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Global 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 - Forecast to 2028

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    Report

  • 362 Pages
  • November 2023
  • Region: Global
  • Markets and Markets
  • ID: 5402716

Emergence of Advanced AI Technologies to Propel Adoption of Healthcare & Life Sciences Market

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%, and 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.

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: Biomérieux 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 & TrIage
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, Analyst's 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, Analyst's 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
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: The Subscription Portal
15.3 Customization Options

Executive Summary

Companies Mentioned

  • 3M
  • Apixio
  • Averbis
  • AWS
  • Biofourmis
  • Caption Health
  • Centene Corporation
  • Clinithink
  • Cloudmedx
  • Corti
  • Deep 6 AI
  • Dolbey & Company
  • Edifecs
  • Ellipsis Health
  • Emtelligent
  • Enlitic
  • Flatiron Health
  • Foresee Medical
  • Gnani.AI
  • Google
  • Hewlett Packard Enterprise
  • IBM
  • Inovalon
  • Iqvia
  • Itrex Group
  • John Snow Labs
  • Lexalytics
  • Medinreal
  • Microsoft
  • Notable
  • Oncora Medical
  • Oracle Corporation
  • Press Ganey
  • SAS Institute
  • Suki
  • Wave Health Technologies

Table Information