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市場調查報告書

醫療保健生命科學產業上自然語言處理(NLP)市場 :各零組件、NLP種類、用途(模式/印象認識、自動編碼)、部署模式、企業規模、終端用戶、地區:到2025年的全球市場預測

Natural Language Processing (NLP) in Healthcare and Life Sciences Market by Component, NLP Type, Application (Pattern and Image Recognition, and Auto Coding), Deployment Mode, Organization Size, End User, and Region - Global Forecast to 2025

出版商 MarketsandMarkets 商品編碼 933738
出版日期 內容資訊 英文 186 Pages
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醫療保健生命科學產業上自然語言處理(NLP)市場 :各零組件、NLP種類、用途(模式/印象認識、自動編碼)、部署模式、企業規模、終端用戶、地區:到2025年的全球市場預測 Natural Language Processing (NLP) in Healthcare and Life Sciences Market by Component, NLP Type, Application (Pattern and Image Recognition, and Auto Coding), Deployment Mode, Organization Size, End User, and Region - Global Forecast to 2025
出版日期: 2020年04月20日內容資訊: 英文 186 Pages
簡介

醫療保健生命科學產業上自然語言處理(NLP)市場,在2020年估算為15億美元且至2025年預計將達到37億美元的規模,在預測期間內預計年複合成長率將為20.5%。醫療保健生命科學市場上NLP的主要成長要素,是為了更佳的患者照護而提高電子健康記錄(EHR)資料使用方便性的需求高漲,及由敘述文本和無關的資料來源分析、抽出意義的能力等。

本報告提供全球醫療保健生命科學產業上NLP市場相關調查分析,市場概要,各零組件,NLP種類,部署模式,企業規模,用途,終端用戶,關於對各地區的市場考察,以及競爭情形,企業簡介等資訊總括性彙整。

第1章 簡介

第2章 調查方法

第3章 摘要整理

第4章 考察

  • 醫療保健生命科學產業上NLP:富有魅力的機會
  • 醫療保健生命科學產業上NLP市場:前三名用途
  • 醫療保健生命科學產業上NLP市場:各地區
  • 北美的醫療保健生命科學的NLP市場:各零組件、用途

第5章 市場概要與產業趨勢

  • 簡介
  • 市場動態
  • 案例研究
  • 法規的影響
  • 醫療保健生命科學產業上NLP:架構
  • 今後預測:醫療保健生命科學產業上NLP市場

第6章 醫療保健生命科學產業上NLP市場:各零件

  • 簡介
  • 獨立的、解決方案
  • 服務

第7章 醫療保健生命科學產業上NLP市場:各NLP類型

  • 簡介
  • 規則為基礎的NLP
  • 統計為基礎的NLP
  • 混合NLP

第8章 醫療保健生命科學產業上NLP市場:各部署模式

  • 簡介
  • 內部部署
  • 雲端

第9章 醫療保健生命科學產業上NLP市場:各企業規模

  • 簡介
  • 大企業
  • 中小企業

第10章 醫療保健生命科學產業上NLP市場:各用途

  • 簡介
  • 自動語音應答裝置
  • 模式/印象認識
  • 自動編碼
  • 分類/類別化
  • 文本/語音分析
  • 其他

第11章 醫療保健生命科學產業上NLP市場:各終端用戶

  • 簡介
  • 醫生
  • 研究人員
  • 患者
  • 手術醫生

第12章 醫療保健生命科學產業上NLP市場:各地區

  • 簡介
  • 北美
  • 歐洲
  • 亞太地區
  • 中東/非洲
  • 南美

第13章 競爭情形

第14章 企業簡介

  • 簡介
  • 3M 140
  • MICROSOFT
  • CERNER
  • NUANCE
  • DOLBEY
  • IBM
  • APIXIO
  • AVERBIS
  • GOOGLE
  • AWS
  • LINGUAMATICS
  • CLINITHINK
  • INOVALON
  • HEALTH FIDELITY
  • LEXALYTICS
  • WAVE HEALTH TECHNOLOGIES

第15章 附錄

目錄
Product Code: TC 3660

"The global Natural Language Processing (NLP) in healthcare and life sciences market size to grow at a CAGR of 20.5% during the forecast period"

The Natural Language Processing (NLP) in healthcare and life sciences market size is projected to grow from USD 1.5 billion in 2020 to USD 3.7 billion by 2025, at a Compound Annual Growth Rate (CAGR) of 20.5% during the forecast period. The major growth factors of the NLP in healthcare and life sciences market include the growing demand for improving Electronic Health Records (EHRs) data usability to better patient care, and ability to analyze and extract meaning from narrative texts and non-related data sources.

Cloud deployment mode to grow at a rapid pace during the forecast period

Most vendors in the NLP in healthcare and life sciences market offer cloud-based NLP solutions to maximize profits and automate the equipment maintenance process, effectively. The adoption of cloud-based NLP solutions is expected to grow, owing to benefits, such as easy maintenance of generated data, cost-effectiveness, agility, flexibility, scalability, and effective management of these solutions. Companies prefer to adopt cloud-based NLP solutions, as these support their regional, cross-regional, or cross-country data recovery strategies. This enables organizations to ensure resilience in case of disasters.

Pattern and image recognition to grow at the highest CAGR during the forecast period

The NLP in healthcare and life sciences market by application is segmented into six categories: Interactive Voice Response (IVR), pattern and image recognition, auto coding, classification and categorization, text and speech analytics, and others (information extraction and report generation). The computer vision and Machine Learning (ML) algorithms detect precancerous lesions using the minutest details in tissue imagery, thus increasing the sensitivity and accuracy of cancer screening tests. In screening for skin cancer, for instance, Artificial Intelligence (AI) researchers have developed computer vision models that can analyze images and biopsy specimens of a person having cancer and how his/her skin changes much faster and more accurately than a doctor would.

Asia Pacific to grow at the highest CAGR during the forecast period

Asia Pacific (APAC) is expected to grow at the highest CAGR during the forecast period. Healthcare companies in the region have started deploying NLP solutions that will help them generate statistical data and make faster patient care decisions. Countries such as China, India, and Japan further focus on enhancing their management of data to enable computer-aided diagnoses and enhance rapid improvements in the performance for diagnosing and prognosis-prediction. Growing digitalization, increasing adoption of AI, Machine Learning (ML), and deep learning by vendors in the region, and government regulations and initiatives are expected to drive the growth of the market in the APAC.

In-depth interviews were conducted with Chief Executive Officers (CEOs), innovation and technology directors, system integrators, and executives from various key organizations operating in the NLP in healthcare and life sciences market.

  • By Company: Tier I: 32%, Tier II: 44%, and Tier III: 24%
  • By Designation: C-Level Executives: 65%, Directors: 23%, and Others: 12%
  • By Region: North America: 44%, Europe: 32%, APAC: 18%, MEA: 3%, and Latin America: 3%

The report includes the study of the key players offering NLP in healthcare and life sciences solutions and services. It profiles major vendors in the global NLP in healthcare and life sciences market. The major vendors includes 3M (US), Cerner (US), Nuance (US), Health Fidelity (US), Dolbey (US), Microsoft (US), IBM (US), Google (US), AWS (US), Apixio (US), Averbis (Germany), Linguamatics (UK), Clinithink (Georgia), Wave Health Technologies (Georgia), Inovalon (US), and Lexalytics (US). It also includes an in-depth competitive analysis of the key players in the NLP in healthcare and life sciences market, along with their company profiles, business overviews, product offerings, recent developments, and market strategies.

Research Coverage

The market study covers the NLP in healthcare and life sciences market across segments. It aims at estimating the market size and the growth potential of this market across different segments, such as component, NLP type, application, deployment mode, organization size, application, end user, and region. The study further 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 will help the market leaders/new entrants in this market with information on the closest approximations of the revenue numbers for the overall NLP in healthcare and life sciences market and the subsegments. This report will help stakeholders understand the competitive landscape and gain more insights to position their businesses better and to plan suitable go-to-market strategies. The report further helps stakeholders understand the pulse of the market and provides them with information on key market drivers, restraints, challenges, and opportunities.

TABLE OF CONTENTS

1 INTRODUCTION 19

  • 1.1 OBJECTIVES OF THE STUDY 19
  • 1.2 MARKET DEFINITION 19
    • 1.2.1 INCLUSIONS AND EXCLUSIONS 20
  • 1.3 MARKET SCOPE 20
    • 1.3.1 MARKET SEGMENTATION 20
    • 1.3.2 YEARS CONSIDERED FOR THE STUDY 21
  • 1.4 CURRENCY CONSIDERED 21
  • 1.5 STAKEHOLDERS 21

2 RESEARCH METHODOLOGY 22

  • 2.1 RESEARCH DATA 22
    • 2.1.1 SECONDARY DATA 24
    • 2.1.2 PRIMARY DATA 24
      • 2.1.2.1 Breakup of primary profiles 25
  • 2.2 MARKET BREAKUP AND DATA TRIANGULATION 26
    • 2.2.1 KEY INDUSTRY INSIGHTS 27
  • 2.3 MARKET SIZE ESTIMATION 28
    • 2.3.1 TOP-DOWN APPROACH 30
    • 2.3.2 BOTTOM-UP APPROACH 31
  • 2.4 MARKET FORECAST 31
  • 2.5 ASSUMPTIONS FOR THE STUDY 32
  • 2.6 LIMITATIONS OF THE STUDY 33

3 EXECUTIVE SUMMARY 34

4 PREMIUM INSIGHTS 40

  • 4.1 ATTRACTIVE OPPORTUNITIES IN THE NLP IN HEALTHCARE AND LIFE SCIENCES MARKET 40
  • 4.2 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: TOP 3 APPLICATIONS 41
  • 4.3 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION 41
  • 4.4 NORTH AMERICA NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT AND APPLICATION 42

5 MARKET OVERVIEW AND INDUSTRY TRENDS 43

  • 5.1 INTRODUCTION 43
  • 5.2 MARKET DYNAMICS 43
    • 5.2.1 DRIVERS 44
      • 5.2.1.1 Rising urge of predictive analytics to reduce risk and improve significant health concerns 44
      • 5.2.1.2 Growing demand for improving HER data usability to better patient care 45
      • 5.2.1.3 Ability to analyze and extract meaning from narrative text and non-related data sources 45
    • 5.2.2 RESTRAINTS 46
      • 5.2.2.1 Specific medical sub-languages and poor input data quality 46
    • 5.2.3 OPPORTUNITIES 46
      • 5.2.3.1 Ensemble of NLP systems to boost phenotyping capabilities 46
      • 5.2.3.2 Rising demand for NLP systems programmed to understand the context of medical records 47
    • 5.2.4 CHALLENGES 47
      • 5.2.4.1 Growing regulatory compliance and privacy concerns over data security slowing down the progress of researchers 47
  • 5.3 CASE STUDIES 48
    • 5.3.1 DREXEL UNIVERSITY USED LINGUAMATICS I2E TO IMPROVE COHORT SELECTION FOR HIV AND HEPATITIS C 48
    • 5.3.2 A HEALTHCARE COMPANY USED AXTRIA TO PROVIDE A COMPREHENSIVE VIEW OF PATIENT REPORTS AND DELIVER CRITICAL INSIGHTS TO BOTH HEALTHCARE PROVIDERS AND THE COMPANY 48
    • 5.3.3 TO CREATE A DATABASE AND MEDICAL KNOWLEDGE BASE FOR AN ONLINE CLINIC CHATBOT TO BUILD UP ANAMNESIS 49
    • 5.3.4 TO PREDICT HIGH-RISK CHRONIC KIDNEY DISEASE PATIENTS 50
  • 5.4 REGULATORY IMPLICATIONS 50
    • 5.4.1 GENERAL DATA PROTECTION REGULATION 50
    • 5.4.2 HEALTH LEVEL SEVEN 51
    • 5.4.3 HEALTH INSURANCE PORTABILITY AND ACCOUNTABILITY ACT OF 1996 51
    • 5.4.4 CEN ISO/IEEE 11073 51
    • 5.4.5 HIPAA SECURITY RULE 52
    • 5.4.6 HIPAA PRIVACY RULE 52
  • 5.5 NLP IN HEALTHCARE AND LIFE SCIENCES: ARCHITECTURE 52
  • 5.6 FUTURE OUTLOOK: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET 53
    • 5.6.1 HEALTHCARE TRACKERS, WEARABLES, AND SENSORS 53
    • 5.6.2 VIRTUAL REALITY 53
    • 5.6.3 AUGMENTED REALITY 54
    • 5.6.4 3D PRINTING 54
    • 5.6.5 ROBOTICS 54
    • 5.6.6 NANOTECHNOLOGY 55

6 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY COMPONENT 56

  • 6.1 INTRODUCTION 57
    • 6.1.1 COMPONENT: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET DRIVERS 57
  • 6.2 STANDALONE SOLUTIONS 58
  • 6.3 SERVICES 59
    • 6.3.1 PROFESSIONAL SERVICES 60
    • 6.3.2 SUPPORT AND MAINTENANCE 61

7 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY NLP TYPE 62

  • 7.1 INTRODUCTION 63
    • 7.1.1 NLP TYPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET DRIVERS 63
  • 7.2 RULE-BASED NATURAL LANGUAGE PROCESSING 64
  • 7.3 STATISTICAL NATURAL LANGUAGE PROCESSING 65
  • 7.4 HYBRID NATURAL LANGUAGE PROCESSING 65

8 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY DEPLOYMENT MODE 67

  • 8.1 INTRODUCTION 68
    • 8.1.1 DEPLOYMENT MODE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET DRIVERS 68
  • 8.2 ON-PREMISES 69
  • 8.3 CLOUD 70

9 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY ORGANIZATION SIZE 71

  • 9.1 INTRODUCTION 72
    • 9.1.1 ORGANIZATION SIZE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET DRIVERS 72
  • 9.2 LARGE ENTERPRISES 73
  • 9.3 SMALL AND MEDIUM-SIZED ENTERPRISES 74

10 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY APPLICATION 75

  • 10.1 INTRODUCTION 76
    • 10.1.1 APPLICATION: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET DRIVERS 76
  • 10.2 INTERATIVE VOICE RESPONSE 77
  • 10.3 PATTERN AND IMAGE RECOGNITION 78
  • 10.4 AUTO CODING 79
  • 10.5 CLASSIFICATION AND CATEGORIZATION 80
  • 10.6 TEXT AND SPEECH ANALYTICS 80
  • 10.7 OTHERS 81

11 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY END USER 83

  • 11.1 INTRODUCTION 84
    • 11.1.1 END USER: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET DRIVERS 84
  • 11.2 NLP FOR PHYSICIANS 85
  • 11.3 NLP FOR RESEARCHERS 86
  • 11.4 NLP FOR PATIENTS 87
  • 11.5 NLP FOR CLINICAL OPERATORS 87

12 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET, BY REGION 89

  • 12.1 INTRODUCTION 90
  • 12.2 NORTH AMERICA 92
    • 12.2.1 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET DRIVERS 92
    • 12.2.2 UNITED STATES 97
    • 12.2.3 CANADA 100
  • 12.3 EUROPE 103
    • 12.3.1 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET DRIVERS 103
    • 12.3.2 UNITED KINGDOM 107
    • 12.3.3 GERMANY 110
    • 12.3.4 FRANCE 112
    • 12.3.5 REST OF EUROPE 115
  • 12.4 ASIA PACIFIC 115
    • 12.4.1 CHINA 120
    • 12.4.2 JAPAN 123
    • 12.4.3 INDIA 125
    • 12.4.4 REST OF ASIA PACIFIC 127
  • 12.5 MIDDLE EAST AND AFRICA 128
    • 12.5.1 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET DRIVERS 128
    • 12.5.2 MIDDLE EAST 132
    • 12.5.3 AFRICA 132
  • 12.6 LATIN AMERICA 132
    • 12.6.1 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET DRIVERS 132
    • 12.6.2 BRAZIL 136
    • 12.6.3 MEXICO 136
    • 12.6.4 REST OF LATIN AMERICA 136

13 COMPETITIVE LANDSCAPE 137

  • 13.1 MICROQUADRANT OVERVIEW 137
  • 13.2 COMPETITIVE LEADERSHIP MAPPING 137
    • 13.2.1 VISIONARY LEADERS 137
    • 13.2.2 INNOVATORS 137
    • 13.2.3 DYNAMIC DIFFERENTIATORS 137
    • 13.2.4 EMERGING COMPANIES 138

14 COMPANY PROFILES 139

(Business Overview, Solutions and Services Offered, SWOT Analysis, Recent Developments, Right-to-win)*

  • 14.1 INTRODUCTION 139
  • 14.2 3M 140
  • 14.3 MICROSOFT 143
  • 14.4 CERNER 147
  • 14.5 NUANCE 150
  • 14.6 DOLBEY 154
  • 14.7 IBM 155
  • 14.8 APIXIO 158
  • 14.9 AVERBIS 160
  • 14.10 GOOGLE 162
  • 14.11 AWS 165
  • 14.12 LINGUAMATICS 168
  • 14.13 CLINITHINK 170
  • 14.14 INOVALON 172
  • 14.15 HEALTH FIDELITY 174
  • 14.16 LEXALYTICS 174
  • 14.17 WAVE HEALTH TECHNOLOGIES 175

Business Overview, Solutions and Services Offered, SWOT Analysis, Recent Developments, Right-to-win might not be captured in case of unlisted companies.

15 APPENDIX 176

  • 15.1 INDUSTRY EXPERTS 176
  • 15.2 DISCUSSION GUIDE 177
  • 15.3 KNOWLEDGE STORE: MARKETSANDMARKETS' SUBSCRIPTION PORTAL 182
  • 15.4 AVAILABLE CUSTOMIZATIONS 184
  • 15.5 RELATED REPORTS 184
  • 15.6 AUTHOR DETAILS 185

LIST OF TABLES

  • TABLE 1 UNITED STATES DOLLAR EXCHANGE RATE, 2017-2019 21
  • TABLE 2 FACTOR ANALYSIS 31
  • TABLE 3 GLOBAL NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE AND GROWTH RATE, 2018-2025 (USD MILLION, Y-O-Y %) 35
  • TABLE 4 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY COMPONENT, 2018-2025 (USD MILLION) 58
  • TABLE 5 STANDALONE SOLUTIONS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2018-2025 (USD MILLION) 58
  • TABLE 6 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY SERVICE, 2018-2025 (USD MILLION) 59
  • TABLE 7 SERVICES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2018-2025 (USD MILLION) 60
  • TABLE 8 PROFESSIONAL SERVICES MARKET SIZE, BY REGION, 2018-2025 (USD MILLION) 60
  • TABLE 9 SUPPORT AND MAINTENANCE MARKET SIZE, BY REGION, 2018-2025 (USD MILLION) 61
  • TABLE 10 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY NLP TYPE, 2018-2025 (USD MILLION) 63
  • TABLE 11 RULE-BASED NLP: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2018-2025 (USD MILLION) 64
  • TABLE 12 STATISTICAL NLP: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2018-2025 (USD MILLION) 65
  • TABLE 13 HYBRID NLP: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2018-2025 (USD MILLION) 66
  • TABLE 14 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY DEPLOYMENT MODE, 2018-2025 (USD MILLION) 69
  • TABLE 15 ON-PREMISES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2018-2025 (USD MILLION) 69
  • TABLE 16 CLOUD: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2018-2025 (USD MILLION) 70
  • TABLE 17 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY ORGANIZATION SIZE, 2018-2025 (USD MILLION) 73
  • TABLE 18 LARGE ENTERPRISES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2018-2025 (USD MILLION) 73
  • TABLE 19 SMALL AND MEDIUM-SIZED ENTERPRISES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2018-2025 (USD MILLION) 74
  • TABLE 20 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY APPLICATION, 2018-2025 (USD MILLION) 77
  • TABLE 21 INTERATIVE VOICE RESPONSE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2018-2025 (USD MILLION) 78
  • TABLE 22 PATTERN AND IMAGE RECOGNITION: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2018-2025 (USD MILLION) 79
  • TABLE 23 AUTO CODING: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2018-2025 (USD MILLION) 79
  • TABLE 24 CLASSIFICATION AND CATEGORIZATION: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2018-2025 (USD MILLION) 80
  • TABLE 25 TEXT AND SPEECH ANALYTICS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2018-2025 (USD MILLION) 81
  • TABLE 26 OTHERS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2018-2025 (USD MILLION) 82
  • TABLE 27 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY END USER, 2018-2025 (USD MILLION) 85
  • TABLE 28 NLP FOR PHYSICIANS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2018-2025 (USD MILLION) 85
  • TABLE 29 NLP FOR RESEARCHERS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2018-2025 (USD MILLION) 86
  • TABLE 30 NLP FOR PATIENTS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2018-2025 (USD MILLION) 87
  • TABLE 31 NLP FOR CLINICAL OPERATORS: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2018-2025 (USD MILLION) 88
  • TABLE 32 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2018-2025 (USD MILLION) 91
  • TABLE 33 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY COMPONENT, 2018-2025 (USD MILLION) 94
  • TABLE 34 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY SERVICE, 2018-2025 (USD MILLION) 94
  • TABLE 35 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY APPLICATION, 2018-2025 (USD MILLION) 95
  • TABLE 36 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY NLP TYPE, 2018-2025 (USD MILLION) 95
  • TABLE 37 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY DEPLOYMENT MODE, 20182025 (USD MILLION) 96
  • TABLE 38 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY ORGANIZATION SIZE, 2020-2025 (USD MILLION) 96
  • TABLE 39 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY END USER, 2018-2025 (USD MILLION) 96
  • TABLE 40 NORTH AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY COUNTRY, 2018-2025 (USD MILLION) 97
  • TABLE 41 UNITED STATES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY COMPONENT, 2018-2025 (USD MILLION) 98
  • TABLE 42 UNITED STATES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY SERVICE, 2018-2025 (USD MILLION) 98
  • TABLE 43 UNITED STATES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY NLP TYPE, 2018-2025 (USD MILLION) 98
  • TABLE 44 UNITED STATES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY APPLICATION, 2018-2025 (USD MILLION) 99
  • TABLE 45 UNITED STATES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY DEPLOYMENT MODE, 2018-2025 (USD MILLION) 99
  • TABLE 46 UNITED STATES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY ORGANIZATION SIZE, 2018-2025 (USD MILLION) 100
  • TABLE 47 UNITED STATES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY END USER, 2018-2025 (USD MILLION) 100
  • TABLE 48 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY COMPONENT, 2018-2025 (USD MILLION) 101
  • TABLE 49 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY SERVICE, 2018-2025 (USD MILLION) 101
  • TABLE 50 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY NLP TYPE, 2018-2025 (USD MILLION) 101
  • TABLE 51 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY DEPLOYMENT MODE, 2018-2025 (USD MILLION) 102
  • TABLE 52 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY ORGANIZATION SIZE, 2018-2025 (USD MILLION) 102
  • TABLE 53 CANADA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY END USER, 2018-2025 (USD MILLION) 103
  • TABLE 54 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY COMPONENT, 2018-2025 (USD MILLION) 104
  • TABLE 55 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY SERVICE, 2018-2025 (USD MILLION) 105
  • TABLE 56 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY APPLICATION, 2018-2025 (USD MILLION) 105
  • TABLE 57 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY NLP TYPE, 2018-2025 (USD MILLION) 106
  • TABLE 58 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY DEPLOYMENT MODE, 2018-2025 (USD MILLION) 106
  • TABLE 59 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY ORGANIZATION SIZE, 2018-2025 (USD MILLION) 106
  • TABLE 60 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY END USER, 2018-2025 (USD MILLION) 107
  • TABLE 61 EUROPE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY COUNTRY, 2018-2025 (USD MILLION) 107
  • TABLE 62 UNITED KINGDOM: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY COMPONENT, 2018-2025 (USD MILLION) 108
  • TABLE 63 UNITED KINGDOM: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY SERVICE, 2018-2025 (USD MILLION) 108
  • TABLE 64 UNITED KINGDOM: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY NLP TYPE, 2018-2025 (USD MILLION) 108
  • TABLE 65 UNITED KINGDOM: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY DEPLOYMENT MODE, 2018-2025 (USD MILLION) 109
  • TABLE 66 UNITED KINGDOM: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY ORGANIZATION SIZE, 2018-2025 (USD MILLION) 109
  • TABLE 67 UNITED KINGDOM: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY END USER, 2018-2025 (USD MILLION) 110
  • TABLE 68 GERMANY: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY COMPONENT, 2018-2025 (USD MILLION) 111
  • TABLE 69 GERMANY: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY SERVICE, 2018-2025 (USD MILLION) 111
  • TABLE 70 GERMANY: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY DEPLOYMENT MODE, 2018-2025 (USD MILLION) 111
  • TABLE 71 GERMANY: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY ORGANIZATION SIZE, 2018-2025 (USD MILLION) 112
  • TABLE 72 GERMANY: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY END USER, 2018-2025 (USD MILLION) 112
  • TABLE 73 FRANCE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY COMPONENT, 2018-2025 (USD MILLION) 113
  • TABLE 74 FRANCE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY SERVICE, 2018-2025 (USD MILLION) 113
  • TABLE 75 FRANCE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY NLP TYPE, 2018-2025 (USD MILLION) 113
  • TABLE 76 FRANCE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY DEPLOYMENT MODE, 2018-2025 (USD MILLION) 114
  • TABLE 77 FRANCE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY ORGANIZATION SIZE, 2018-2025 (USD MILLION) 114
  • TABLE 78 FRANCE: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY END USER, 2018-2025 (USD MILLION) 114
  • TABLE 79 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY COMPONENT, 2018-2025 (USD MILLION) 117
  • TABLE 80 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY SERVICE, 2018-2025 (USD MILLION) 117
  • TABLE 81 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY APPLICATION, 2018-2025 (USD MILLION) 118
  • TABLE 82 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY NLP TYPE, 2018-2025 (USD MILLION) 118
  • TABLE 83 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY DEPLOYMENT MODE, 2018-2025 (USD MILLION) 119
  • TABLE 84 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY ORGANIZATION SIZE, 2018-2025 (USD MILLION) 119
  • TABLE 85 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY END USER, 2018-2025 (USD MILLION) 119
  • TABLE 86 ASIA PACIFIC: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY COUNTRY, 2018-2025 (USD MILLION) 120
  • TABLE 87 CHINA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY COMPONENT, 2018-2025 (USD MILLION) 121
  • TABLE 88 CHINA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY SERVICE, 2018-2025 (USD MILLION) 121
  • TABLE 89 CHINA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY NLP TYPE, 2018-2025 (USD MILLION) 121
  • TABLE 90 CHINA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY DEPLOYMENT MODE, 2018-2025 (USD MILLION) 122
  • TABLE 91 CHINA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY ORGANIZATION SIZE, 2018-2025 (USD MILLION) 122
  • TABLE 92 CHINA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY END USER, 2018-2025 (USD MILLION) 122
  • TABLE 93 JAPAN: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY COMPONENT, 2018-2025 (USD MILLION) 123
  • TABLE 94 JAPAN: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY SERVICE, 2018-2025 (USD MILLION) 123
  • TABLE 95 JAPAN: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY NLP TYPE, 2018-2025 (USD MILLION) 124
  • TABLE 96 JAPAN: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY DEPLOYMENT MODE, 2018-2025 (USD MILLION) 124
  • TABLE 97 JAPAN: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY ORGANIZATION SIZE, 2018-2025 (USD MILLION) 124
  • TABLE 98 JAPAN: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY END USER, 2018-2025 (USD MILLION) 125
  • TABLE 99 INDIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY COMPONENT, 2018-2025 (USD MILLION) 125
  • TABLE 100 INDIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY SERVICE, 2018-2025 (USD MILLION) 126
  • TABLE 101 INDIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY NLP TYPE, 2018-2025 (USD MILLION) 126
  • TABLE 102 INDIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY DEPLOYMENT MODE, 2018-2025 (USD MILLION) 126
  • TABLE 103 INDIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY ORGANIZATION SIZE, 2018-2025 (USD MILLION) 127
  • TABLE 104 INDIA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY END USER, 2018-2025 (USD MILLION) 127
  • TABLE 105 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY COMPONENT, 2018-202 (5USD MILLION) 129
  • TABLE 106 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY SERVICE, 2018-2025 (USD MILLION) 129
  • TABLE 107 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY DEPLOYMENT MODE, 2018-2025 (USD MILLION) 129
  • TABLE 108 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY ORGANIZATION SIZE, 2018-2025 (USD MILLION) 130
  • TABLE 109 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY NLP TYPE, 2018-2025 (USD MILLION) 130
  • TABLE 110 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY APPLICATION, 2018-2025 (USD MILLION) 131
  • TABLE 111 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY END USER, 2018-2025 (USD MILLION) 131
  • TABLE 112 MIDDLE EAST AND AFRICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY SUB-REGION, 2018-2025 (USD MILLION) 131
  • TABLE 113 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY COMPONENT, 2018-2025 (USD MILLION) 133
  • TABLE 114 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY SERVICE, 2018-2025 (USD MILLION) 133
  • TABLE 115 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY DEPLOYMENT MODE, 2018-2025 (USD MILLION) 134
  • TABLE 116 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY ORGANIZATION SIZE, 2018-2025 (USD MILLION) 134
  • TABLE 117 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY NLP TYPE, 2018-2025 (USD MILLION) 134
  • TABLE 118 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY APPLICATION, 2018-2025 (USD MILLION) 135
  • TABLE 119 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY END USER, 2018-2025 (USD MILLION) 135
  • TABLE 120 LATIN AMERICA: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY COUNTRY, 2018-2025 (USD MILLION) 136
  • TABLE 121 EVALUATION CRITERIA 137

LIST OF FIGURES

  • FIGURE 1 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: RESEARCH DESIGN 23
  • FIGURE 2 DATA TRIANGULATION 26
  • FIGURE 3 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 1 (SUPPLY SIDE): REVENUE OF SOLUTIONS/SERVICES OF THE NLP IN HEALTHCARE AND LIFE SCIENCES MARKET 28
  • FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 2 BOTTOM-UP (SUPPLY SIDE): COLLECTIVE REVENUE OF ALL SOLUTIONS/SERVICES OF THE NLP IN HEALTHCARE AND LIFE SCIENCES MARKET 28
  • FIGURE 5 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZING METHODOLOGY - APPROACH 3: COMPONENT LEVEL BOTTOM-UP 29
  • FIGURE 6 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES 30
  • FIGURE 7 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SNAPSHOT, BY COMPONENT 36
  • FIGURE 8 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SNAPSHOT, BY SERVICE 36
  • FIGURE 9 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SNAPSHOT, BY NLP TYPE 37
  • FIGURE 10 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SNAPSHOT, BY APPLICATION 37
  • FIGURE 11 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SNAPSHOT, BY DEPLOYMENT MODE 37
  • FIGURE 12 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SNAPSHOT, BY ORGANIZATION SIZE 38
  • FIGURE 13 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SNAPSHOT, BY END USER 38
  • FIGURE 14 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SNAPSHOT, BY REGION 39
  • FIGURE 15 ABILITY TO ANALYZE AND EXTRACT MEANING FROM NARRATIVE TEXTS AND NON-RELATED DATA SOURCES, AND DEMAND FOR IMPROVING EHR DATA USABILITY TO BETTER PATIENT CARE DRIVING THE OVERALL GROWTH OF NLP IN HEALTHCARE AND LIFE SCIENCES MARKET 40
  • FIGURE 16 PATTERN AND IMAGE RECOGNITION SEGMENT TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD 41
  • FIGURE 17 NORTH AMERICA TO HOLD THE HIGHEST MARKET SHARE IN 2020 41
  • FIGURE 18 STANDALONE SOLUTIONS SEGMENT, AND TEXT AND SPEECH ANALYTICS SEGMENT TO ACCOUNT FOR THE HIGHEST SHARES IN THE NLP IN HEALTHCARE AND LIFE SCIENCES MARKET IN 2020 42
  • FIGURE 19 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES: NLP IN HEALTHCARE AND LIFE SCIENCES MARKET 44
  • FIGURE 20 FUNCTIONAL ELEMENTS OF NLP IN HEALTHCARE AND LIFE SCIENCES SOLUTIONS 52
  • FIGURE 21 SERVICES SEGMENT TO REGISTER A HIGHER CAGR DURING THE FORECAST PERIOD 57
  • FIGURE 22 PROFESSIONAL SERVICES SEGMENT TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD 59
  • FIGURE 23 HYBRID NLP SEGMENT TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD 63
  • FIGURE 24 CLOUD SEGMENT TO REGISTER A HIGHER CAGR DURING THE FORECAST PERIOD 68
  • FIGURE 25 SMALL AND MEDIUM-SIZED ENTERPRISES SEGMENT TO REGISTER A HIGHER CAGR DURING THE FORECAST PERIOD 72
  • FIGURE 26 PATTERN AND IMAGE RECOGNITION SEGMENT TO REGISTER THE HIGHEST CAGR DURING THE FORECAST PERIOD 76
  • FIGURE 27 NLP FOR RESEARCHERS SEGMENT TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD 84
  • FIGURE 28 BASED ON COUNTRY, JAPAN TO HOLD THE HIGHEST CAGR DURING THE FORECAST PERIOD 90
  • FIGURE 29 BASED ON REGION, ASIA PACIFIC TO HOLD THE HIGHEST CAGR DURING THE FORECAST PERIOD 91
  • FIGURE 30 NORTH AMERICA: MARKET SNAPSHOT 93
  • FIGURE 31 PATTERN AND IMAGE RECOGNITION SEGMENT TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD IN NORTH AMERICA 94
  • FIGURE 32 PATTERN AND IMAGE RECOGNITION SEGMENT TO HOLD THE HIGHEST CAGR DURING THE FORECAST PERIOD IN EUROPE 104
  • FIGURE 33 ASIA PACIFIC: MARKET SNAPSHOT 116
  • FIGURE 34 PATTERN AND IMAGE RECOGNITION SEGMENT TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD IN ASIA PACIFIC 117
  • FIGURE 35 PATTERN AND IMAGE RECOGNITION SEGMENT TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD IN MIDDLE EAST AND AFRICA 128
  • FIGURE 36 PATTERN AND IMAGE RECOGNITION SEGMENT TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD IN LATIN AMERICA 133
  • FIGURE 37 NLP IN HEALTHCARE AND LIFE SCIENCES MARKET (GLOBAL), COMPETITIVE LEADERSHIP MAPPING, 2020 138
  • FIGURE 38 3M: COMPANY SNAPSHOT 140
  • FIGURE 39 3M: SWOT ANALYSIS 141
  • FIGURE 40 MICROSOFT: COMPANY SNAPSHOT 143
  • FIGURE 41 MICROSOFT: SWOT ANALYSIS 144
  • FIGURE 42 CERNER: COMPANY SNAPSHOT 147
  • FIGURE 43 NUANCE: COMPANY SNAPSHOT 150
  • FIGURE 44 NUANCE: SWOT ANALYSIS 152
  • FIGURE 45 IBM: COMPANY SNAPSHOT 155
  • FIGURE 46 IBM: SWOT ANALYSIS 156
  • FIGURE 47 GOOGLE: COMPANY SNAPSHOT 162
  • FIGURE 48 GOOGLE: SWOT ANALYSIS 164
  • FIGURE 49 AWS: COMPANY SNAPSHOT 165
  • FIGURE 50 AWS: SWOT ANALYSIS 167
  • FIGURE 51 INOVALON: COMPANY SNAPSHOT 172