Vaccine R&D will be a Substantial Beneficiary of the AI in Epidemiology Market
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This global AI epidemiology and public health market report provides a comprehensive evaluation of the positive impact that AI technology will produce with respect to healthcare informatics, and public healthcare management, and epidemiology analysis and response. The report assesses the macro factors affecting the market and the resulting need for hardware and software technology used in the public healthcare and epidemiology informatics.
The macro factors include the growth drivers and challenges of the market along with the potential application and usage areas in public health industry verticals. The report also provides the anticipated market value of AI in the public health and epidemiology informatics market globally and regionally. This includes core technology and AI-specific technologies. Market forecasts cover the period of 2022 to 2027.
Select Report Findings:
- The total global value of AI in the epidemiology market will exceed $10 billion by 2027
- Related to vaccine R&D, AI in drug discovery and risk analysis will reach $800 million by 2027
- AI will support various disease-related public health and safety services such as mass notification
- EHR databases will be the foundation, but AI will leverage many sources for disease-related data aggregation
- Epidemiologic predictive models will be dramatically improved through advanced data analytics and various AI tools and techniques
- AI improves the efficiency and effectiveness of transforming healthcare data correlation to meaningful disease insights and information
The Center for Disease Control and Prevention sees epidemiology as the study and analysis of the distribution, patterns, and determinants of health and disease conditions in defined populations. It is a cornerstone of public health and shapes policy decisions and evidence-based practice by identifying risk factors for disease and targets for preventive healthcare.
This includes identification of the factors involved with diseases transmitted by food and water, acquired during travel or recreational activities, bloodborne and sexually transmitted diseases, and nosocomial infections such as hospital-acquired illnesses. Epidemiology is also concerned with the identification of trends and predictive capabilities to prevent diseases.
Sources of disease data include medical claims data (commercial claims, Medicare), electronic healthcare records (EHR) including medical treatment facilities and pharmacies, death registries, and socioeconomic data. It is important to note that some data is highly structured whereas other data elements are highly unstructured, such as data gathered from social media and Web scraping.
Artificial Intelligence (AI) will increasingly be relied upon to improve the efficiency and effectiveness of transforming data correlation to meaningful insights and information. For example, machine learning has been used to gather Web search and location data as a means of identifying potential unsafe areas, such as restaurants involved in food-borne illnesses.
The combination of data aggregation from multiple sources with machine learning and advanced analytics will greatly improve the efficacy of epidemiology predictive models. For example, machine learning allows epidemiologists to evaluate as many variables as desired without increasing statistical error, a problem that often arises with multiple testing bias, which is a condition that occurs when each additional test run on the data increases the possibility for error against a hypothetical target result.
Another example of AI in epidemiology is the use of natural language processing to capture clinical notes for preservation in EHR databases. As part of data capture and identification of the most important information, AI will also be used to validate key terms to identify conditions, diagnoses, and exposures that are otherwise difficult to capture/identify through traditional data source mining. This will be used for data discovery and validation as well as knowledge representation.
An extremely important and high growth area for AI in epidemiology is drug discovery, safety, and risk analysis, which we anticipate will be a $800 million global market by 2027. Other high opportunity areas for AI are disease and syndromic surveillance, infection prediction and forecasting, monitoring population and incidence of disease, and use of AI in Immunization Information Systems. In addition to mapping vaccinations to disease incidence, the IIS will leverage AI to identify the impact of public sentiment analysis and for public safety services such as mass notification.
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Table of Contents
1.0 Executive Summary
2.0 Introduction
2.1 Defining Public Health Informatics
2.1.1 Epidemiology in PHI
2.1.1.1 Viral Disease Epidemiology
2.1.2 AI in Epidemiology and Public Health Informatics
2.1.3 Medical Informatics vs. Health Informatics
2.2 Social Technical Informatics Technology Stack
2.3 Epidemiology and Public Health Informatics Process
2.3.1 Collection of Data
2.3.2 Defining Study Model
2.3.3 Data Storage
2.3.4 Data Quality Assurance
2.3.5 Data Analysis
2.4 Computational Epidemiology
2.5 Infectious vs. Non-infectious Diseases
2.6 COVID 19 Pandemic and Public Health
2.7 Growth Driver Analysis
2.8 Market Challenge Analysis
2.9 Public Health Policy and Outcomes
2.9.1 Public Health Data Exchange
2.10 Regulatory Analysis
2.10.1 GDPR
2.10.2 HIPAA
2.10.3 ISO Standards
2.10.4 HITECH
2.10.5 ETSI
2.11 Value Chain Analysis
2.11.1 Data Warehouse
2.11.2 AI Companies
2.11.3 Software Development
2.11.4 Semiconductor Providers
2.11.5 Infrastructure and Connectivity Providers
2.11.6 Analytics Providers
2.11.7 Healthcare Service Providers
2.11.8 Regulatory Bodies
3.0 Technology and Application Analysis
3.1 Hardware Technology Analysis
3.1.1 AI Processors and Chipsets
3.1.1.1 Microprocessor Unit
3.1.1.2 Tensor Processing Unit
3.1.1.3 Graphics Processing Unit
3.1.1.4 Field-Programmable Gate Array
3.1.1.5 Application Specific Integrated Circuits
3.1.1.6 Intelligent Processing Unit
3.1.2 Memory Chip
3.1.3 Network Adaptor
3.1.4 3D Sensors
3.2 Software Technology Analysis
3.2.1 AI Solution: Cloud vs. On-premise Software
3.2.2 AI Platform Framework and APIs
3.3 AI Technology Analysis
3.3.1 Machine Learning and Deep Learning
3.3.2 Natural Language Processing
3.3.3 Computer Vision: Image and Voice Processing
3.3.4 Neural Network Processing
3.3.5 Context Aware Processing
3.4 Enabling Technology Analysis
3.4.1 Electronic Health Records
3.4.2 Social Media Analytics
3.4.3 Traffic Surveillance Systems
3.4.4 Digital Health Passports
3.4.5 Computer-Based Simulation Models
3.4.6 Protective Gear and Equipment
3.4.7 Telemedicine Solutions
3.4.8 Semantics-Based Health Information System
3.4.9 Health Information Technology
3.4.10 Electronic Data Capture
3.4.11 Clinical Data Management Systems
3.4.12 Patient Data Management System
3.4.13 Laboratory Information Management Systems
3.4.14 Internet of Healthcare Technology
3.5 Application Analysis
3.5.1 Disease and Syndromic Surveillance
3.5.2 Infection Prediction and Forecasting
3.5.3 Immunization Information Systems
3.5.4 Public Sentiment Analysis
3.5.5 Environmental Impact Analysis
3.5.6 Drug Discovery, Safety, and Risk Analysis
3.5.7 Monitoring Population and Incidence
3.5.8 Knowledge Representation and Mass Notification
3.6 Industry Use Case Analysis
3.6.1 Government and State Agencies
3.6.2 MassHealth ACOS and MCOS
3.6.3 Research Labs
3.6.4 Pharmaceuticals Company
3.6.5 Hospitals, Specialty Clinics, and Healthcare Providers
4.0 Company Analysis
4.1 Abbott Informatics
4.2 AdvancedMD
4.3 Agilent Technologies
4.4 Allscripts Healthcare
4.5 Athenahealth
4.6 Autoscribe Informatics
4.7 Cerner Corporation
4.8 Change Healthcare
4.9 Cognizant
4.10 CPSI
4.11 CureMD Healthcare
4.12 eClinicalWorks
4.13 e-Mds Inc.
4.14 Epic Systems
4.15 GE Healthcare
4.16 Google
4.17 IBM
4.18 Intel
4.19 Philips Healthcare
4.20 Microsoft
4.21 Medtronic
4.22 Greenway Health
4.23 Graphcore
4.24 InterSystems
4.25 Kareo
4.26 Medhost
4.27 Meditech
4.28 Micron Technology
4.29 NextGen Healthcare
4.30 Nvidia
4.31 Optum Inc.
5.0 Market Analysis and Forecasts 2022 - 2027
5.1 Global AI Epidemiology and Public Health Informatics Market 2022 - 2027
5.2 Global AI Epidemiology and Public Health Informatics Market by Segment 2022 - 2027
5.2.1 Global AI Epidemiology and Public Health Informatics Market by Hardware
5.2.1.1 Global AI Epidemiology and Public Health Informatics Market by AI Processor/Chipsets
5.2.2 Global AI Epidemiology and Public Health Informatics Market by Software
5.2.2.1 Global AI Epidemiology and Public Health Informatics Market by AI Solutions
5.2.2.2 Global AI Epidemiology and Public Health Informatics Market by AI Platforms
5.2.3 Global AI Epidemiology and Public Health Informatics Market by Service
5.2.3.1 Global AI Epidemiology and Public Health Informatics Market by Professional Service
5.3 Global AI Epidemiology and Public Health Informatics Market by Technology 2022 - 2027
5.4 Global AI Epidemiology and Public Health Informatics Market by Application 2022 - 2027
5.5 Global AI Epidemiology and Public Health Informatics Market by Industry Vertical 2022 - 2027
5.6 Global AI Epidemiology and Public Health Informatics Market by Diseases
5.7 Global AI Epidemiology and Public Health Informatics Market by Region 2022 - 2027
5.7.1 North America AI Epidemiology and Public Health Informatics Market: Hardware, Software, Technology, Application, Diseases, Country
5.7.2 Europe AI Epidemiology and Public Health Informatics Market: Hardware, Software, Technology, Application, Diseases, Country
5.7.3 APAC AI Epidemiology and Public Health Informatics Market: Hardware, Software, Technology, Application, Diseases, Country
5.7.4 MEA AI Epidemiology and Public Health Informatics Market: Hardware, Software, Technology, Application, Diseases, Country
5.7.5 Latin America AI Epidemiology and Public Health Informatics Market: Hardware, Software, Technology, Application, Diseases, Country
6.0 Conclusions and Recommendations
List of FiguresFigure 1: Public Health Informatics Scope/Structure
Figure 2: Social Technical Mapping for Public Health Informatics
Figure 3: Evidence-Based Public Policy Structure
Figure 4: AI Chipset Technology Matrix
Figure 5: AI Technology Matrix
Figure 6: Smart Protective Gear and Equipment
Figure 7: Public Health Informatics Application
Figure 8: Global AI Epidemiology and Public Health Informatics Market 2022 - 2027
Table 1: Global AI Epidemiology and Public Health Informatics Market by Segment 2022 - 2027
Table 2: Global AI Epidemiology and Public Health Informatics Market by Hardware 2022 - 2027
Table 3: Global AI Epidemiology and Public Health Informatics Technology Market by AI Processor/Chipsets 2022 - 2027
Table 4: Global AI Epidemiology and Public Health Informatics Market by Software 2022 - 2027
Table 5: Global AI Epidemiology and Public Health Informatics Market by AI Solutions 2022 - 2027
Table 6: Global AI Epidemiology and Public Health Informatics Market by AI Platforms 2022 - 2027
Table 7: Global AI Epidemiology and Public Health Informatics Market by Service 2022 - 2027
Table 8: Global AI Epidemiology and Public Health Informatics Market by Professional Service 2022 - 2027
Table 9: Global AI Epidemiology and Public Health Informatics Market by Technology 2022 - 2027
Table 10: Global AI Epidemiology and Public Health Informatics Market by Application 2022 - 2027
Table 11: Global AI Epidemiology and Public Health Informatics Market by Industry Vertical 2022 - 2027
Table 12: Global AI Epidemiology and Public Health Informatics Market by Diseases 2022 - 2027
Table 13: Global AI Epidemiology and Public Health Informatics Market by Region 2022 - 2027
Table 14: North America AI Epidemiology and Public Health Informatics Market by Segment 2022 - 2027
Table 15: North America AI Epidemiology and Public Health Informatics Market by Hardware 2022 - 2027
Table 16: North America AI Epidemiology and Public Health Informatics Technology Market by AI Processor/Chipsets 2022 - 2027
Table 17: North America AI Epidemiology and Public Health Informatics Market by Software 2022 - 2027
Table 18: North America AI Epidemiology and Public Health Informatics Market by AI Solutions 2022 - 2027
Table 19: North America AI Epidemiology and Public Health Informatics Market by AI Platforms 2022 - 2027
Table 20: North America AI Epidemiology and Public Health Informatics Market by Service 2022 - 2027
Table 21: North America AI Epidemiology and Public Health Informatics Market by Professional Service 2022 - 2027
Table 22: North America AI Epidemiology and Public Health Informatics Market by Technology 2022 - 2027
Table 23: North America AI Epidemiology and Public Health Informatics Market by Application 2022 - 2027
Table 24: North America AI Epidemiology and Public Health Informatics Market by Industry Vertical 2022 - 2027
Table 25: North America AI Epidemiology and Public Health Informatics Market by Diseases 2022 - 2027
Table 26: North America AI Epidemiology and Public Health Informatics Market by Country 2022 - 2027
Table 27: Europe AI Epidemiology and Public Health Informatics Market by Segment 2022 - 2027
Table 28: Europe AI Epidemiology and Public Health Informatics Market by Hardware 2022 - 2027
Table 29: Europe AI Epidemiology and Public Health Informatics Technology Market by AI Processor/Chipsets 2022 - 2027
Table 30: Europe AI Epidemiology and Public Health Informatics Market by Software 2022 - 2027
Table 31: Europe AI Epidemiology and Public Health Informatics Market by AI Solutions 2022 - 2027
Table 32: Europe AI Epidemiology and Public Health Informatics Market by AI Platforms 2022 - 2027
Table 33: Europe AI Epidemiology and Public Health Informatics Market by Service 2022 - 2027
Table 34: Europe AI Epidemiology and Public Health Informatics Market by Professional Service 2022 - 2027
Table 35: Europe AI Epidemiology and Public Health Informatics Market by Technology 2022 - 2027
Table 36: Europe AI Epidemiology and Public Health Informatics Market by Application 2022 - 2027
Table 37: Europe AI Epidemiology and Public Health Informatics Market by Industry Vertical 2022 - 2027
Table 38: Europe AI Epidemiology and Public Health Informatics Market by Diseases 2022 - 2027
Table 39: Europe AI Epidemiology and Public Health Informatics Market by Country 2022 - 2027
Table 40: APAC AI Epidemiology and Public Health Informatics Market by Segment 2022 - 2027
Table 41: APAC AI Epidemiology and Public Health Informatics Market by Hardware 2022 - 2027
Table 42: APAC AI Epidemiology and Public Health Informatics Technology Market by AI Processor/Chipsets 2022 - 2027
Table 43: APAC AI Epidemiology and Public Health Informatics Market by Software 2022 - 2027
Table 44: APAC AI Epidemiology and Public Health Informatics Market by AI Solutions 2022 - 2027
Table 45: APAC AI Epidemiology and Public Health Informatics Market by AI Platforms 2022 - 2027
Table 46: APAC AI Epidemiology and Public Health Informatics Market by Service 2022 - 2027
Table 47: APAC AI Epidemiology and Public Health Informatics Market by Professional Service 2022 - 2027
Table 48: APAC AI Epidemiology and Public Health Informatics Market by Technology 2022 - 2027
Table 49: APAC AI Epidemiology and Public Health Informatics Market by Application 2022 - 2027
Table 50: APAC AI Epidemiology and Public Health Informatics Market by Industry Vertical 2022 - 2027
Table 51: APAC AI Epidemiology and Public Health Informatics Market by Diseases 2022 - 2027
Table 52: APAC AI Epidemiology and Public Health Informatics Market by Country 2022 - 2027
Table 53: MEA AI Epidemiology and Public Health Informatics Market by Segment 2022 - 2027
Table 54: MEA AI Epidemiology and Public Health Informatics Market by Hardware 2022 - 2027
Table 55: MEA AI Epidemiology and Public Health Informatics Technology Market by AI Processor/Chipsets 2022 - 2027
Table 56: MEA AI Epidemiology and Public Health Informatics Market by Software 2022 - 2027
Table 57: MEA AI Epidemiology and Public Health Informatics Market by AI Solutions 2022 - 2027
Table 58: MEA AI Epidemiology and Public Health Informatics Market by AI Platforms 2022 - 2027
Table 59: MEA AI Epidemiology and Public Health Informatics Market by Service 2022 - 2027
Table 60: MEA AI Epidemiology and Public Health Informatics Market by Professional Service 2022 - 2027
Table 61: MEA AI Epidemiology and Public Health Informatics Market by Technology 2022 - 2027
Table 62: MEA AI Epidemiology and Public Health Informatics Market by Application 2022 - 2027
Table 63: MEA AI Epidemiology and Public Health Informatics Market by Industry Vertical 2022 - 2027
Table 64: MEA AI Epidemiology and Public Health Informatics Market by Diseases 2022 - 2027
Table 65: MEA AI Epidemiology and Public Health Informatics Market by Country 2022 - 2027
Table 66: Latin America AI Epidemiology and Public Health Informatics Market by Segment 2022 - 2027
Table 67: Latin America AI Epidemiology and Public Health Informatics Market by Hardware 2022 - 2027
Table 68: Latin America AI Epidemiology and Public Health Informatics Technology Market by AI Processor/Chipsets 2022 - 2027
Table 69: Latin America AI Epidemiology and Public Health Informatics Market by Software 2022 - 2027
Table 70: Latin America AI Epidemiology and Public Health Informatics Market by AI Solutions 2022 - 2027
Table 71: Latin America AI Epidemiology and Public Health Informatics Market by AI Platforms 2022 - 2027
Table 72: Latin America AI Epidemiology and Public Health Informatics Market by Service 2022 - 2027
Table 73: Latin America AI Epidemiology and Public Health Informatics Market by Professional Service 2022 - 2027
Table 74: Latin America AI Epidemiology and Public Health Informatics Market by Technology 2022 - 2027
Table 75: Latin America AI Epidemiology and Public Health Informatics Market by Application 2022 - 2027
Table 76: Latin America AI Epidemiology and Public Health Informatics Market by Industry Vertical 2022 - 2027
Table 77: Latin America AI Epidemiology and Public Health Informatics Market by Diseases 2022 - 2027
Table 78: Latin America AI Epidemiology and Public Health Informatics Market by Country 2022 - 2027
Companies Mentioned
- Abbott Informatics
- AdvancedMD
- Agilent Technologies
- Allscripts Healthcare
- Athenahealth
- Autoscribe Informatics
- Cerner Corporation
- Change Healthcare
- Cognizant
- CPSI
- CureMD Healthcare
- e-Mds Inc.
- eClinicalWorks
- Epic Systems
- GE Healthcare
- Graphcore
- Greenway Health
- IBM
- Intel
- InterSystems
- Kareo
- Medhost
- Meditech
- Medtronic
- Micron Technology
- Microsoft
- NextGen Healthcare
- Nvidia
- Optum Inc.
- Philips Healthcare
Methodology
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