 2023-2028 (USD MILLION)
  • 9.2 CLINICAL DECISION SUPPORT
    • 9.2.1 GROWING NEED TO ANALYZE CLINICAL DATA FOR EFFECTIVE DECISION-MAKING TO PROPEL MARKET
    • TABLE 83 CLINICAL DECISION SUPPORT: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018-2022 (USD MILLION)
    • TABLE 84 CLINICAL DECISION SUPPORT: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 9.2.2 DISEASE IDENTIFICATION & DIAGNOSIS
    • 9.2.3 TREATMENT RECOMMENDATIONS
    • 9.2.4 DRUG ALLERGY ALERTING
    • 9.2.5 OTHERS
  • 9.3 DRUG DISCOVERY & DEVELOPMENT
    • 9.3.1 RISING NEED TO FUEL DRUG DEVELOPMENT AND UNDERSTANDING BIOMOLECULES TO PROPEL GROWTH
    • TABLE 85 DRUG DISCOVERY & DEVELOPMENT: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018-2022 (USD MILLION)
    • TABLE 86 DRUG DISCOVERY & DEVELOPMENT: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 9.3.2 CHEMICAL ENTITY RECOGNITION
    • 9.3.3 COMPOUND SCREENING
    • 9.3.4 DRUG INFORMATION & MEDICATION MANAGEMENT
    • 9.3.5 OTHERS
  • 9.4 CLINICAL TRIAL MATCHING
    • 9.4.1 CLINICAL TRIAL MATCHING AUTOMATES LABOR-INTENSIVE TASKS FOR CLINICAL STAFF
    • TABLE 87 CLINICAL TRAIL MATCHING: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018-2022 (USD MILLION)
    • TABLE 88 CLINICAL TRIAL MATCHING: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 9.4.2 PATIENT ELIGIBILITY ASSESSMENT
    • 9.4.3 TRIAL PROTOCOL ANALYSIS
    • 9.4.4 TEXT-BASED CLINICAL TRIAL MATCHING
    • 9.4.5 OTHERS
  • 9.5 ELECTRONIC HEALTH RECORD SEARCH & RETRIEVAL
    • 9.5.1 RISING NEED TO ENHANCE MEDICAL DATA ACCESSIBILITY TO DRIVE ADOPTION OF NLP IN HEALTHCARE SERVICES
    • TABLE 89 ELECTRONIC HEALTH RECORD SEARCH & RETRIEVAL: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018-2022 (USD MILLION)
    • TABLE 90 ELECTRONIC HEALTH RECORD SEARCH & RETRIEVAL: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 9.5.2 PATIENT DATA RETRIEVAL
    • 9.5.3 MEDICAL HISTORY SUMMARIZATION
    • 9.5.4 EHR DATA MINING
    • 9.5.5 OTHERS
  • 9.6 HEALTHCARE CHATBOTS & VIRTUAL ASSISTANTS
    • 9.6.1 RISING NEED TO ENHANCE USER ENGAGEMENT AND CUSTOMER SERVICE TO BOOST MARKET GROWTH
    • TABLE 91 HEALTHCARE CHATBOTS & VIRTUAL ASSISTANTS: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018-2022 (USD MILLION)
    • TABLE 92 HEALTHCARE CHATBOTS & VIRTUAL ASSISTANTS: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 9.6.2 SYMPTOM CHECKING & TRAIGE
    • 9.6.3 MEDICATION REMINDERS
    • 9.6.4 PATENT EDUCATION
    • 9.6.5 OTHERS
  • 9.7 CLINICAL DOCUMENTATION PROCESSING
    • 9.7.1 ABILITY OF NLP TECHNIQUES TO COMPREHEND CONTEXT AND LANGUAGE NUANCES TO BOOST THEIR APPLICATION IN CLINICAL DOCUMENTATION PROCESSING
    • TABLE 93 CLINICAL DOCUMENTATION PROCESSING: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018-2022 (USD MILLION)
    • TABLE 94 CLINICAL DOCUMENTATION PROCESSING: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 9.7.2 AUTOMATED CODING & BILLING
    • 9.7.3 MEDICAL TRANSCRIPTION
    • 9.7.4 CLINICAL NOTE SUMMARIZATION
    • 9.7.5 OTHERS
  • 9.8 MEDICAL IMAGING
    • 9.8.1 INTEGRATING MEDICAL IMAGING WITH NLP ENHANCES DIAGNOSTIC ACCURACY AND IMPROVES PATIENT CARE
    • TABLE 95 MEDICAL IMAGING: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018-2022 (USD MILLION)
    • TABLE 96 MEDICAL IMAGING: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 9.8.2 RADIOLOGY REPORT ANALYSIS
    • 9.8.3 IMAGE CAPTIONING & ANNOTATION
    • 9.8.4 COMPUTER-AIDED DIAGNOSIS
    • 9.8.5 OTHERS
  • 9.9 OTHER APPLICATIONS
    • TABLE 97 OTHER APPLICATIONS: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018-2022 (USD MILLION)
    • TABLE 98 OTHER APPLICATIONS: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023-2028 (USD MILLION)

10 NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY END USER

  • 10.1 INTRODUCTION
    • 10.1.1 END USERS: NLP IN HEALTHCARE & LIFE SCIENCES MARKET DRIVERS
    • FIGURE 46 PHARMACEUTICALS & BIOTECH COMPANIES SEGMENT TO REGISTER HIGHER CAGR DURING FORECAST PERIOD
    • TABLE 99 NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY END USER, 2018-2022 (USD MILLION)
    • TABLE 100 NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY END USER, 2023-2028 (USD MILLION)
  • 10.2 CLINICAL PRACTITIONERS
    • 10.2.1 GROWING NEED TO ENHANCE TREATMENT PLANNING TO SPUR DEMAND
    • TABLE 101 CLINICAL PRACTITIONERS: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018-2022 (USD MILLION)
    • TABLE 102 CLINICAL PRACTITIONERS: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 10.2.2 PHYSICIANS/DOCTORS
    • 10.2.3 NURSES
    • 10.2.4 PHARMACISTS
    • 10.2.5 OTHERS
  • 10.3 HEALTHCARE RESEARCHERS
    • 10.3.1 NEED FOR ANALYZING LARGE AMOUNT OF MEDICAL DATA FROM VARIOUS SOURCES TO DRIVE MARKET
    • TABLE 103 HEALTHCARE RESEARCHERS: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018-2022 (USD MILLION)
    • TABLE 104 HEALTHCARE RESEARCHERS: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 10.3.2 CLINICAL RESEARCHERS
    • 10.3.3 BIOMEDICAL SCIENTISTS
    • 10.3.4 EPIDEMIOLOGISTS
    • 10.3.5 OTHERS
  • 10.4 HEALTHCARE ADMINISTRATORS
    • 10.4.1 FOCUS ON ENHANCING OPERATIONAL EFFICIENCY AND DECISION-MAKING TO ENCOURAGE MARKET EXPANSION
    • TABLE 105 HEALTHCARE ADMINISTRATORS: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018-2022 (USD MILLION)
    • TABLE 106 HEALTHCARE ADMINISTRATORS: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 10.4.2 HOSPITAL ADMINISTRATORS
    • 10.4.3 HEALTH IT MANAGERS
    • 10.4.4 HEALTHCARE DATA ANALYST
    • 10.4.5 OTHERS
  • 10.5 HEALTH INSURANCE & PAYER PROFESSIONALS
    • 10.5.1 HEALTH INSURANCE AND PAYER PROFESSIONALS USE NLP TECHNIQUES TO IMPROVE VARIOUS ASPECTS OF THEIR OPERATIONS
    • TABLE 107 HEALTH INSURANCE & PAYER PROFESSIONALS: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018-2022 (USD MILLION)
    • TABLE 108 HEALTH INSURANCE & PAYER PROFESSIONALS: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 10.5.2 HEALTH INSURANCE COMPANIES
    • 10.5.3 GOVERNMENT HEALTH AGENCIES
    • 10.5.4 OTHERS
  • 10.6 PHARMACEUTICAL & BIOTECH COMPANIES
    • 10.6.1 EMPHASIS ON GAINING INSIGHTS INTO DRUG SAFETY TO DRIVE ADOPTION OF NLP TECHNIQUES
    • TABLE 109 PHARMACEUTICAL & BIOTECH COMPANIES: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018-2022 (USD MILLION)
    • TABLE 110 PHARMACEUTICAL & BIOTECH COMPANIES: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 10.6.2 MEDICAL AFFAIRS & MARKET RESEARCHERS
    • 10.6.3 REGULATORY AFFAIRS
    • 10.6.4 PHARMACOVIGILANCE DEPARTMENT
    • 10.6.5 OTHERS
  • 10.7 OTHER END USERS
    • TABLE 111 OTHER END USERS: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018-2022 (USD MILLION)
    • TABLE 112 OTHER END USERS: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023-2028 (USD MILLION)

11 NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION

  • 11.1 INTRODUCTION
    • FIGURE 47 ASIA PACIFIC TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
    • FIGURE 48 INDIA TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
    • TABLE 113 NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018-2022 (USD MILLION)
    • TABLE 114 NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 11.2 NORTH AMERICA
    • 11.2.1 NORTH AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET DRIVERS
    • 11.2.2 NORTH AMERICA: IMPACT OF RECESSION
    • FIGURE 49 NORTH AMERICA: MARKET SNAPSHOT
    • TABLE 115 NORTH AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2018-2022 (USD MILLION)
    • TABLE 116 NORTH AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • TABLE 117 NORTH AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY SOLUTION TYPE, 2018-2022 (USD MILLION)
    • TABLE 118 NORTH AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY SOLUTION TYPE, 2023-2028 (USD MILLION)
    • TABLE 119 NORTH AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2018-2022 (USD MILLION)
    • TABLE 120 NORTH AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2023-2028 (USD MILLION)
    • TABLE 121 NORTH AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY SERVICE, 2018-2022 (USD MILLION)
    • TABLE 122 NORTH AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY SERVICE, 2023-2028 (USD MILLION)
    • TABLE 123 NORTH AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2018-2022 (USD MILLION)
    • TABLE 124 NORTH AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2023-2028 (USD MILLION)
    • TABLE 125 NORTH AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2018-2022 (USD MILLION)
    • TABLE 126 NORTH AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2023-2028 (USD MILLION)
    • TABLE 127 NORTH AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TECHNIQUE, 2018-2022 (USD MILLION)
    • TABLE 128 NORTH AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TECHNIQUE, 2023-2028 (USD MILLION)
    • TABLE 129 NORTH AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY APPLICATION, 2018-2022 (USD MILLION)
    • TABLE 130 NORTH AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY APPLICATION, 2023-2028 (USD MILLION)
    • TABLE 131 NORTH AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY END USER, 2018-2022 (USD MILLION)
    • TABLE 132 NORTH AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY END USER, 2023-2028 (USD MILLION)
    • TABLE 133 NORTH AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY COUNTRY, 2018-2022 (USD MILLION)
    • TABLE 134 NORTH AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY COUNTRY, 2023-2028 (USD MILLION)
    • 11.2.3 US
      • 11.2.3.1 Rapid adoption and use of innovative NLP solutions to drive growth
    • TABLE 135 US: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2018-2022 (USD MILLION)
    • TABLE 136 US: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • TABLE 137 US: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2018-2022 (USD MILLION)
    • TABLE 138 US: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2023-2028 (USD MILLION)
    • 11.2.4 CANADA
      • 11.2.4.1 Rapid adoption and implementation of AI technologies to boost demand
    • TABLE 139 CANADA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2018-2022 (USD MILLION)
    • TABLE 140 CANADA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • TABLE 141 CANADA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2018-2022 (USD MILLION)
    • TABLE 142 CANADA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2023-2028 (USD MILLION)
  • 11.3 EUROPE
    • 11.3.1 EUROPE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET DRIVERS
    • 11.3.2 EUROPE: IMPACT OF RECESSION
    • TABLE 143 EUROPE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2018-2022 (USD MILLION)
    • TABLE 144 EUROPE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • TABLE 145 EUROPE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY SOLUTION TYPE, 2018-2022 (USD MILLION)
    • TABLE 146 EUROPE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY SOLUTION TYPE, 2023-2028 (USD MILLION)
    • TABLE 147 EUROPE: NLP IN HEALTHCARE & LIFE SCIENCES SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2018-2022 (USD MILLION)
    • TABLE 148 EUROPE: NLP IN HEALTHCARE & LIFE SCIENCES SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2023-2028 (USD MILLION)
    • TABLE 149 EUROPE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY SERVICE, 2018-2022 (USD MILLION)
    • TABLE 150 EUROPE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY SERVICE, 2023-2028 (USD MILLION)
    • TABLE 151 EUROPE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2018-2022 (USD MILLION)
    • TABLE 152 EUROPE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2023-2028 (USD MILLION)
    • TABLE 153 EUROPE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2018-2022 (USD MILLION)
    • TABLE 154 EUROPE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2023-2028 (USD MILLION)
    • TABLE 155 EUROPE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TECHNIQUE, 2018-2022 (USD MILLION)
    • TABLE 156 EUROPE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TECHNIQUE, 2023-2028 (USD MILLION)
    • TABLE 157 EUROPE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY APPLICATION, 2018-2022 (USD MILLION)
    • TABLE 158 EUROPE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY APPLICATION, 2023-2028 (USD MILLION)
    • TABLE 159 EUROPE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY END USER, 2018-2022 (USD MILLION)
    • TABLE 160 EUROPE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY END USER, 2023-2028 (USD MILLION)
    • TABLE 161 EUROPE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY COUNTRY, 2018-2022 (USD MILLION)
    • TABLE 162 EUROPE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY COUNTRY, 2023-2028 (USD MILLION)
    • 11.3.3 UK
      • 11.3.3.1 Growing demand for NLP techniques from healthcare and life sciences sectors to spur market
    • TABLE 163 UK: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2018-2022 (USD MILLION)
    • TABLE 164 UK: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • TABLE 165 UK: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2018-2022 (USD MILLION)
    • TABLE 166 UK: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2023-2028 (USD MILLION)
    • 11.3.4 GERMANY
      • 11.3.4.1 Growing digital mobility and digital spending across healthcare industry to drive market expansion
    • TABLE 167 GERMANY: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2018-2022 (USD MILLION)
    • TABLE 168 GERMANY: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • TABLE 169 GERMANY: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2018-2022 (USD MILLION)
    • TABLE 170 GERMANY: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2023-2028 (USD MILLION)
    • 11.3.5 FRANCE
      • 11.3.5.1 Increased focus on research and development and capital inflows from global players to drive market
    • TABLE 171 FRANCE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2018-2022 (USD MILLION)
    • TABLE 172 FRANCE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • TABLE 173 FRANCE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2018-2022 (USD MILLION)
    • TABLE 174 FRANCE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2023-2028 (USD MILLION)
    • 11.3.6 ITALY
      • 11.3.6.1 Rising need to transform clinical research and accelerate drug discovery to drive market
    • 11.3.7 SPAIN
      • 11.3.7.1 Focus on revolutionizing healthcare & life sciences through advanced clinical support and global accessibility initiatives to spur growth
    • 11.3.8 REST OF EUROPE
  • 11.4 ASIA PACIFIC
    • 11.4.1 ASIA PACIFIC: NLP IN HEALTHCARE & LIFE SCIENCES MARKET DRIVERS
    • 11.4.2 ASIA PACIFIC: IMPACT OF RECESSION
    • FIGURE 50 ASIA PACIFIC: MARKET SNAPSHOT
    • TABLE 175 ASIA PACIFIC: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2018-2022 (USD MILLION)
    • TABLE 176 ASIA PACIFIC: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • TABLE 177 ASIA PACIFIC: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY SOLUTION TYPE, 2018-2022 (USD MILLION)
    • TABLE 178 ASIA PACIFIC: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY SOLUTION TYPE, 2023-2028 (USD MILLION)
    • TABLE 179 ASIA PACIFIC: NLP IN HEALTHCARE & LIFE SCIENCES SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2018-2022 (USD MILLION)
    • TABLE 180 ASIA PACIFIC: NLP IN HEALTHCARE & LIFE SCIENCES SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2023-2028 (USD MILLION)
    • TABLE 181 ASIA PACIFIC: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY SERVICE, 2018-2022 (USD MILLION)
    • TABLE 182 ASIA PACIFIC: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY SERVICE, 2023-2028 (USD MILLION)
    • TABLE 183 ASIA PACIFIC: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2018-2022 (USD MILLION)
    • TABLE 184 ASIA PACIFIC: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2023-2028 (USD MILLION)
    • TABLE 185 ASIA PACIFIC: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2018-2022 (USD MILLION)
    • TABLE 186 ASIA PACIFIC: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2023-2028 (USD MILLION)
    • TABLE 187 ASIA PACIFIC: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TECHNIQUE, 2018-2022 (USD MILLION)
    • TABLE 188 ASIA PACIFIC: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TECHNIQUE, 2023-2028 (USD MILLION)
    • TABLE 189 ASIA PACIFIC: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY APPLICATION, 2018-2022 (USD MILLION)
    • TABLE 190 ASIA PACIFIC: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY APPLICATION, 2023-2028 (USD MILLION)
    • TABLE 191 ASIA PACIFIC: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY END USER, 2018-2022 (USD MILLION)
    • TABLE 192 ASIA PACIFIC: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY END USER, 2023-2028 (USD MILLION)
    • TABLE 193 ASIA PACIFIC: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY COUNTRY, 2018-2022 (USD MILLION)
    • TABLE 194 ASIA PACIFIC: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY COUNTRY, 2023-2028 (USD MILLION)
    • 11.4.3 CHINA
      • 11.4.3.1 Growing need to effectively manage huge amounts of clinical data to drive adoption of NLP techniques
    • TABLE 195 CHINA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2018-2022 (USD MILLION)
    • TABLE 196 CHINA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • TABLE 197 CHINA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2018-2022 (USD MILLION)
    • TABLE 198 CHINA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2023-2028 (USD MILLION)
    • 11.4.4 JAPAN
      • 11.4.4.1 Growing adoption of AI and NLP technologies to enhance efficiency and personalization of healthcare services to boost market
    • TABLE 199 JAPAN: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2018-2022 (USD MILLION)
    • TABLE 200 JAPAN: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • TABLE 201 JAPAN: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2018-2022 (USD MILLION)
    • TABLE 202 JAPAN: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2023-2028 (USD MILLION)
    • 11.4.5 INDIA
      • 11.4.5.1 Increasing government initiatives to propel adoption of NLP techniques
    • TABLE 203 INDIA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2018-2022 (USD MILLION)
    • TABLE 204 INDIA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • TABLE 205 INDIA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2018-2022 (USD MILLION)
    • TABLE 206 INDIA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2023-2028 (USD MILLION)
    • 11.4.6 SOUTH KOREA
      • 11.4.6.1 Growing technological progress to propel market expansion
    • 11.4.7 ANZ
      • 11.4.7.1 Integrating advanced technology into healthcare sector to transform patient care and decision-making
    • 11.4.8 ASEAN
      • 11.4.8.1 Rising need to provide personalized treatments to encourage popularity of NLP techniques
    • 11.4.9 REST OF ASIA PACIFIC
  • 11.5 MIDDLE EAST & AFRICA
    • 11.5.1 MIDDLE EAST & AFRICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET DRIVERS
    • 11.5.2 MIDDLE EAST & AFRICA: RECESSION IMPACT
    • TABLE 207 MIDDLE EAST & AFRICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2018-2022 (USD MILLION)
    • TABLE 208 MIDDLE EAST & AFRICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • TABLE 209 MIDDLE EAST & AFRICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY SOLUTION TYPE, 2018-2022 (USD MILLION)
    • TABLE 210 MIDDLE EAST & AFRICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY SOLUTION TYPE, 2023-2028 (USD MILLION)
    • TABLE 211 MIDDLE EAST & AFRICA: NLP IN HEALTHCARE & LIFE SCIENCES SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2018-2022 (USD MILLION)
    • TABLE 212 MIDDLE EAST & AFRICA: NLP IN HEALTHCARE & LIFE SCIENCES SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2023-2028 (USD MILLION)
    • TABLE 213 MIDDLE EAST & AFRICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY SERVICE, 2018-2022 (USD MILLION)
    • TABLE 214 MIDDLE EAST & AFRICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY SERVICE, 2023-2028 (USD MILLION)
    • TABLE 215 MIDDLE EAST & AFRICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2018-2022 (USD MILLION)
    • TABLE 216 MIDDLE EAST & AFRICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2023-2028 (USD MILLION)
    • TABLE 217 MIDDLE EAST & AFRICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2018-2022 (USD MILLION)
    • TABLE 218 MIDDLE EAST & AFRICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2023-2028 (USD MILLION)
    • TABLE 219 MIDDLE EAST & AFRICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TECHNIQUE, 2018-2022 (USD MILLION)
    • TABLE 220 MIDDLE EAST & AFRICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TECHNIQUE, 2023-2028 (USD MILLION)
    • TABLE 221 MIDDLE EAST & AFRICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY APPLICATION, 2018-2022 (USD MILLION)
    • TABLE 222 MIDDLE EAST & AFRICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY APPLICATION, 2023-2028 (USD MILLION)
    • TABLE 223 MIDDLE EAST & AFRICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY END USER, 2018-2022 (USD MILLION)
    • TABLE 224 MIDDLE EAST & AFRICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY END USER, 2023-2028 (USD MILLION)
    • TABLE 225 MIDDLE EAST & AFRICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY COUNTRY, 2018-2022 (USD MILLION)
    • TABLE 226 MIDDLE EAST & AFRICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY COUNTRY, 2023-2028 (USD MILLION)
    • 11.5.3 SAUDI ARABIA
      • 11.5.3.1 Increasing government initiatives to promote technological adoption to drive growth
    • TABLE 227 SAUDI ARABIA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2018-2022 (USD MILLION)
    • TABLE 228 SAUDI ARABIA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • TABLE 229 SAUDI ARABIA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2018-2022 (USD MILLION)
    • TABLE 230 SAUDI ARABIA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2023-2028 (USD MILLION)
    • 11.5.4 UAE
      • 11.5.4.1 Emphasis on enhancing efficiency and reducing costs to boost market
    • TABLE 231 UAE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2018-2022 (USD MILLION)
    • TABLE 232 UAE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • TABLE 233 UAE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2018-2022 (USD MILLION)
    • TABLE 234 UAE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2023-2028 (USD MILLION)
    • 11.5.5 SOUTH AFRICA
      • 11.5.5.1 Mental healthcare services to undergo revolutionary transformation through utilization of NLP
    • TABLE 235 SOUTH AFRICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2018-2022 (USD MILLION)
    • TABLE 236 SOUTH AFRICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • TABLE 237 SOUTH AFRICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2018-2022 (USD MILLION)
    • TABLE 238 SOUTH AFRICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2023-2028 (USD MILLION)
    • 11.5.6 TURKEY
      • 11.5.6.1 Rising availability of EHR and demand to enhance patient care to drive growth
    • 11.5.7 EGYPT
      • 11.5.7.1 Growing demand for personalized healthcare services at low costs to boost market
    • 11.5.8 REST OF MIDDLE EAST & AFRICA
  • 11.6 LATIN AMERICA
    • 11.6.1 LATIN AMERICA: HEALTHCARE & LIFE SCIENCES MARKET DRIVERS
    • 11.6.2 LATIN AMERICA: RECESSION IMPACT
    • TABLE 239 LATIN AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2018-2022 (USD MILLION)
    • TABLE 240 LATIN AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • TABLE 241 LATIN AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY SOLUTION TYPE, 2018-2022 (USD MILLION)
    • TABLE 242 LATIN AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY SOLUTION TYPE, 2023-2028 (USD MILLION)
    • TABLE 243 LATIN AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2018-2022 (USD MILLION)
    • TABLE 244 LATIN AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2023-2028 (USD MILLION)
    • TABLE 245 LATIN AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY SERVICE, 2018-2022 (USD MILLION)
    • TABLE 246 LATIN AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY SERVICE, 2023-2028 (USD MILLION)
    • TABLE 247 LATIN AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2018-2022 (USD MILLION)
    • TABLE 248 LATIN AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2023-2028 (USD MILLION)
    • TABLE 249 LATIN AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2018-2022 (USD MILLION)
    • TABLE 250 LATIN AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2023-2028 (USD MILLION)
    • TABLE 251 LATIN AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TECHNIQUE, 2018-2022 (USD MILLION)
    • TABLE 252 LATIN AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TECHNIQUE, 2023-2028 (USD MILLION)
    • TABLE 253 LATIN AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY APPLICATION, 2018-2022 (USD MILLION)
    • TABLE 254 LATIN AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY APPLICATION, 2023-2028 (USD MILLION)
    • TABLE 255 LATIN AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY END USER, 2018-2022 (USD MILLION)
    • TABLE 256 LATIN AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY END USER, 2023-2028 (USD MILLION)
    • TABLE 257 LATIN AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY COUNTRY, 2018-2022 (USD MILLION)
    • TABLE 258 LATIN AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY COUNTRY, 2023-2028 (USD MILLION)
    • 11.6.3 BRAZIL
      • 11.6.3.1 Increased number of healthcare regulatory bodies to promote investment and boost market penetration
    • TABLE 259 BRAZIL: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2018-2022 (USD MILLION)
    • TABLE 260 BRAZIL: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • TABLE 261 BRAZIL: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2018-2022 (USD MILLION)
    • TABLE 262 BRAZIL: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2023-2028 (USD MILLION)
    • 11.6.4 MEXICO
      • 11.6.4.1 Development of new policies and increasing investments in AI to boost growth
    • TABLE 263 MEXICO: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2018-2022 (USD MILLION)
    • TABLE 264 MEXICO: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • TABLE 265 MEXICO: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2018-2022 (USD MILLION)
    • TABLE 266 MEXICO: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2023-2028 (USD MILLION)
    • 11.6.5 ARGENTINA
      • 11.6.5.1 Focus on better analysis of patient data to drive adoption of NLP techniques
    • 11.6.6 REST OF LATIN AMERICA

12 COMPETITIVE LANDSCAPE

  • 12.1 OVERVIEW
  • 12.2 KEY PLAYERS' STRATEGIES/RIGHT TO WIN
    • TABLE 267 OVERVIEW OF STRATEGIES ADOPTED BY KEY NLP IN HEALTHCARE & LIFE SCIENCES VENDORS
  • 12.3 REVENUE ANALYSIS
    • FIGURE 51 BUSINESS SEGMENT REVENUE ANALYSIS OF KEY PLAYERS, 2018-2022 (USD BILLION)
  • 12.4 MARKET SHARE ANALYSIS
    • FIGURE 52 MARKET SHARE ANALYSIS FOR KEY PLAYERS, 2022
    • TABLE 268 NLP IN HEALTHCARE & LIFE SCIENCES MARKET: INTENSITY OF COMPETITIVE RIVALRY
  • 12.5 BRAND/PRODUCT COMPARATIVE ANALYSIS
    • TABLE 269 BRAND/PRODUCT COMPARATIVE ANALYSIS, BY SOFTWARE
    • TABLE 270 BRAND/PRODUCT COMPARATIVE ANALYSIS, BY PLATFORM
  • 12.6 COMPANY EVALUATION MATRIX
    • 12.6.1 STARS
    • 12.6.2 EMERGING LEADERS
    • 12.6.3 PERVASIVE PLAYERS
    • 12.6.4 PARTICIPANTS
    • FIGURE 53 COMPANY EVALUATION MATRIX, 2022
    • 12.6.5 COMPANY FOOTPRINT
    • FIGURE 54 PRODUCT FOOTPRINT (24 COMPANIES)
    • TABLE 271 APPLICATION FOOTPRINT (24 COMPANIES)
    • TABLE 272 REGIONAL FOOTPRINT (24 COMPANIES)
    • TABLE 273 COMPANY FOOTPRINT (24 COMPANIES)
  • 12.7 STARTUP/SME EVALUATION MATRIX
    • 12.7.1 PROGRESSIVE COMPANIES
    • 12.7.2 DYNAMIC COMPANIES
    • 12.7.3 STARTING BLOCKS
    • FIGURE 55 STARTUP/SME EVALUATION MATRIX, 2022
    • 12.7.4 STARTUP/SME COMPETITIVE BENCHMARKING
    • TABLE 274 NLP IN HEALTHCARE & LIFE SCIENCES MARKET: DETAILED LIST OF KEY STARTUPS/SMES
    • TABLE 275 NLP IN HEALTHCARE & LIFE SCIENCES MARKET: COMPETITIVE BENCHMARKING OF STARTUPS/SMES, 2022
  • 12.8 VALUATION AND FINANCIAL METRICS OF KEY NLP IN HEALTHCARE & LIFE SCIENCES VENDORS
    • FIGURE 56 FINANCIAL METRICS OF KEY NLP IN HEALTHCARE & LIFE SCIENCES VENDORS
    • FIGURE 57 YTD PRICE TOTAL RETURN AND STOCK BETA OF KEY NLP IN HEALTHCARE & LIFE SCIENCES VENDORS
  • 12.9 COMPETITIVE SCENARIO & TRENDS
    • 12.9.1 PRODUCT LAUNCHES & ENHANCEMENTS
    • TABLE 276 NLP IN HEALTHCARE & LIFE SCIENCES MARKET: PRODUCT LAUNCHES & ENHANCEMENTS, 2021-2023
    • 12.9.2 DEALS
    • TABLE 277 NLP IN HEALTHCARE & LIFE SCIENCES MARKET: DEALS, 2021-2023

13 COMPANY PROFILES

  • 13.1 INTRODUCTION
  • 13.2 KEY PLAYERS
  • (Business Overview, Products/Solutions/Services offered, Recent Developments, MnM View)**
    • 13.2.1 IBM
    • TABLE 278 IBM: BUSINESS OVERVIEW
    • FIGURE 58 IBM: COMPANY SNAPSHOT
    • TABLE 279 IBM: PRODUCTS/SOLUTIONS/SERVICES OFFERED
    • TABLE 280 IBM: PRODUCT LAUNCHES & ENHANCEMENTS
    • TABLE 281 IBM: DEALS
    • 13.2.2 MICROSOFT
    • TABLE 282 MICROSOFT: BUSINESS OVERVIEW
    • FIGURE 59 MICROSOFT: COMPANY SNAPSHOT
    • TABLE 283 MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED
    • TABLE 284 MICROSOFT: PRODUCT LAUNCHES & ENHANCEMENTS
    • TABLE 285 MICROSOFT: DEALS
    • 13.2.3 GOOGLE
    • TABLE 286 GOOGLE: BUSINESS OVERVIEW
    • FIGURE 60 GOOGLE: COMPANY SNAPSHOT
    • TABLE 287 GOOGLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
    • TABLE 288 GOOGLE: PRODUCT LAUNCHES & ENHANCEMENTS
    • TABLE 289 GOOGLE: DEALS
    • 13.2.4 AWS
    • TABLE 290 AWS: BUSINESS OVERVIEW
    • FIGURE 61 AWS: COMPANY SNAPSHOT
    • TABLE 291 AWS: PRODUCTS/SOLUTIONS/SERVICES OFFERED
    • TABLE 292 AWS: PRODUCT LAUNCHES & ENHANCEMENTS
    • TABLE 293 AWS: DEALS
    • TABLE 294 AWS: OTHERS
    • 13.2.5 IQVIA
    • TABLE 295 IQVIA: BUSINESS OVERVIEW
    • FIGURE 62 IQVIA: COMPANY SNAPSHOT
    • TABLE 296 IQVIA: PRODUCTS/SOLUTIONS/SERVICES OFFERED
    • TABLE 297 IQVIA: PRODUCT LAUNCHES & ENHANCEMENTS
    • TABLE 298 IQVIA: DEALS
    • TABLE 299 IQVIA: OTHERS
    • 13.2.6 ORACLE CORPORATION
    • TABLE 300 ORACLE CORPORATION: BUSINESS OVERVIEW
    • FIGURE 63 ORACLE CORPORATION: COMPANY SNAPSHOT
    • TABLE 301 ORACLE CORPORATION: PRODUCTS/SOLUTIONS/SERVICES OFFERED
    • TABLE 302 ORACLE CORPORATION: PRODUCT LAUNCHES & ENHANCEMENTS
    • TABLE 303 ORACLE: DEALS
    • 13.2.7 INOVALON
    • TABLE 304 INOVALON: BUSINESS OVERVIEW
    • TABLE 305 INOVALON: PRODUCTS/SOLUTIONS/SERVICES OFFERED
    • TABLE 306 INOVALON: PRODUCT LAUNCHES & ENHANCEMENTS
    • TABLE 307 INOVALON: DEALS
    • TABLE 308 INOVALON: OTHERS
    • 13.2.8 DOLBEY & COMPANY
    • TABLE 309 DOLBEY & COMPANY: BUSINESS OVERVIEW
    • TABLE 310 DOLBEY & COMPANY: PRODUCTS/SOLUTIONS/SERVICES OFFERED
    • TABLE 311 DOLBEY & COMPANY: PRODUCT LAUNCHES & ENHANCEMENTS
    • TABLE 312 DOLBEY & COMPANY: DEALS
    • 13.2.9 AVERBIS
    • TABLE 313 AVERBIS: BUSINESS OVERVIEW
    • TABLE 314 AVERBIS: PRODUCTS/SOLUTIONS/SERVICES OFFERED
    • TABLE 315 AVERBIS: PRODUCT LAUNCHES & ENHANCEMENTS
    • TABLE 316 AVERBIS: DEALS
    • 13.2.10 SAS INSTITUTE
    • TABLE 317 SAS INSTITUTE: BUSINESS OVERVIEW
    • TABLE 318 SAS INSTITUTE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
    • TABLE 319 SAS INSTITUTE: PRODUCT LAUNCHES & ENHANCEMENTS
    • TABLE 320 SAS INSTITUTE: DEALS
    • TABLE 321 SAS INSTITUTE: OTHERS
    • 13.2.11 3M
    • TABLE 322 3M: BUSINESS OVERVIEW
    • FIGURE 64 3M: COMPANY SNAPSHOT
    • TABLE 323 3M: PRODUCTS/SOLUTIONS/SERVICES OFFERED
    • TABLE 324 3M: PRODUCT LAUNCHES & ENHANCEMENTS
    • TABLE 325 3M: DEALS
    • TABLE 326 3M: OTHERS
  • 13.3 OTHER KEY PLAYERS
    • 13.3.1 PRESS GANEY
    • 13.3.2 ELLIPSIS HEALTH
    • 13.3.3 LEXALYTICS
    • 13.3.4 CENTENE CORPORATION
    • 13.3.5 CAPTION HEALTH
    • 13.3.6 CLINITHINK
    • 13.3.7 HEWLETT PACKARD ENTERPRISE
    • 13.3.8 ONCORA MEDICAL
    • 13.3.9 FLATIRON HEALTH
    • 13.3.10 APIXIO
    • 13.3.11 EDIFECS
    • 13.3.12 JOHN SNOW LABS
    • 13.3.13 ITREX GROUP
  • *Details on Business Overview, Products/Solutions/Services offered, Recent Developments, MnM View might not be captured in case of unlisted companies.
  • 13.4 STARTUPS/SMES
    • 13.4.1 FORESEE MEDICAL
    • 13.4.2 GNANI.AI
    • 13.4.3 NOTABLE 334 13.4.4 BIOFOURMIS
    • 13.4.5 SUKI
    • 13.4.6 WAVE HEALTH TECHNOLOGIES
    • 13.4.7 CORTI
    • 13.4.8 CLOUDMEDX
    • 13.4.9 MEDINREAL
    • 13.4.10 EMTELLIGENT
    • 13.4.11 ENLITIC
    • 13.4.12 DEEP 6 AI

14 ADJACENT & RELATED MARKETS

  • 14.1 INTRODUCTION
  • 14.2 NLP IN EDUCATION MARKET
    • 14.2.1 MARKET DEFINITION
    • 14.2.2 MARKET OVERVIEW
    • 14.2.3 NLP IN EDUCATION MARKET, BY OFFERING
    • TABLE 327 NLP IN EDUCATION MARKET, BY OFFERING, 2018-2022 (USD MILLION)
    • TABLE 328 NLP IN EDUCATION MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • 14.2.4 NLP IN EDUCATION MARKET, BY MODEL TYPE
    • TABLE 329 NLP IN EDUCATION MARKET, BY MODEL TYPE, 2018-2022 (USD MILLION)
    • TABLE 330 NLP IN EDUCATION MARKET, BY MODEL TYPE, 2023-2028 (USD MILLION)
    • 14.2.5 NLP IN EDUCATION MARKET, BY END USER
    • TABLE 331 NLP IN EDUCATION MARKET, BY END USER, 2018-2022 (USD MILLION)
    • TABLE 332 NLP IN EDUCATION MARKET, BY END USER, 2023-2028 (USD MILLION)
    • 14.2.6 NLP IN EDUCATION MARKET, BY APPLICATION
    • TABLE 333 NLP IN EDUCATION MARKET, BY APPLICATION, 2018-2022 (USD MILLION)
    • TABLE 334 NLP IN EDUCATION MARKET, BY APPLICATION, 2023-2028 (USD MILLION)
    • 14.2.7 NLP IN EDUCATION MARKET, BY REGION
    • TABLE 335 NLP IN EDUCATION MARKET, BY REGION, 2018-2022 (USD MILLION)
    • TABLE 336 NLP IN EDUCATION MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 14.3 NLP IN FINANCE MARKET
    • 14.3.1 MARKET DEFINITION
    • 14.3.2 MARKET OVERVIEW
    • 14.3.3 NLP IN FINANCE MARKET, BY OFFERING
    • TABLE 337 NLP IN FINANCE MARKET, BY OFFERING, 2019-2022 (USD MILLION)
    • TABLE 338 NLP IN FINANCE MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • 14.3.4 NLP IN FINANCE MARKET, BY APPLICATION
    • TABLE 339 NLP IN FINANCE MARKET, BY APPLICATION, 2019-2022 (USD MILLION)
    • TABLE 340 NLP IN FINANCE MARKET, BY APPLICATION, 2023-2028 (USD MILLION)
    • 14.3.5 NLP IN FINANCE MARKET, BY TECHNOLOGY
    • TABLE 341 NLP IN FINANCE MARKET, BY TECHNOLOGY, 2019-2022 (USD MILLION)
    • TABLE 342 NLP IN FINANCE MARKET, BY TECHNOLOGY, 2023-2028 (USD MILLION)
    • 14.3.6 NLP IN FINANCE MARKET, BY VERTICAL
    • TABLE 343 NLP IN FINANCE MARKET, BY VERTICAL, 2019-2022 (USD MILLION)
    • TABLE 344 NLP IN FINANCE MARKET, BY VERTICAL, 2023-2028 (USD MILLION)
    • 14.3.7 NLP IN FINANCE MARKET, BY REGION
    • TABLE 345 NLP IN FINANCE MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 346 NLP IN FINANCE MARKET, BY REGION, 2023-2028 (USD MILLION)

15 APPENDIX

  • 15.1 DISCUSSION GUIDE
  • 15.2 KNOWLEDGESTORE: MARKETSANDMARKETS' SUBSCRIPTION PORTAL
  • 15.3 CUSTOMIZATION OPTIONS
  • 15.4 RELATED REPORTS
  • 15.5 AUTHOR DETAILS
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