出版：MarketsandMarkets（マーケッツアンドマーケッツ） 出版年月：2023年11月
NLP in Healthcare and Life Sciences Market – Global Forecast To 2028
ヘルスケア＆ライフサイエンス市場におけるNLP : 提供内容、NLP タイプ (統計、ニューラル)、NLP 手法 (感情分析、トピックモデリング)、用途 (臨床試験マッチング、臨床意思決定サポート)、エンド ユーザー、地域別 – 2028年までの世界予測
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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| エンタープライズライセンス | USD11,000 |
| 種別 | 英文調査報告書 |
Report Overview
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.
Table of Contents
1 INTRODUCTION 35
1.1 STUDY OBJECTIVES 35
1.2 MARKET DEFINITION 35
1.2.1 INCLUSIONS & EXCLUSIONS 36
1.3 STUDY SCOPE 37
1.3.1 MARKET SEGMENTATION 37
1.3.2 REGIONS COVERED 38
1.4 YEARS CONSIDERED 38
1.5 CURRENCY CONSIDERED 39
TABLE 1 USD EXCHANGE RATES, 2020–2022 39
1.6 STAKEHOLDERS 39
1.7 SUMMARY OF CHANGES 40
1.7.1 IMPACT OF RECESSION 40
2 RESEARCH METHODOLOGY 41
2.1 RESEARCH DATA 41
FIGURE 1 NLP IN HEALTHCARE & LIFE SCIENCES MARKET: RESEARCH DESIGN 41
2.1.1 SECONDARY DATA 42
2.1.2 PRIMARY DATA 42
TABLE 2 PRIMARY INTERVIEWS 42
2.1.2.1 Breakup of primary profiles 43
2.1.2.2 Key industry insights 43
2.2 MARKET BREAKUP AND DATA TRIANGULATION 44
FIGURE 2 DATA TRIANGULATION 44
2.3 MARKET SIZE ESTIMATION 45
FIGURE 3 NLP IN HEALTHCARE & LIFE SCIENCES MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES 45
2.3.1 TOP-DOWN APPROACH 45
2.3.2 BOTTOM-UP APPROACH 46
FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY – APPROACH 1 (SUPPLY SIDE): REVENUE FROM SOLUTIONS/SERVICES OF NLP IN HEALTHCARE & LIFE SCIENCES MARKET 46
FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY – APPROACH 2, BOTTOM-UP (SUPPLY SIDE): COLLECTIVE REVENUE FROM SOLUTIONS/SERVICES OF NLP IN HEALTHCARE & LIFE SCIENCES MARKET 47
FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY – APPROACH 3, BOTTOM-UP (SUPPLY SIDE): COLLECTIVE REVENUE FROM SOLUTIONS/SERVICES OF NLP IN HEALTHCARE & LIFE SCIENCES MARKET 48
FIGURE 7 MARKET SIZE ESTIMATION METHODOLOGY – APPROACH 4, BOTTOM-UP (DEMAND SIDE): COMPONENT LEVEL SHARE THROUGH OVERALL NLP IN HEALTHCARE & LIFE SCIENCES SPENDING 49
2.4 MARKET FORECAST 50
TABLE 3 FACTOR ANALYSIS 50
2.5 RESEARCH ASSUMPTIONS 51
2.6 LIMITATIONS AND RISK ASSESSMENT 52
2.7 IMPACT OF RECESSION ON GLOBAL NLP IN HEALTHCARE & LIFE SCIENCES MARKET 53
3 EXECUTIVE SUMMARY 54
TABLE 4 GLOBAL NLP IN HEALTHCARE & LIFE SCIENCES MARKET AND GROWTH RATE, 2018–2022 (USD MILLION, Y-O-Y%) 55
TABLE 5 GLOBAL NLP IN HEALTHCARE & LIFE SCIENCES MARKET AND GROWTH RATE, 2023–2028 (USD MILLION, Y-O-Y%) 56
FIGURE 8 SOLUTIONS SEGMENT TO ACCOUNT FOR LARGER MARKET IN 2023 56
FIGURE 9 SOFTWARE SEGMENT TO ACCOUNT FOR LARGER MARKET IN 2023 56
FIGURE 10 CLOUD SEGMENT TO ACCOUNT FOR LARGER SHARE IN 2023 57
FIGURE 11 PROFESSIONAL SERVICES SEGMENT TO LEAD MARKET IN 2023 57
FIGURE 12 SYSTEM INTEGRATION & IMPLEMENTATION SEGMENT TO ACCOUNT FOR LARGEST MARKET IN 2023 58
FIGURE 13 STATISTICAL SEGMENT TO LEAD MARKET IN 2023 58
FIGURE 14 TEXT CLASSIFICATION SEGMENT TO ACCOUNT FOR LARGEST MARKET IN 2023 59
FIGURE 15 CLINICAL TRIAL MATCHING SEGMENT TO ACCOUNT FOR LARGEST MARKET IN 2023 59
FIGURE 16 HEALTHCARE RESEARCHERS SEGMENT TO LEAD MARKET IN 2023 60
FIGURE 17 NORTH AMERICA MARKET TO ACHIEVE HIGHEST GROWTH IN 2023 60
4 PREMIUM INSIGHTS 61
4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN HEALTHCARE & LIFE SCIENCES MARKET 61
FIGURE 18 EMERGENCE OF ADVANCED AI TECHNOLOGIES TO PROPEL ADOPTION OF HEALTHCARE & LIFE SCIENCES MARKET 61
4.2 OVERVIEW OF RECESSION IN GLOBAL HEALTHCARE & LIFE SCIENCES MARKET 62
FIGURE 19 HEALTHCARE & LIFE SCIENCES MARKET TO WITNESS MINOR DECLINE IN Y-O-Y GROWTH IN 2023 62
4.3 HEALTHCARE & LIFE SCIENCES MARKET, BY KEY APPLICATION 62
FIGURE 20 HEALTHCARE CHATBOTS & VIRTUAL ASSISTANTS SEGMENT TO LEAD MARKET BY 2028 62
4.4 HEALTHCARE & LIFE SCIENCES MARKET, BY KEY NLP TECHNIQUE AND END USER 63
FIGURE 21 TEXT CLASSIFICATION AND HEALTHCARE RESEARCHERS SEGMENTS TO ACCOUNT FOR SIGNIFICANT SHARE IN 2023 63
4.5 HEALTHCARE & LIFE SCIENCES MARKET, BY REGION 63
FIGURE 22 NORTH AMERICA TO DOMINATE MARKET IN 2023 63
5 MARKET OVERVIEW AND INDUSTRY TRENDS 64
5.1 INTRODUCTION 64
5.2 MARKET DYNAMICS 65
FIGURE 23 NLP IN HEALTHCARE & LIFE SCIENCES MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES 65
5.2.1 DRIVERS 65
5.2.1.1 Rising demand to enhance care delivery and patient engagement 65
5.2.1.2 Need for predictive analytics to improve significant health concerns 66
5.2.1.3 Focus on enhancing clinical decision support 66
5.2.2 RESTRAINTS 67
5.2.2.1 Issues related to domain-specific language and medical terminology in NLP model development 67
5.2.2.2 Complexity in integrating NLP with established healthcare system 67
5.2.3 OPPORTUNITIES 67
5.2.3.1 Rising adoption of computer-assisted coding to enhance productivity 67
5.2.3.2 Emergence of advanced AI technology for generating valuable insights for healthcare 68
5.2.3.3 Emergence of cognitive computing for medicine applications 68
5.2.4 CHALLENGES 68
5.2.4.1 High cost of implementation and maintenance of NLP technology 68
5.2.4.2 Explainability and interpretability issues while deploying NLP algorithms 69
5.3 NLP IN HEALTHCARE & LIFE SCIENCES MARKET EVOLUTION 69
FIGURE 24 NLP IN HEALTHCARE & LIFE SCIENCES MARKET EVOLUTION 69
5.4 NLP IN HEALTHCARE & LIFE SCIENCES MARKET: ARCHITECTURE 70
FIGURE 25 FUNCTIONAL ELEMENTS OF NLP IN HEALTHCARE & LIFE SCIENCES SOLUTIONS 70
5.5 ECOSYSTEM/MARKET MAP 71
FIGURE 26 KEY PAYERS IN NLP IN HEALTHCARE & LIFE SCIENCES MARKET 71
TABLE 6 ROLE OF PLAYERS IN NLP IN HEALTHCARE & LIFE SCIENCES MARKET 71
5.6 CASE STUDY ANALYSIS 73
5.6.1 CASE STUDY 1: CSL BEHRING COLLABORATED WITH IQVIA’S NLP TEAM, LINGUAMATICS, TO CREATE PROOF OF CONCEPT 74
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 74
5.6.3 CASE STUDY 3: HUMANA ADOPTED WATSON’S VOICE AGENT TO OFFER ENHANCED SELF-SERVICE CAPABILITIES TO HEALTHCARE PROVIDERS 75
5.6.4 CASE STUDY 4: BIOPHARMACEUTICAL COMPANY DEPLOYED IQVIA’S SOLUTIONS TO CONDUCT HEALTH TECHNOLOGY ASSESSMENT 76
5.6.5 CASE STUDY 5: PHILIPS ADOPTED AMAZON’S ELASTIC COMPUTE CLOUD (AMAZON EC2) TO ATTAIN SECURE, RESIZABLE COMPUTING CAPACITY 77
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 78
5.6.7 CASE STUDY 7: HEALTHPLIX COLLABORATED WITH AWS TO ENSURE DATA PRIVACY AND SECURITY 79
5.6.8 CASE STUDY 8: BIOMÉRIEUX COLLABORATED WITH SAS TO TRANSFORM PROCESS OF ANTIBIOGRAM USING ADVANCED DATA MANAGEMENT, ANALYTICS, AND DATA VISUALIZATION TECHNOLOGY 80
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 81
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 81
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 82
5.7 SUPPLY CHAIN ANALYSIS 83
FIGURE 27 NLP IN HEALTHCARE & LIFE SCIENCES MARKET: SUPPLY CHAIN ANALYSIS 83
5.8 TECHNOLOGY ANALYSIS 84
5.8.1 KEY TECHNOLOGIES 84
5.8.1.1 Machine Learning 84
5.8.1.2 Cloud Computing 84
5.8.1.3 Internet of Things 84
5.8.1.4 Big Data & Analytics 85
5.8.2 COMPLEMENTARY TECHNOLOGIES 85
5.8.2.1 Augmented Reality (AR) 85
5.8.2.2 Virtual Reality (VR) 85
5.8.2.3 Wearables & Sensors 86
5.8.3 ADJACENT TECHNOLOGIES 86
5.8.3.1 Blockchain 86
5.8.3.2 3D Printing 86
5.8.3.3 Robotic Process Automation 87
5.8.3.4 Nanotechnology 87
5.9 IMPACT OF GENERATIVE AI AND LLM ON NLP IN HEALTHCARE & LIFE SCIENCES MARKET 87
TABLE 7 IMPACT OF GENERATIVE AI AND LLM ON NLP IN HEALTHCARE & LIFE SCIENCES MARKET 88
5.10 PORTER’S FIVE FORCES ANALYSIS 88
TABLE 8 IMPACT OF PORTER’S FIVE FORCES ON NLP IN HEALTHCARE & LIFE SCIENCES MARKET 88
FIGURE 28 PORTER’S FIVE FORCES ANALYSIS 89
5.10.1 THREAT OF NEW ENTRANTS 89
5.10.2 THREAT OF SUBSTITUTES 90
5.10.3 BARGAINING POWER OF SUPPLIERS 90
5.10.4 BARGAINING POWER OF BUYERS 90
5.10.5 INTENSITY OF COMPETITION RIVALRY 91
5.11 PRICING ANALYSIS 91
5.11.1 INDICATIVE PRICING ANALYSIS, BY NLP IN HEALTHCARE & LIFE SCIENCES VENDOR 92
TABLE 9 INDICATIVE PRICING LEVELS OF NLP IN HEALTHCARE & LIFE SCIENCES SOLUTIONS 92
5.11.2 AVERAGE SELLING PRICE TRENDS OF KEY PLAYERS, BY TOP APPLICATION 93
FIGURE 29 AVERAGE SELLING PRICE TRENDS OF KEY PLAYERS, BY TOP APPLICATION 93
TABLE 10 AVERAGE SELLING PRICE TRENDS OF KEY PLAYERS, BY TOP APPLICATION 93
5.12 PATENT ANALYSIS 94
5.12.1 METHODOLOGY 94
5.12.2 PATENTS FILED, BY DOCUMENT TYPE 94
TABLE 11 PATENTS FILED, 2013–2023 94
5.12.3 INNOVATION AND PATENT APPLICATIONS 94
FIGURE 30 NUMBER OF PATENTS GRANTED IN LAST 10 YEARS, 2013–2023 94
5.12.3.1 Top 10 applicants in NLP in healthcare & life sciences market 95
FIGURE 31 TOP 10 APPLICANTS IN NLP IN HEALTHCARE & LIFE SCIENCES MARKET, 2013–2023 95
FIGURE 32 REGIONAL ANALYSIS OF PATENTS GRANTED IN NLP IN HEALTHCARE & LIFE SCIENCES MARKET, 2013–2023 95
TABLE 12 TOP 20 PATENT OWNERS IN NLP IN HEALTHCARE & LIFE SCIENCES MARKET, 2013–2023 96
TABLE 13 LIST OF PATENTS IN NLP IN HEALTHCARE & LIFE SCIENCES MARKET, 2022–2023 97
5.13 KEY CONFERENCES & EVENTS 99
TABLE 14 DETAILED LIST OF KEY CONFERENCES & EVENTS, 2023–2024 99
5.14 TARIFF AND REGULATORY LANDSCAPE 100
5.14.1 TARIFFS RELATED TO NLP IN HEALTHCARE & LIFE SCIENCES SOFTWARE 100
TABLE 15 TARIFFS RELATED TO NLP IN HEALTHCARE & LIFE SCIENCES SOFTWARE, 2022 100
5.14.2 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 101
TABLE 16 NORTH AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 101
TABLE 17 EUROPE: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 102
TABLE 18 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 104
TABLE 19 MIDDLE EAST & AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 105
TABLE 20 LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 105
5.14.3 NORTH AMERICA 105
5.14.3.1 US 105
5.14.3.1.1 California Consumer Privacy Act (CCPA) 105
5.14.3.1.2 Health Insurance Portability and Accountability Act (HIPAA) 106
5.14.3.1.3 AI/ML-based Software as a Medical Device (SaMD) Action Plan 106
5.14.3.2 Canada 106
5.14.3.2.1 Public Safety Canada Regulation 106
5.14.4 EUROPE 106
5.14.4.1 General Data Protection Regulation (GDPR) 106
5.14.5 ASIA PACIFIC 106
5.14.5.1 South Korea 106
5.14.5.1.1 Personal Information Protection Act (“PIPA”) 106
5.14.5.2 China 107
5.14.5.3 India 107
5.14.5.4 Singapore 107
5.14.6 MIDDLE EAST & AFRICA 107
5.14.6.1 UAE 107
5.14.6.2 KSA 107
5.14.7 LATIN AMERICA 108
5.14.7.1 Brazil 108
5.14.7.2 Mexico 108
5.15 TRADE ANALYSIS 108
5.15.1 IMPORT SCENARIO OF COMPUTER SOFTWARE 108
FIGURE 33 COMPUTER SOFTWARE IMPORT, BY KEY COUNTRY, 2015–2022 (USD BILLION) 109
5.15.2 EXPORT SCENARIO OF COMPUTER SOFTWARE 109
FIGURE 34 COMPUTER SOFTWARE EXPORT, BY KEY COUNTRY, 2015–2022 (USD BILLION) 110
5.16 KEY STAKEHOLDERS & BUYING CRITERIA 111
5.16.1 KEY STAKEHOLDERS IN BUYING PROCESS 111
FIGURE 35 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE APPLICATIONS 111
TABLE 21 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE APPLICATIONS 111
5.16.2 BUYING CRITERIA 112
FIGURE 36 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS 112
TABLE 22 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS 112
5.17 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESSES 113
FIGURE 37 TRENDS/DISRUPTION IMPACTING CUSTOMERS’ BUSINESSES 113
5.18 TECHNOLOGY ROADMAP OF NLP IN HEALTHCARE & LIFE SCIENCES MARKET 113
5.19 BEST PRACTICES IN NLP IN HEALTHCARE & LIFE SCIENCES MARKET 115
5.20 NLP IN HEALTHCARE & LIFE SCIENCES MARKET: BUSINESS MODELS 116
5.20.1 SAAS MODEL 116
5.20.2 CONSULTING SERVICES MODEL 116
5.20.3 REVENUE SHARING MODEL 116
5.20.4 PAY-PER-USE MODEL 117
6 NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING 118
6.1 INTRODUCTION 119
6.1.1 OFFERINGS: NLP IN HEALTHCARE & LIFE SCIENCES MARKET DRIVERS 119
FIGURE 38 SERVICES SEGMENT TO REGISTER HIGHER CAGR DURING FORECAST PERIOD 119
TABLE 23 NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2018–2022 (USD MILLION) 120
TABLE 24 NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2023–2028 (USD MILLION) 120
6.2 SOLUTIONS 120
6.2.1 NEED TO EMPOWER HEALTHCARE PROFESSIONALS TO BOOST INNOVATION AND ENHANCE PATIENT CARE DRIVES GROWTH OF MARKET 120
FIGURE 39 SOFTWARE SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD 121
TABLE 25 NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY SOLUTION TYPE, 2018–2022 (USD MILLION) 121
TABLE 26 NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY SOLUTION TYPE, 2023–2028 (USD MILLION) 121
TABLE 27 SOLUTIONS: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018–2022 (USD MILLION) 122
TABLE 28 SOLUTIONS: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023–2028 (USD MILLION) 122
6.2.2 NLP IN HEALTHCARE & LIFE SCIENCES SOLUTIONS MARKET, BY TYPE 122
6.2.2.1 Software 122
TABLE 29 SOFTWARE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018–2022 (USD MILLION) 123
TABLE 30 SOFTWARE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023–2028 (USD MILLION) 123
6.2.2.2 Platforms 124
TABLE 31 PLATFORMS: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018–2022 (USD MILLION) 124
TABLE 32 PLATFORMS: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023–2028 (USD MILLION) 125
6.2.3 NLP IN HEALTHCARE & LIFE SCIENCES SOLUTIONS MARKET, BY DEPLOYMENT MODE 125
TABLE 33 SOLUTIONS: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2018–2022 (USD MILLION) 126
TABLE 34 SOLUTIONS: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION) 126
6.2.3.1 Cloud 126
TABLE 35 CLOUD: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018–2022 (USD MILLION) 126
TABLE 36 CLOUD: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023–2028 (USD MILLION) 127
6.2.3.2 On-premise 127
TABLE 37 ON-PREMISE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018–2022 (USD MILLION) 127
TABLE 38 ON-PREMISE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023–2028 (USD MILLION) 128
6.3 SERVICES 128
6.3.1 GROWING NEED TO DEPLOY NLP MODELS FOR SPECIFIC HEALTHCARE APPLICATIONS TO PROPEL MARKET 128
FIGURE 41 MANAGED SERVICES SEGMENT TO GROW AT HIGHER CAGR BY 2028 129
TABLE 39 NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY SERVICE, 2018–2022 (USD MILLION) 129
TABLE 40 NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY SERVICE, 2023–2028 (USD MILLION) 129
TABLE 41 SERVICES: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018–2022 (USD MILLION) 130
TABLE 42 SERVICES: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023–2028 (USD MILLION) 130
6.3.2 PROFESSIONAL SERVICES 130
FIGURE 42 TRAINING & CONSULTING SEGMENT TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD 131
TABLE 43 NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2018–2022 (USD MILLION) 131
TABLE 44 NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION) 131
TABLE 45 PROFESSIONAL SERVICES: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018–2022 (USD MILLION) 132
TABLE 46 PROFESSIONAL SERVICES: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023–2028 (USD MILLION) 132
6.3.2.1 Training & consulting services 132
TABLE 47 TRAINING & CONSULTING SERVICES: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018–2022 (USD MILLION) 133
TABLE 48 TRAINING & CONSULTING SERVICES: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023–2028 (USD MILLION) 133
6.3.2.2 System integration & implementation 133
TABLE 49 SYSTEM INTEGRATION & IMPLEMENTATION SERVICES: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018–2022 (USD MILLION) 134
TABLE 50 SYSTEM INTEGRATION & IMPLEMENTATION SERVICES: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023–2028 (USD MILLION) 134
6.3.2.3 Support & maintenance 134
TABLE 51 SUPPORT & MAINTENANCE SERVICES: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018–2022 (USD MILLION) 135
TABLE 52 SUPPORT & MAINTENANCE SERVICES: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023–2028 (USD MILLION) 135
6.3.3 MANAGED SERVICES 135
TABLE 53 MANAGED SERVICES: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018–2022 (USD MILLION) 136
TABLE 54 MANAGED SERVICES: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023–2028 (USD MILLION) 136
7 NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE 137
7.1 INTRODUCTION 138
7.1.1 NLP TYPES: NLP IN HEALTHCARE & LIFE SCIENCES MARKET DRIVERS 138
FIGURE 43 NEURAL SEGMENT TO REGISTER HIGHER CAGR DURING FORECAST PERIOD 138
TABLE 55 NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2018–2022 (USD MILLION) 139
TABLE 56 NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2023–2028 (USD MILLION) 139
7.2 RULE-BASED 139
7.2.1 GROWING DEMAND FOR ADAPTIVE AND EFFICIENT HEALTHCARE NLP SOLUTIONS TO SPUR GROWTH 139
TABLE 57 RULE-BASED: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018–2022 (USD MILLION) 140
TABLE 58 RULE-BASED: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023–2028 (USD MILLION) 140
7.3 STATISTICAL 140
7.3.1 ABILITY OF STATISTICAL NLP METHODS TO DERIVE INSIGHTS FROM MEDICAL TEXT TO BOOST MARKET GROWTH 140
TABLE 59 STATISTICAL: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018–2022 (USD MILLION) 141
TABLE 60 STATISTICAL: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023–2028 (USD MILLION) 141
7.4 NEURAL 142
7.4.1 RISING NEED TO ENHANCE PATIENT OUTCOMES AND FUEL RESEARCH TO ENCOURAGE MARKET EXPANSION 142
TABLE 61 NEURAL: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018–2022 (USD MILLION) 142
TABLE 62 NEURAL: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023–2028 (USD MILLION) 142
7.5 HYBRID 143
7.5.1 ABILITY OF HYBRID NLP MODELS TO ENHANCE DECISION-MAKING BY EXTRACTING MEANINGFUL INSIGHTS TO DRIVE MARKET GROWTH 143
TABLE 63 HYBRID: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018–2022 (USD MILLION) 143
TABLE 64 HYBRID: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023–2028 (USD MILLION) 143
8 NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TECHNIQUE 144
8.1 INTRODUCTION 145
8.1.1 NLP TECHNIQUES: NLP IN HEALTHCARE & LIFE SCIENCES MARKET DRIVERS 145
FIGURE 44 SENTIMENT ANALYSIS SEGMENT TO REGISTER HIGHER CAGR DURING FORECAST PERIOD 145
TABLE 65 NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TECHNIQUE, 2018–2022 (USD MILLION) 146
TABLE 66 NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TECHNIQUE, 2023–2028 (USD MILLION) 146
8.2 OPTICAL CHARACTER RECOGNITION 146
8.2.1 FOCUS ON ENHANCING DATA PROCESSING INTO DIGITAL CONTENT TO DRIVE ADOPTION OF OPTICAL CHARACTER RECOGNITION IN HEALTHCARE SERVICES 146
TABLE 67 OPTICAL CHARACTER RECOGNITION: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018–2022 (USD MILLION) 147
TABLE 68 OPTICAL CHARACTER RECOGNITION: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023–2028 (USD MILLION) 147
8.3 NAMED ENTITY RECOGNITION 147
8.3.1 GROWING NEED TO ENHANCE DATA ORGANIZATION FOR IMPROVED PATIENT CARE TO PROPEL MARKET 147
TABLE 69 NAMED ENTITY RECOGNITION: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018–2022 (USD MILLION) 148
TABLE 70 NAMED ENTITY RECOGNITION: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023–2028 (USD MILLION) 148
8.4 SENTIMENT ANALYSIS 148
8.4.1 RISING DEMAND TO ANALYZE PATIENT EXPERIENCE TO DRIVE MARKET GROWTH 148
TABLE 71 SENTIMENT ANALYSIS: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018–2022 (USD MILLION) 149
TABLE 72 SENTIMENT ANALYSIS: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023–2028 (USD MILLION) 149
8.5 TEXT CLASSIFICATION 149
8.5.1 EMPHASIS ON EMPOWERING HEALTHCARE ORGANIZATIONS FOR ADVANCED ANALYSIS TO DRIVE NEED FOR TEXT CLASSIFICATION 149
TABLE 73 TEXT CLASSIFICATION: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018–2022 (USD MILLION) 150
TABLE 74 TEXT CLASSIFICATION: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023–2028 (USD MILLION) 150
8.6 TOPIC MODELING 150
8.6.1 NEED FOR UNCOVERING INSIGHTS AND TRENDS FROM TEXTUAL DATA TO DRIVE MARKET 150
TABLE 75 TOPIC MODELING: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018–2022 (USD MILLION) 151
TABLE 76 TOPIC MODELING: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023–2028 (USD MILLION) 151
8.7 IMAGE & PATTERN RECOGNITION 151
8.7.1 GROWING NEED FOR DETECTING ANOMALIES AND AIDING EARLY DISEASE IDENTIFICATION TO FUEL MARKET 151
TABLE 77 IMAGE & PATTERN RECOGNITION: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018–2022 (USD MILLION) 152
TABLE 78 IMAGE & PATTERN RECOGNITION: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023–2028 (USD MILLION) 152
8.8 OTHER NLP TECHNIQUES 152
TABLE 79 OTHER NLP TECHNIQUES: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018–2022 (USD MILLION) 153
TABLE 80 OTHER NLP TECHNIQUES: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023–2028 (USD MILLION) 153
9 NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY APPLICATION 154
9.1 INTRODUCTION 155
9.1.1 APPLICATIONS: NLP IN HEALTHCARE & LIFE SCIENCES MARKET DRIVERS 155
FIGURE 45 HEALTHCARE CHATBOTS & VIRTUAL ASSISTANTS SEGMENT TO REGISTER HIGHEST GROWTH DURING FORECAST PERIOD 156
TABLE 81 NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY APPLICATION, 2018–2022 (USD MILLION) 156
TABLE 82 NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 157
9.2 CLINICAL DECISION SUPPORT 157
9.2.1 GROWING NEED TO ANALYZE CLINICAL DATA FOR EFFECTIVE DECISION-MAKING TO PROPEL MARKET 157
TABLE 83 CLINICAL DECISION SUPPORT: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018–2022 (USD MILLION) 158
TABLE 84 CLINICAL DECISION SUPPORT: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023–2028 (USD MILLION) 158
9.2.2 DISEASE IDENTIFICATION & DIAGNOSIS 158
9.2.3 TREATMENT RECOMMENDATIONS 159
9.2.4 DRUG ALLERGY ALERTING 159
9.2.5 OTHERS 159
9.3 DRUG DISCOVERY & DEVELOPMENT 160
9.3.1 RISING NEED TO FUEL DRUG DEVELOPMENT AND UNDERSTANDING BIOMOLECULES TO PROPEL GROWTH 160
TABLE 85 DRUG DISCOVERY & DEVELOPMENT: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018–2022 (USD MILLION) 160
TABLE 86 DRUG DISCOVERY & DEVELOPMENT: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023–2028 (USD MILLION) 161
9.3.2 CHEMICAL ENTITY RECOGNITION 161
9.3.3 COMPOUND SCREENING 161
9.3.4 DRUG INFORMATION & MEDICATION MANAGEMENT 161
9.3.5 OTHERS 162
9.4 CLINICAL TRIAL MATCHING 162
9.4.1 CLINICAL TRIAL MATCHING AUTOMATES LABOR-INTENSIVE TASKS FOR CLINICAL STAFF 162
TABLE 87 CLINICAL TRAIL MATCHING: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018–2022 (USD MILLION) 163
TABLE 88 CLINICAL TRIAL MATCHING: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023–2028 (USD MILLION) 163
9.4.2 PATIENT ELIGIBILITY ASSESSMENT 163
9.4.3 TRIAL PROTOCOL ANALYSIS 164
9.4.4 TEXT-BASED CLINICAL TRIAL MATCHING 164
9.4.5 OTHERS 164
9.5 ELECTRONIC HEALTH RECORD SEARCH & RETRIEVAL 164
9.5.1 RISING NEED TO ENHANCE MEDICAL DATA ACCESSIBILITY TO DRIVE ADOPTION OF NLP IN HEALTHCARE SERVICES 164
TABLE 89 ELECTRONIC HEALTH RECORD SEARCH & RETRIEVAL: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018–2022 (USD MILLION) 165
TABLE 90 ELECTRONIC HEALTH RECORD SEARCH & RETRIEVAL: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023–2028 (USD MILLION) 165
9.5.2 PATIENT DATA RETRIEVAL 166
9.5.3 MEDICAL HISTORY SUMMARIZATION 166
9.5.4 EHR DATA MINING 166
9.5.5 OTHERS 166
9.6 HEALTHCARE CHATBOTS & VIRTUAL ASSISTANTS 167
9.6.1 RISING NEED TO ENHANCE USER ENGAGEMENT AND CUSTOMER SERVICE TO BOOST MARKET GROWTH 167
TABLE 91 HEALTHCARE CHATBOTS & VIRTUAL ASSISTANTS: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018–2022 (USD MILLION) 167
TABLE 92 HEALTHCARE CHATBOTS & VIRTUAL ASSISTANTS: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023–2028 (USD MILLION) 168
9.6.2 SYMPTOM CHECKING & TRAIGE 168
9.6.3 MEDICATION REMINDERS 168
9.6.4 PATENT EDUCATION 169
9.6.5 OTHERS 169
9.7 CLINICAL DOCUMENTATION PROCESSING 169
9.7.1 ABILITY OF NLP TECHNIQUES TO COMPREHEND CONTEXT AND LANGUAGE NUANCES TO BOOST THEIR APPLICATION IN CLINICAL DOCUMENTATION PROCESSING 169
TABLE 93 CLINICAL DOCUMENTATION PROCESSING: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018–2022 (USD MILLION) 170
TABLE 94 CLINICAL DOCUMENTATION PROCESSING: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023–2028 (USD MILLION) 170
9.7.2 AUTOMATED CODING & BILLING 170
9.7.3 MEDICAL TRANSCRIPTION 171
9.7.4 CLINICAL NOTE SUMMARIZATION 171
9.7.5 OTHERS 171
9.8 MEDICAL IMAGING 172
9.8.1 INTEGRATING MEDICAL IMAGING WITH NLP ENHANCES DIAGNOSTIC ACCURACY AND IMPROVES PATIENT CARE 172
TABLE 95 MEDICAL IMAGING: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018–2022 (USD MILLION) 172
TABLE 96 MEDICAL IMAGING: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023–2028 (USD MILLION) 172
9.8.2 RADIOLOGY REPORT ANALYSIS 173
9.8.3 IMAGE CAPTIONING & ANNOTATION 173
9.8.4 COMPUTER-AIDED DIAGNOSIS 173
9.8.5 OTHERS 173
9.9 OTHER APPLICATIONS 174
TABLE 97 OTHER APPLICATIONS: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018–2022 (USD MILLION) 174
TABLE 98 OTHER APPLICATIONS: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023–2028 (USD MILLION) 174
10 NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY END USER 175
10.1 INTRODUCTION 176
10.1.1 END USERS: NLP IN HEALTHCARE & LIFE SCIENCES MARKET DRIVERS 176
FIGURE 46 PHARMACEUTICALS & BIOTECH COMPANIES SEGMENT TO REGISTER HIGHER CAGR DURING FORECAST PERIOD 177
TABLE 99 NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY END USER, 2018–2022 (USD MILLION) 177
TABLE 100 NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY END USER, 2023–2028 (USD MILLION) 178
10.2 CLINICAL PRACTITIONERS 178
10.2.1 GROWING NEED TO ENHANCE TREATMENT PLANNING TO SPUR DEMAND 178
TABLE 101 CLINICAL PRACTITIONERS: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018–2022 (USD MILLION) 178
TABLE 102 CLINICAL PRACTITIONERS: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023–2028 (USD MILLION) 179
10.2.2 PHYSICIANS/DOCTORS 179
10.2.3 NURSES 179
10.2.4 PHARMACISTS 179
10.2.5 OTHERS 180
10.3 HEALTHCARE RESEARCHERS 180
10.3.1 NEED FOR ANALYZING LARGE AMOUNT OF MEDICAL DATA FROM VARIOUS SOURCES TO DRIVE MARKET 180
TABLE 103 HEALTHCARE RESEARCHERS: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018–2022 (USD MILLION) 181
TABLE 104 HEALTHCARE RESEARCHERS: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023–2028 (USD MILLION) 181
10.3.2 CLINICAL RESEARCHERS 181
10.3.3 BIOMEDICAL SCIENTISTS 182
10.3.4 EPIDEMIOLOGISTS 182
10.3.5 OTHERS 182
10.4 HEALTHCARE ADMINISTRATORS 183
10.4.1 FOCUS ON ENHANCING OPERATIONAL EFFICIENCY AND DECISION-MAKING TO ENCOURAGE MARKET EXPANSION 183
TABLE 105 HEALTHCARE ADMINISTRATORS: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018–2022 (USD MILLION) 183
TABLE 106 HEALTHCARE ADMINISTRATORS: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023–2028 (USD MILLION) 183
10.4.2 HOSPITAL ADMINISTRATORS 184
10.4.3 HEALTH IT MANAGERS 184
10.4.4 HEALTHCARE DATA ANALYST 184
10.4.5 OTHERS 184
10.5 HEALTH INSURANCE & PAYER PROFESSIONALS 185
10.5.1 HEALTH INSURANCE AND PAYER PROFESSIONALS USE NLP TECHNIQUES TO IMPROVE VARIOUS ASPECTS OF THEIR OPERATIONS 185
TABLE 107 HEALTH INSURANCE & PAYER PROFESSIONALS: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018–2022 (USD MILLION) 185
TABLE 108 HEALTH INSURANCE & PAYER PROFESSIONALS: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023–2028 (USD MILLION) 185
10.5.2 HEALTH INSURANCE COMPANIES 186
10.5.3 GOVERNMENT HEALTH AGENCIES 186
10.5.4 OTHERS 186
10.6 PHARMACEUTICAL & BIOTECH COMPANIES 187
10.6.1 EMPHASIS ON GAINING INSIGHTS INTO DRUG SAFETY TO DRIVE ADOPTION OF NLP TECHNIQUES 187
TABLE 109 PHARMACEUTICAL & BIOTECH COMPANIES: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018–2022 (USD MILLION) 187
TABLE 110 PHARMACEUTICAL & BIOTECH COMPANIES: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023–2028 (USD MILLION) 187
10.6.2 MEDICAL AFFAIRS & MARKET RESEARCHERS 188
10.6.3 REGULATORY AFFAIRS 188
10.6.4 PHARMACOVIGILANCE DEPARTMENT 188
10.6.5 OTHERS 188
10.7 OTHER END USERS 189
TABLE 111 OTHER END USERS: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018–2022 (USD MILLION) 189
TABLE 112 OTHER END USERS: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023–2028 (USD MILLION) 189
11 NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION 190
11.1 INTRODUCTION 191
FIGURE 47 ASIA PACIFIC TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 191
FIGURE 48 INDIA TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 191
TABLE 113 NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2018–2022 (USD MILLION) 192
TABLE 114 NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY REGION, 2023–2028 (USD MILLION) 192
11.2 NORTH AMERICA 192
11.2.1 NORTH AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET DRIVERS 193
11.2.2 NORTH AMERICA: IMPACT OF RECESSION 193
FIGURE 49 NORTH AMERICA: MARKET SNAPSHOT 194
TABLE 115 NORTH AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2018–2022 (USD MILLION) 194
TABLE 116 NORTH AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2023–2028 (USD MILLION) 195
TABLE 117 NORTH AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY SOLUTION TYPE, 2018–2022 (USD MILLION) 195
TABLE 118 NORTH AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY SOLUTION TYPE, 2023–2028 (USD MILLION) 195
TABLE 119 NORTH AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2018–2022 (USD MILLION) 195
TABLE 120 NORTH AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION) 196
TABLE 121 NORTH AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY SERVICE, 2018–2022 (USD MILLION) 196
TABLE 122 NORTH AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY SERVICE, 2023–2028 (USD MILLION) 196
TABLE 123 NORTH AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2018–2022 (USD MILLION) 196
TABLE 124 NORTH AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION) 197
TABLE 125 NORTH AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2018–2022 (USD MILLION) 197
TABLE 126 NORTH AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2023–2028 (USD MILLION) 197
TABLE 127 NORTH AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TECHNIQUE, 2018–2022 (USD MILLION) 198
TABLE 128 NORTH AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TECHNIQUE, 2023–2028 (USD MILLION) 198
TABLE 129 NORTH AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY APPLICATION, 2018–2022 (USD MILLION) 199
TABLE 130 NORTH AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 199
TABLE 131 NORTH AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY END USER, 2018–2022 (USD MILLION) 200
TABLE 132 NORTH AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY END USER, 2023–2028 (USD MILLION) 200
TABLE 133 NORTH AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY COUNTRY, 2018–2022 (USD MILLION) 200
TABLE 134 NORTH AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 201
11.2.3 US 201
11.2.3.1 Rapid adoption and use of innovative NLP solutions to drive growth 201
TABLE 135 US: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2018–2022 (USD MILLION) 202
TABLE 136 US: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2023–2028 (USD MILLION) 202
TABLE 137 US: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2018–2022 (USD MILLION) 202
TABLE 138 US: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2023–2028 (USD MILLION) 202
11.2.4 CANADA 203
11.2.4.1 Rapid adoption and implementation of AI technologies to boost demand 203
TABLE 139 CANADA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2018–2022 (USD MILLION) 203
TABLE 140 CANADA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2023–2028 (USD MILLION) 204
TABLE 141 CANADA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2018–2022 (USD MILLION) 204
TABLE 142 CANADA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2023–2028 (USD MILLION) 204
11.3 EUROPE 205
11.3.1 EUROPE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET DRIVERS 205
11.3.2 EUROPE: IMPACT OF RECESSION 205
TABLE 143 EUROPE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2018–2022 (USD MILLION) 206
TABLE 144 EUROPE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2023–2028 (USD MILLION) 206
TABLE 145 EUROPE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY SOLUTION TYPE, 2018–2022 (USD MILLION) 206
TABLE 146 EUROPE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY SOLUTION TYPE, 2023–2028 (USD MILLION) 207
TABLE 147 EUROPE: NLP IN HEALTHCARE & LIFE SCIENCES SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2018–2022 (USD MILLION) 207
TABLE 148 EUROPE: NLP IN HEALTHCARE & LIFE SCIENCES SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION) 207
TABLE 149 EUROPE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY SERVICE, 2018–2022 (USD MILLION) 207
TABLE 150 EUROPE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY SERVICE, 2023–2028 (USD MILLION) 208
TABLE 151 EUROPE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2018–2022 (USD MILLION) 208
TABLE 152 EUROPE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION) 208
TABLE 153 EUROPE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2018–2022 (USD MILLION) 208
TABLE 154 EUROPE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2023–2028 (USD MILLION) 209
TABLE 155 EUROPE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TECHNIQUE, 2018–2022 (USD MILLION) 209
TABLE 156 EUROPE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TECHNIQUE, 2023–2028 (USD MILLION) 209
TABLE 157 EUROPE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY APPLICATION, 2018–2022 (USD MILLION) 210
TABLE 158 EUROPE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 210
TABLE 159 EUROPE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY END USER, 2018–2022 (USD MILLION) 211
TABLE 160 EUROPE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY END USER, 2023–2028 (USD MILLION) 211
TABLE 161 EUROPE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY COUNTRY, 2018–2022 (USD MILLION) 211
TABLE 162 EUROPE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 212
11.3.3 UK 212
11.3.3.1 Growing demand for NLP techniques from healthcare and life sciences sectors to spur market 212
TABLE 163 UK: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2018–2022 (USD MILLION) 213
TABLE 164 UK: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2023–2028 (USD MILLION) 213
TABLE 165 UK: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2018–2022 (USD MILLION) 213
TABLE 166 UK: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2023–2028 (USD MILLION) 213
11.3.4 GERMANY 214
11.3.4.1 Growing digital mobility and digital spending across healthcare industry to drive market expansion 214
TABLE 167 GERMANY: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2018–2022 (USD MILLION) 214
TABLE 168 GERMANY: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2023–2028 (USD MILLION) 214
TABLE 169 GERMANY: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2018–2022 (USD MILLION) 215
TABLE 170 GERMANY: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2023–2028 (USD MILLION) 215
11.3.5 FRANCE 215
11.3.5.1 Increased focus on research and development and capital inflows from global players to drive market 215
TABLE 171 FRANCE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2018–2022 (USD MILLION) 216
TABLE 172 FRANCE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2023–2028 (USD MILLION) 216
TABLE 173 FRANCE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2018–2022 (USD MILLION) 216
TABLE 174 FRANCE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2023–2028 (USD MILLION) 216
11.3.6 ITALY 217
11.3.6.1 Rising need to transform clinical research and accelerate drug discovery to drive market 217
11.3.7 SPAIN 217
11.3.7.1 Focus on revolutionizing healthcare & life sciences through advanced clinical support and global accessibility initiatives to spur growth 217
11.3.8 REST OF EUROPE 217
11.4 ASIA PACIFIC 218
11.4.1 ASIA PACIFIC: NLP IN HEALTHCARE & LIFE SCIENCES MARKET DRIVERS 218
11.4.2 ASIA PACIFIC: IMPACT OF RECESSION 218
FIGURE 50 ASIA PACIFIC: MARKET SNAPSHOT 219
TABLE 175 ASIA PACIFIC: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2018–2022 (USD MILLION) 220
TABLE 176 ASIA PACIFIC: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2023–2028 (USD MILLION) 220
TABLE 177 ASIA PACIFIC: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY SOLUTION TYPE, 2018–2022 (USD MILLION) 220
TABLE 178 ASIA PACIFIC: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY SOLUTION TYPE, 2023–2028 (USD MILLION) 220
TABLE 179 ASIA PACIFIC: NLP IN HEALTHCARE & LIFE SCIENCES SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2018–2022 (USD MILLION) 221
TABLE 180 ASIA PACIFIC: NLP IN HEALTHCARE & LIFE SCIENCES SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION) 221
TABLE 181 ASIA PACIFIC: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY SERVICE, 2018–2022 (USD MILLION) 221
TABLE 182 ASIA PACIFIC: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY SERVICE, 2023–2028 (USD MILLION) 221
TABLE 183 ASIA PACIFIC: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2018–2022 (USD MILLION) 222
TABLE 184 ASIA PACIFIC: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION) 222
TABLE 185 ASIA PACIFIC: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2018–2022 (USD MILLION) 222
TABLE 186 ASIA PACIFIC: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2023–2028 (USD MILLION) 223
TABLE 187 ASIA PACIFIC: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TECHNIQUE, 2018–2022 (USD MILLION) 223
TABLE 188 ASIA PACIFIC: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TECHNIQUE, 2023–2028 (USD MILLION) 223
TABLE 189 ASIA PACIFIC: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY APPLICATION, 2018–2022 (USD MILLION) 224
TABLE 190 ASIA PACIFIC: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 224
TABLE 191 ASIA PACIFIC: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY END USER, 2018–2022 (USD MILLION) 225
TABLE 192 ASIA PACIFIC: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY END USER, 2023–2028 (USD MILLION) 225
TABLE 193 ASIA PACIFIC: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY COUNTRY, 2018–2022 (USD MILLION) 225
TABLE 194 ASIA PACIFIC: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 226
11.4.3 CHINA 226
11.4.3.1 Growing need to effectively manage huge amounts of clinical data to drive adoption of NLP techniques 226
TABLE 195 CHINA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2018–2022 (USD MILLION) 226
TABLE 196 CHINA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2023–2028 (USD MILLION) 227
TABLE 197 CHINA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2018–2022 (USD MILLION) 227
TABLE 198 CHINA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2023–2028 (USD MILLION) 227
11.4.4 JAPAN 228
11.4.4.1 Growing adoption of AI and NLP technologies to enhance efficiency and personalization of healthcare services to boost market 228
TABLE 199 JAPAN: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2018–2022 (USD MILLION) 228
TABLE 200 JAPAN: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2023–2028 (USD MILLION) 228
TABLE 201 JAPAN: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2018–2022 (USD MILLION) 229
TABLE 202 JAPAN: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2023–2028 (USD MILLION) 229
11.4.5 INDIA 229
11.4.5.1 Increasing government initiatives to propel adoption of NLP techniques 229
TABLE 203 INDIA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2018–2022 (USD MILLION) 230
TABLE 204 INDIA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2023–2028 (USD MILLION) 230
TABLE 205 INDIA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2018–2022 (USD MILLION) 230
TABLE 206 INDIA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2023–2028 (USD MILLION) 230
11.4.6 SOUTH KOREA 231
11.4.6.1 Growing technological progress to propel market expansion 231
11.4.7 ANZ 231
11.4.7.1 Integrating advanced technology into healthcare sector to transform patient care and decision-making 231
11.4.8 ASEAN 232
11.4.8.1 Rising need to provide personalized treatments to encourage popularity of NLP techniques 232
11.4.9 REST OF ASIA PACIFIC 232
11.5 MIDDLE EAST & AFRICA 232
11.5.1 MIDDLE EAST & AFRICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET DRIVERS 233
11.5.2 MIDDLE EAST & AFRICA: RECESSION IMPACT 233
TABLE 207 MIDDLE EAST & AFRICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2018–2022 (USD MILLION) 233
TABLE 208 MIDDLE EAST & AFRICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2023–2028 (USD MILLION) 234
TABLE 209 MIDDLE EAST & AFRICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY SOLUTION TYPE, 2018–2022 (USD MILLION) 234
TABLE 210 MIDDLE EAST & AFRICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY SOLUTION TYPE, 2023–2028 (USD MILLION) 234
TABLE 211 MIDDLE EAST & AFRICA: NLP IN HEALTHCARE & LIFE SCIENCES SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2018–2022 (USD MILLION) 234
TABLE 212 MIDDLE EAST & AFRICA: NLP IN HEALTHCARE & LIFE SCIENCES SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION) 235
TABLE 213 MIDDLE EAST & AFRICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY SERVICE, 2018–2022 (USD MILLION) 235
TABLE 214 MIDDLE EAST & AFRICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY SERVICE, 2023–2028 (USD MILLION) 235
TABLE 215 MIDDLE EAST & AFRICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2018–2022 (USD MILLION) 235
TABLE 216 MIDDLE EAST & AFRICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION) 236
TABLE 217 MIDDLE EAST & AFRICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2018–2022 (USD MILLION) 236
TABLE 218 MIDDLE EAST & AFRICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2023–2028 (USD MILLION) 236
TABLE 219 MIDDLE EAST & AFRICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TECHNIQUE, 2018–2022 (USD MILLION) 237
TABLE 220 MIDDLE EAST & AFRICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TECHNIQUE, 2023–2028 (USD MILLION) 237
TABLE 221 MIDDLE EAST & AFRICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY APPLICATION, 2018–2022 (USD MILLION) 238
TABLE 222 MIDDLE EAST & AFRICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 238
TABLE 223 MIDDLE EAST & AFRICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY END USER, 2018–2022 (USD MILLION) 239
TABLE 224 MIDDLE EAST & AFRICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY END USER, 2023–2028 (USD MILLION) 239
TABLE 225 MIDDLE EAST & AFRICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY COUNTRY, 2018–2022 (USD MILLION) 239
TABLE 226 MIDDLE EAST & AFRICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 240
11.5.3 SAUDI ARABIA 240
11.5.3.1 Increasing government initiatives to promote technological adoption to drive growth 240
TABLE 227 SAUDI ARABIA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2018–2022 (USD MILLION) 241
TABLE 228 SAUDI ARABIA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2023–2028 (USD MILLION) 241
TABLE 229 SAUDI ARABIA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2018–2022 (USD MILLION) 241
TABLE 230 SAUDI ARABIA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2023–2028 (USD MILLION) 241
11.5.4 UAE 242
11.5.4.1 Emphasis on enhancing efficiency and reducing costs to boost market 242
TABLE 231 UAE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2018–2022 (USD MILLION) 242
TABLE 232 UAE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2023–2028 (USD MILLION) 242
TABLE 233 UAE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2018–2022 (USD MILLION) 243
TABLE 234 UAE: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2023–2028 (USD MILLION) 243
11.5.5 SOUTH AFRICA 243
11.5.5.1 Mental healthcare services to undergo revolutionary transformation through utilization of NLP 243
TABLE 235 SOUTH AFRICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2018–2022 (USD MILLION) 244
TABLE 236 SOUTH AFRICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2023–2028 (USD MILLION) 244
TABLE 237 SOUTH AFRICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2018–2022 (USD MILLION) 244
TABLE 238 SOUTH AFRICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2023–2028 (USD MILLION) 244
11.5.6 TURKEY 245
11.5.6.1 Rising availability of EHR and demand to enhance patient care to drive growth 245
11.5.7 EGYPT 245
11.5.7.1 Growing demand for personalized healthcare services at low costs to boost market 245
11.5.8 REST OF MIDDLE EAST & AFRICA 245
11.6 LATIN AMERICA 246
11.6.1 LATIN AMERICA: HEALTHCARE & LIFE SCIENCES MARKET DRIVERS 246
11.6.2 LATIN AMERICA: RECESSION IMPACT 246
TABLE 239 LATIN AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2018–2022 (USD MILLION) 247
TABLE 240 LATIN AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2023–2028 (USD MILLION) 247
TABLE 241 LATIN AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY SOLUTION TYPE, 2018–2022 (USD MILLION) 247
TABLE 242 LATIN AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY SOLUTION TYPE, 2023–2028 (USD MILLION) 247
TABLE 243 LATIN AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2018–2022 (USD MILLION) 248
TABLE 244 LATIN AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION) 248
TABLE 245 LATIN AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY SERVICE, 2018–2022 (USD MILLION) 248
TABLE 246 LATIN AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY SERVICE, 2023–2028 (USD MILLION) 248
TABLE 247 LATIN AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2018–2022 (USD MILLION) 249
TABLE 248 LATIN AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION) 249
TABLE 249 LATIN AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2018–2022 (USD MILLION) 249
TABLE 250 LATIN AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2023–2028 (USD MILLION) 250
TABLE 251 LATIN AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TECHNIQUE, 2018–2022 (USD MILLION) 250
TABLE 252 LATIN AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TECHNIQUE, 2023–2028 (USD MILLION) 250
TABLE 253 LATIN AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY APPLICATION, 2018–2022 (USD MILLION) 251
TABLE 254 LATIN AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 251
TABLE 255 LATIN AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY END USER, 2018–2022 (USD MILLION) 252
TABLE 256 LATIN AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY END USER, 2023–2028 (USD MILLION) 252
TABLE 257 LATIN AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY COUNTRY, 2018–2022 (USD MILLION) 252
TABLE 258 LATIN AMERICA: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 253
11.6.3 BRAZIL 253
11.6.3.1 Increased number of healthcare regulatory bodies to promote investment and boost market penetration 253
TABLE 259 BRAZIL: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2018–2022 (USD MILLION) 253
TABLE 260 BRAZIL: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2023–2028 (USD MILLION) 254
TABLE 261 BRAZIL: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2018–2022 (USD MILLION) 254
TABLE 262 BRAZIL: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2023–2028 (USD MILLION) 254
11.6.4 MEXICO 255
11.6.4.1 Development of new policies and increasing investments in AI to boost growth 255
TABLE 263 MEXICO: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2018–2022 (USD MILLION) 255
TABLE 264 MEXICO: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY OFFERING, 2023–2028 (USD MILLION) 255
TABLE 265 MEXICO: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2018–2022 (USD MILLION) 256
TABLE 266 MEXICO: NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY NLP TYPE, 2023–2028 (USD MILLION) 256
11.6.5 ARGENTINA 256
11.6.5.1 Focus on better analysis of patient data to drive adoption of NLP techniques 256
11.6.6 REST OF LATIN AMERICA 257
12 COMPETITIVE LANDSCAPE 258
12.1 OVERVIEW 258
12.2 KEY PLAYERS’ STRATEGIES/RIGHT TO WIN 258
TABLE 267 OVERVIEW OF STRATEGIES ADOPTED BY KEY NLP IN HEALTHCARE & LIFE SCIENCES VENDORS 258
12.3 REVENUE ANALYSIS 261
FIGURE 51 BUSINESS SEGMENT REVENUE ANALYSIS OF KEY PLAYERS, 2018–2022 (USD BILLION) 261
12.4 MARKET SHARE ANALYSIS 262
FIGURE 52 MARKET SHARE ANALYSIS FOR KEY PLAYERS, 2022 262
TABLE 268 NLP IN HEALTHCARE & LIFE SCIENCES MARKET: INTENSITY OF COMPETITIVE RIVALRY 262
12.5 BRAND/PRODUCT COMPARATIVE ANALYSIS 263
TABLE 269 BRAND/PRODUCT COMPARATIVE ANALYSIS, BY SOFTWARE 263
TABLE 270 BRAND/PRODUCT COMPARATIVE ANALYSIS, BY PLATFORM 264
12.6 COMPANY EVALUATION MATRIX 264
12.6.1 STARS 264
12.6.2 EMERGING LEADERS 265
12.6.3 PERVASIVE PLAYERS 265
12.6.4 PARTICIPANTS 265
FIGURE 53 COMPANY EVALUATION MATRIX, 2022 266
12.6.5 COMPANY FOOTPRINT 267
FIGURE 54 PRODUCT FOOTPRINT (24 COMPANIES) 267
TABLE 271 APPLICATION FOOTPRINT (24 COMPANIES) 268
TABLE 272 REGIONAL FOOTPRINT (24 COMPANIES) 269
TABLE 273 COMPANY FOOTPRINT (24 COMPANIES) 270
12.7 STARTUP/SME EVALUATION MATRIX 271
12.7.1 PROGRESSIVE COMPANIES 271
12.7.2 DYNAMIC COMPANIES 271
12.7.3 STARTING BLOCKS 271
FIGURE 55 STARTUP/SME EVALUATION MATRIX, 2022 272
12.7.4 STARTUP/SME COMPETITIVE BENCHMARKING 273
TABLE 274 NLP IN HEALTHCARE & LIFE SCIENCES MARKET: DETAILED LIST OF KEY STARTUPS/SMES 273
TABLE 275 NLP IN HEALTHCARE & LIFE SCIENCES MARKET: COMPETITIVE BENCHMARKING OF STARTUPS/SMES, 2022 274
12.8 VALUATION AND FINANCIAL METRICS OF KEY NLP IN HEALTHCARE & LIFE SCIENCES VENDORS 275
FIGURE 56 FINANCIAL METRICS OF KEY NLP IN HEALTHCARE & LIFE SCIENCES VENDORS 275
FIGURE 57 YTD PRICE TOTAL RETURN AND STOCK BETA OF KEY NLP IN HEALTHCARE & LIFE SCIENCES VENDORS 275
12.9 COMPETITIVE SCENARIO & TRENDS 276
12.9.1 PRODUCT LAUNCHES & ENHANCEMENTS 276
TABLE 276 NLP IN HEALTHCARE & LIFE SCIENCES MARKET: PRODUCT LAUNCHES & ENHANCEMENTS, 2021–2023 276
12.9.2 DEALS 277
TABLE 277 NLP IN HEALTHCARE & LIFE SCIENCES MARKET: DEALS, 2021–2023 277
13 COMPANY PROFILES 279
13.1 INTRODUCTION 279
13.2 KEY PLAYERS 279
(Business Overview, Products/Solutions/Services offered, Recent Developments, MnM View)*
13.2.1 IBM 279
TABLE 278 IBM: BUSINESS OVERVIEW 279
FIGURE 58 IBM: COMPANY SNAPSHOT 280
TABLE 279 IBM: PRODUCTS/SOLUTIONS/SERVICES OFFERED 280
TABLE 280 IBM: PRODUCT LAUNCHES & ENHANCEMENTS 281
TABLE 281 IBM: DEALS 282
13.2.2 MICROSOFT 284
TABLE 282 MICROSOFT: BUSINESS OVERVIEW 284
FIGURE 59 MICROSOFT: COMPANY SNAPSHOT 285
TABLE 283 MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED 285
TABLE 284 MICROSOFT: PRODUCT LAUNCHES & ENHANCEMENTS 286
TABLE 285 MICROSOFT: DEALS 287
13.2.3 GOOGLE 289
TABLE 286 GOOGLE: BUSINESS OVERVIEW 289
FIGURE 60 GOOGLE: COMPANY SNAPSHOT 290
TABLE 287 GOOGLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 290
TABLE 288 GOOGLE: PRODUCT LAUNCHES & ENHANCEMENTS 291
TABLE 289 GOOGLE: DEALS 291
13.2.4 AWS 293
TABLE 290 AWS: BUSINESS OVERVIEW 293
FIGURE 61 AWS: COMPANY SNAPSHOT 293
TABLE 291 AWS: PRODUCTS/SOLUTIONS/SERVICES OFFERED 294
TABLE 292 AWS: PRODUCT LAUNCHES & ENHANCEMENTS 294
TABLE 293 AWS: DEALS 295
TABLE 294 AWS: OTHERS 296
13.2.5 IQVIA 298
TABLE 295 IQVIA: BUSINESS OVERVIEW 298
FIGURE 62 IQVIA: COMPANY SNAPSHOT 299
TABLE 296 IQVIA: PRODUCTS/SOLUTIONS/SERVICES OFFERED 299
TABLE 297 IQVIA: PRODUCT LAUNCHES & ENHANCEMENTS 300
TABLE 298 IQVIA: DEALS 301
TABLE 299 IQVIA: OTHERS 302
13.2.6 ORACLE CORPORATION 303
TABLE 300 ORACLE CORPORATION: BUSINESS OVERVIEW 303
FIGURE 63 ORACLE CORPORATION: COMPANY SNAPSHOT 304
TABLE 301 ORACLE CORPORATION: PRODUCTS/SOLUTIONS/SERVICES OFFERED 304
TABLE 302 ORACLE CORPORATION: PRODUCT LAUNCHES & ENHANCEMENTS 305
TABLE 303 ORACLE: DEALS 306
13.2.7 INOVALON 307
TABLE 304 INOVALON: BUSINESS OVERVIEW 307
TABLE 305 INOVALON: PRODUCTS/SOLUTIONS/SERVICES OFFERED 307
TABLE 306 INOVALON: PRODUCT LAUNCHES & ENHANCEMENTS 308
TABLE 307 INOVALON: DEALS 309
TABLE 308 INOVALON: OTHERS 309
13.2.8 DOLBEY & COMPANY 310
TABLE 309 DOLBEY & COMPANY: BUSINESS OVERVIEW 310
TABLE 310 DOLBEY & COMPANY: PRODUCTS/SOLUTIONS/SERVICES OFFERED 310
TABLE 311 DOLBEY & COMPANY: PRODUCT LAUNCHES & ENHANCEMENTS 311
TABLE 312 DOLBEY & COMPANY: DEALS 312
13.2.9 AVERBIS 313
TABLE 313 AVERBIS: BUSINESS OVERVIEW 313
TABLE 314 AVERBIS: PRODUCTS/SOLUTIONS/SERVICES OFFERED 313
TABLE 315 AVERBIS: PRODUCT LAUNCHES & ENHANCEMENTS 314
TABLE 316 AVERBIS: DEALS 315
13.2.10 SAS INSTITUTE 316
TABLE 317 SAS INSTITUTE: BUSINESS OVERVIEW 316
TABLE 318 SAS INSTITUTE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 317
TABLE 319 SAS INSTITUTE: PRODUCT LAUNCHES & ENHANCEMENTS 317
TABLE 320 SAS INSTITUTE: DEALS 318
TABLE 321 SAS INSTITUTE: OTHERS 319
13.2.11 3M 320
TABLE 322 3M: BUSINESS OVERVIEW 320
FIGURE 64 3M: COMPANY SNAPSHOT 321
TABLE 323 3M: PRODUCTS/SOLUTIONS/SERVICES OFFERED 321
TABLE 324 3M: PRODUCT LAUNCHES & ENHANCEMENTS 322
TABLE 325 3M: DEALS 322
TABLE 326 3M: OTHERS 323
13.3 OTHER KEY PLAYERS 324
13.3.1 PRESS GANEY 324
13.3.2 ELLIPSIS HEALTH 325
13.3.3 LEXALYTICS 326
13.3.4 CENTENE CORPORATION 327
13.3.5 CAPTION HEALTH 327
13.3.6 CLINITHINK 328
13.3.7 HEWLETT PACKARD ENTERPRISE 328
13.3.8 ONCORA MEDICAL 329
13.3.9 FLATIRON HEALTH 330
13.3.10 APIXIO 330
13.3.11 EDIFECS 331
13.3.12 JOHN SNOW LABS 332
13.3.13 ITREX GROUP 332
*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 333
13.4.1 FORESEE MEDICAL 333
13.4.2 GNANI.AI 333
13.4.3 NOTABLE 334
13.4.4 BIOFOURMIS 334
13.4.5 SUKI 335
13.4.6 WAVE HEALTH TECHNOLOGIES 335
13.4.7 CORTI 336
13.4.8 CLOUDMEDX 336
13.4.9 MEDINREAL 337
13.4.10 EMTELLIGENT 337
13.4.11 ENLITIC 338
13.4.12 DEEP 6 AI 338
14 ADJACENT & RELATED MARKETS 339
14.1 INTRODUCTION 339
14.2 NLP IN EDUCATION MARKET 339
14.2.1 MARKET DEFINITION 339
14.2.2 MARKET OVERVIEW 339
14.2.3 NLP IN EDUCATION MARKET, BY OFFERING 340
TABLE 327 NLP IN EDUCATION MARKET, BY OFFERING, 2018–2022 (USD MILLION) 340
TABLE 328 NLP IN EDUCATION MARKET, BY OFFERING, 2023–2028 (USD MILLION) 340
14.2.4 NLP IN EDUCATION MARKET, BY MODEL TYPE 340
TABLE 329 NLP IN EDUCATION MARKET, BY MODEL TYPE, 2018–2022 (USD MILLION) 341
TABLE 330 NLP IN EDUCATION MARKET, BY MODEL TYPE, 2023–2028 (USD MILLION) 341
14.2.5 NLP IN EDUCATION MARKET, BY END USER 341
TABLE 331 NLP IN EDUCATION MARKET, BY END USER, 2018–2022 (USD MILLION) 341
TABLE 332 NLP IN EDUCATION MARKET, BY END USER, 2023–2028 (USD MILLION) 342
14.2.6 NLP IN EDUCATION MARKET, BY APPLICATION 342
TABLE 333 NLP IN EDUCATION MARKET, BY APPLICATION, 2018–2022 (USD MILLION) 342
TABLE 334 NLP IN EDUCATION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 343
14.2.7 NLP IN EDUCATION MARKET, BY REGION 343
TABLE 335 NLP IN EDUCATION MARKET, BY REGION, 2018–2022 (USD MILLION) 343
TABLE 336 NLP IN EDUCATION MARKET, BY REGION, 2023–2028 (USD MILLION) 344
14.3 NLP IN FINANCE MARKET 344
14.3.1 MARKET DEFINITION 344
14.3.2 MARKET OVERVIEW 344
14.3.3 NLP IN FINANCE MARKET, BY OFFERING 345
TABLE 337 NLP IN FINANCE MARKET, BY OFFERING, 2019–2022 (USD MILLION) 345
TABLE 338 NLP IN FINANCE MARKET, BY OFFERING, 2023–2028 (USD MILLION) 345
14.3.4 NLP IN FINANCE MARKET, BY APPLICATION 345
TABLE 339 NLP IN FINANCE MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 346
TABLE 340 NLP IN FINANCE MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 346
14.3.5 NLP IN FINANCE MARKET, BY TECHNOLOGY 347
TABLE 341 NLP IN FINANCE MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION) 347
TABLE 342 NLP IN FINANCE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 348
14.3.6 NLP IN FINANCE MARKET, BY VERTICAL 348
TABLE 343 NLP IN FINANCE MARKET, BY VERTICAL, 2019–2022 (USD MILLION) 348
TABLE 344 NLP IN FINANCE MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 349
14.3.7 NLP IN FINANCE MARKET, BY REGION 349
TABLE 345 NLP IN FINANCE MARKET, BY REGION, 2019–2022 (USD MILLION) 349
TABLE 346 NLP IN FINANCE MARKET, BY REGION, 2023–2028 (USD MILLION) 350
15 APPENDIX 351
15.1 DISCUSSION GUIDE 351
15.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 357
15.3 CUSTOMIZATION OPTIONS 359
15.4 RELATED REPORTS 359
15.5 AUTHOR DETAILS 360