Healthcare Artificial Intelligence Ai Market
Healthcare Artificial Intelligence (AI) Market Forecasts to 2028 – Global Analysis By Technology (Deep Learning, Machine), Application (Drug Discovery, Fraud Detection), End User (Research Laboratories, Hospital) and By Geography
Years Covered |
2020-2028 |
Estimated Year Value (2021) |
US $6.66 BN |
Projected Year Value (2028) |
US $86.37 BN |
CAGR (2021 - 2028) |
44.2% |
Regions Covered |
North America, Europe, Asia Pacific, South America, and Middle East & Africa |
Countries Covered |
US, Canada, Mexico, Germany, UK, Italy, France, Spain, Japan, China, India, Australia, New Zealand, South Korea, Rest of Asia Pacific, South America, Argentina, Brazil, Chile, Middle East & Africa, Saudi Arabia, UAE, Qatar, and South Africa |
Largest Market |
Europe |
Highest Growing Market |
Asia Pacific |
Healthcare Artificial Intelligence Market
According to Stratistics MRC, the Global Healthcare Artificial Intelligence (AI) Market is accounted for $6.66 billion in 2021 and is expected to reach $86.37 billion by 2028 growing at a CAGR of 44.2% during the forecast period. Artificial intelligence was initiated in 1956 and started gaining significant importance in the medical field in 1972. It is the use of complex algorithms and software to estimate human cognition in the analysis of complicated medical data. The primary aim of health-related AI applications is to analyze relationships between prevention or treatment techniques and patient outcomes. AI programs have been developed and applied to practices such as diagnosis processes, treatment protocol development, drug development, personalized medicine, and patient monitoring and care.
Market Dynamics:
Driver:
Rising funding in artificial intelligence in healthcare
Artificial Intelligence (AI) and Machine Learning (ML) are playing a very important role in the healthcare industry. AI is predominantly used in clinical research, robotic personal assistant, and big data analytics. Classic venture capitalists and corporate strategic investors are both investing generously in this space. According to the report from CB Insights, artificial intelligence-focused health care companies raised nearly $1 billion in funding in the first quarter of 2020. The start-up helps in the wellness, screening, and diagnosis of acute as well as chronic heart diseases using AI & Machine Learning. The start-up has helped 3 million patients. As of 2020, the private sector continues to play a significant role, with venture capital (VC) funding for the top 50 firms in healthcare-related AI reaching $8.5 billion, and big tech firms, startups, pharmaceutical, and medical-devices firms and health insurers, all engaging with the nascent AI healthcare ecosystem. Thus, the rising fund in healthcare artificial intelligence is expected to fuel the growth in the AI market for healthcare during the forecast period.
Restraint:
High capital investment
The integration of healthcare artificial intelligence in the existing healthcare infrastructure is observed to remain capital sensitive. This involves up-gradation of installed systems and networks, training and development of healthcare professionals, installing surveillance systems as well as maintenance, among others. Further, as the volume of data increases, the need for storage and security intensifies, affecting the overall capital investment required. In addition, the demand for specialized manpower also increases for operations and maintenance purposes, thereby increasing the overall cost of AI integration.
Opportunity:
Increasing usage of artificial intelligence in several areas
Artificial intelligence such as machine learning and natural language processing is also being used in the treatment of mood and mental health conditions. For instance, machine learning algorithms have been developed to detect words and intonations of speech that might indicate a mood disorder. This has enabled companies to develop more such algorithms, thereby creating growth opportunities for the market. Moreover, artificial intelligence has been extensively used in intelligent personal health recorders such as wearable devices and electronic medical records (EMRS).
Threat:
High costs of AI systems
As healthcare institutions will not be able to utilize AI technologies without necessary licenses and legal permission, stringent rules are likely to limit business expansion. In addition, since it is still a relatively modern technology, the costs of AI systems are extremely high and need high investment for all components. These systems often require frequent maintenance and repair, which often lead to the high cost of healthcare AI systems, thus hindering the development of the healthcare artificial intelligence industry.
The hardware segment is expected to have the highest CAGR during the forecast period
The hardware segment is growing at the highest CAGR in the market. The best use of AI hardware is by medical device companies and healthcare providers. Robotic surgery is one of the major segments with a wide adoption rate in healthcare. MedTech companies specialize in the invention, creation, and production of medical devices that can be used in different healthcare systems.
The software segment is expected to be the largest during the forecast period
The software segment is expected to be the largest share in the market due to the factors such as the ability to reduce operational or administrative complexity, acceleration of data analysis with high accuracy, and rise in the software launches by the medical devices and healthcare IT companies.
Region with highest share:
Europe is projected to hold the largest share in the market. Acceptance of healthcare artificial intelligence in research areas and advancement in technology to electronic health records (EHR) and eHealth is anticipated to accelerate the regional expansion. Numerous efforts undertaken by the European Union to stimulate the use of healthcare artificial systems are poised to favour the industry demand.
Region with highest CAGR:
The Asia Pacific is projected to have the highest CAGR in the market. The factors driving the growth of the Asia Pacific healthcare artificial intelligence market are the growing need for coordination between the healthcare workforce & patients, the rise in adoption of precision medicine, the growing prevalence of diseases, and remarkable growth in venture capital investments. In addition to this, the factors such as the significant use of big data in the healthcare sector, growing technological innovation, and demand from China are also supporting the growth of the healthcare AI market in the APAC region.
Key players in the market:
Some of the key players profiled in the Healthcare Artificial Intelligence (AI) Market include Zebra Medical Vision Ltd, Sophia Genetics, Enlitic, Inc., Butterfly Network, Inc, Cyrcadia Health Inc., IBM, iCarbonX, Insilico Medicine, Inc., Lifegraph, Welltok, AiCure, APIXIO, Inc., Atomwise, Inc, GE Healthcare, Bolton NHS Foundation Trust, and Thirona.
Key developments:
In December 2020: GE Healthcare revealed that it would encourage consumers to search, try and purchase artificial intelligence (AI) driven apps via an online marketplace from a variety of developers from third parties. Many of the currently available applications help doctors gain insights into clinical evidence and boost results.
In April 2020: the Bolton NHS Foundation Trust partnered with Qure.ai, a healthcare AI startup for monitoring COVID-19 patients. The startup has developed qXR solution which is a diagnostic software used to detect the findings that are indicative of COVID-19 and also helps in the quantifying the volume of the infection.
In April 2020: THIRONA and DELFT IMAGING launched CAD4COVID, a cloud-based system for triage of Covid-19 patients that uses deep learning to analyze chest X-rays and is intended to support healthcare specialists manage COVID-19 cases.
Components Covered:
• Services
• Software
• Hardware
Technologies Covered:
• Context Aware Processing
• Deep Learning
• Machine Learning
• Natural Language Processing
• Querying Method
Applications Covered:
• Automated Image Diagnosis
• Clinical Trial Participant Identifier
• Dosage Error Reduction
• Drug Discovery
• Fraud Detection
• Hospital Workflow
• Medical Imaging & Diagnosis
• Robot-Assisted Surgery
• Therapy Planning
• Virtual Assistants
• Wearables
End Users Covered:
• Academic & Research Laboratories
• Hospital & Diagnostic Centers
• Pharmaceutical & Biotechnology Companies
Regions Covered:
• North America
o US
o Canada
o Mexico
• Europe
o Germany
o UK
o Italy
o France
o Spain
o Rest of Europe
• Asia Pacific
o Japan
o China
o India
o Australia
o New Zealand
o South Korea
o Rest of Asia Pacific
• South America
o Argentina
o Brazil
o Chile
o Rest of South America
• Middle East & Africa
o Saudi Arabia
o UAE
o Qatar
o South Africa
o Rest of Middle East & Africa
What our report offers:
- Market share assessments for the regional and country-level segments
- Strategic recommendations for the new entrants
- Covers Market data for the years 2020, 2021, 2022, 2025, and 2028
- Market Trends (Drivers, Constraints, Opportunities, Threats, Challenges, Investment Opportunities, and recommendations)
- Strategic recommendations in key business segments based on the market estimations
- Competitive landscaping mapping the key common trends
- Company profiling with detailed strategies, financials, and recent developments
- Supply chain trends mapping the latest technological advancements
Free Customization Offerings:
All the customers of this report will be entitled to receive one of the following free customization options:
• Company Profiling
o Comprehensive profiling of additional market players (up to 3)
o SWOT Analysis of key players (up to 3)
• Regional Segmentation
o Market estimations, Forecasts and CAGR of any prominent country as per the client's interest (Note: Depends on feasibility check)
• Competitive Benchmarking
o Benchmarking of key players based on product portfolio, geographical presence, and strategic alliances
Key Questions Answered In The Report
The Global Healthcare Artificial Intelligence (AI) Market is majorly driven by the rising funding in artificial intelligence in healthcare and increasing usage of artificial intelligence in several areas.
The hardware segment is growing at the highest CAGR due to the best use of AI hardware is by medical device companies and healthcare providers.
Europe dominated with a significant market share owing to the acceptance of healthcare artificial intelligence in research areas and advancement in technology.
Asia Pacific market is growing at the highest CAGR owing to the rise in adoption of precision medicine and the growing prevalence of diseases.
Key players in Healthcare Artificial Intelligence (AI) Market include Zebra Medical Vision Ltd, Sophia Genetics, Enlitic, Inc., Butterfly Network, Inc, Cyrcadia Health Inc., IBM, iCarbonX, Insilico Medicine, Inc., Lifegraph, Welltok, AiCure, APIXIO, Inc., Atomwise, Inc, GE Healthcare, Bolton NHS Foundation Trust, and Thirona.
Table of Contents
1 Executive Summary
2 Preface
2.1 Abstract
2.2 Stake Holders
2.3 Research Scope
2.4 Research Methodology
2.4.1 Data Mining
2.4.2 Data Analysis
2.4.3 Data Validation
2.4.4 Research Approach
2.5 Research Sources
2.5.1 Primary Research Sources
2.5.2 Secondary Research Sources
2.5.3 Assumptions
3 Market Trend Analysis
3.1 Introduction
3.2 Drivers
3.3 Restraints
3.4 Opportunities
3.5 Threats
3.6 Technology Analysis
3.7 Application Analysis
3.8 End User Analysis
3.9 Emerging Markets
3.10 Impact of Covid-19
4 Porters Five Force Analysis
4.1 Bargaining power of suppliers
4.2 Bargaining power of buyers
4.3 Threat of substitutes
4.4 Threat of new entrants
4.5 Competitive rivalry
5 Global Healthcare Artificial Intelligence (AI) Market, By Component
5.1 Introduction
5.2 Services
5.3 Software
5.4 Hardware
6 Global Healthcare Artificial Intelligence (AI) Market, By Technology
6.1 Introduction
6.2 Context Aware Processing
6.3 Deep Learning
6.4 Machine Learning
6.5 Natural Language Processing
6.6 Querying Method
7 Global Healthcare Artificial Intelligence (AI) Market, By Application
7.1 Introduction
7.2 Automated Image Diagnosis
7.3 Clinical Trial Participant Identifier
7.4 Dosage Error Reduction
7.5 Drug Discovery
7.6 Fraud Detection
7.7 Hospital Workflow
7.8 Medical Imaging & Diagnosis
7.9 Robot-Assisted Surgery
7.10 Therapy Planning
7.11 Virtual Assistants
7.12 Wearables
8 Global Healthcare Artificial Intelligence (AI) Market, By End User
8.1 Introduction
8.2 Academic & Research Laboratories
8.3 Hospital & Diagnostic Centers
8.4 Pharmaceutical & Biotechnology Companies
9 Global Healthcare Artificial Intelligence (AI) Market, By Geography
9.1 Introduction
9.2 North America
9.2.1 US
9.2.2 Canada
9.2.3 Mexico
9.3 Europe
9.3.1 Germany
9.3.2 UK
9.3.3 Italy
9.3.4 France
9.3.5 Spain
9.3.6 Rest of Europe
9.4 Asia Pacific
9.4.1 Japan
9.4.2 China
9.4.3 India
9.4.4 Australia
9.4.5 New Zealand
9.4.6 South Korea
9.4.7 Rest of Asia Pacific
9.5 South America
9.5.1 Argentina
9.5.2 Brazil
9.5.3 Chile
9.5.4 Rest of South America
9.6 Middle East & Africa
9.6.1 Saudi Arabia
9.6.2 UAE
9.6.3 Qatar
9.6.4 South Africa
9.6.5 Rest of Middle East & Africa
10 Key Developments
10.1 Agreements, Partnerships, Collaborations and Joint Ventures
10.2 Acquisitions & Mergers
10.3 New Product Launch
10.4 Expansions
10.5 Other Key Strategies
11 Company Profiling
11.1 Zebra Medical Vision Ltd
11.2 Sophia Genetics
11.3 Enlitic, Inc.
11.4 Butterfly Network, Inc
11.5 Cyrcadia Health Inc.
11.6 IBM
11.7 iCarbonX
11.8 Insilico Medicine, Inc.
11.9 Lifegraph
11.10 Welltok
11.11 AiCure
11.12 APIXIO, Inc.
11.13 Atomwise, Inc
11.14 GE Healthcare
11.15 Bolton NHS Foundation Trust
11.16 Thirona
List of Tables
1 Global Healthcare Artificial Intelligence (AI) Market Outlook, By Region (2020-2028) ($MN)
2 Global Healthcare Artificial Intelligence (AI) Market Outlook, By Component (2020-2028) ($MN)
3 Global Healthcare Artificial Intelligence (AI) Market Outlook, By Services (2020-2028) ($MN)
4 Global Healthcare Artificial Intelligence (AI) Market Outlook, By Software (2020-2028) ($MN)
5 Global Healthcare Artificial Intelligence (AI) Market Outlook, By Hardware (2020-2028) ($MN)
6 Global Healthcare Artificial Intelligence (AI) Market Outlook, By Technology (2020-2028) ($MN)
7 Global Healthcare Artificial Intelligence (AI) Market Outlook, By Context Aware Processing (2020-2028) ($MN)
8 Global Healthcare Artificial Intelligence (AI) Market Outlook, By Deep Learning (2020-2028) ($MN)
9 Global Healthcare Artificial Intelligence (AI) Market Outlook, By Machine Learning (2020-2028) ($MN)
10 Global Healthcare Artificial Intelligence (AI) Market Outlook, By Natural Language Processing (2020-2028) ($MN)
11 Global Healthcare Artificial Intelligence (AI) Market Outlook, By Querying Method (2020-2028) ($MN)
12 Global Healthcare Artificial Intelligence (AI) Market Outlook, By Application (2020-2028) ($MN)
13 Global Healthcare Artificial Intelligence (AI) Market Outlook, By Automated Image Diagnosis (2020-2028) ($MN)
14 Global Healthcare Artificial Intelligence (AI) Market Outlook, By Clinical Trial Participant Identifier (2020-2028) ($MN)
15 Global Healthcare Artificial Intelligence (AI) Market Outlook, By Dosage Error Reduction (2020-2028) ($MN)
16 Global Healthcare Artificial Intelligence (AI) Market Outlook, By Drug Discovery (2020-2028) ($MN)
17 Global Healthcare Artificial Intelligence (AI) Market Outlook, By Fraud Detection (2020-2028) ($MN)
18 Global Healthcare Artificial Intelligence (AI) Market Outlook, By Hospital Workflow (2020-2028) ($MN)
19 Global Healthcare Artificial Intelligence (AI) Market Outlook, By Medical Imaging & Diagnosis (2020-2028) ($MN)
20 Global Healthcare Artificial Intelligence (AI) Market Outlook, By Robot-Assisted Surgery (2020-2028) ($MN)
21 Global Healthcare Artificial Intelligence (AI) Market Outlook, By Therapy Planning (2020-2028) ($MN)
22 Global Healthcare Artificial Intelligence (AI) Market Outlook, By Virtual Assistants (2020-2028) ($MN)
23 Global Healthcare Artificial Intelligence (AI) Market Outlook, By Wearables (2020-2028) ($MN)
24 Global Healthcare Artificial Intelligence (AI) Market Outlook, By End User (2020-2028) ($MN)
25 Global Healthcare Artificial Intelligence (AI) Market Outlook, By Academic & Research Laboratories (2020-2028) ($MN)
26 Global Healthcare Artificial Intelligence (AI) Market Outlook, By Hospital & Diagnostic Centers (2020-2028) ($MN)
27 Global Healthcare Artificial Intelligence (AI) Market Outlook, By Pharmaceutical & Biotechnology Companies (2020-2028) ($MN)
28 North America Healthcare Artificial Intelligence (AI) Market Outlook, By Country (2020-2028) ($MN)
29 North America Healthcare Artificial Intelligence (AI) Market Outlook, By Component (2020-2028) ($MN)
30 North America Healthcare Artificial Intelligence (AI) Market Outlook, By Services (2020-2028) ($MN)
31 North America Healthcare Artificial Intelligence (AI) Market Outlook, By Software (2020-2028) ($MN)
32 North America Healthcare Artificial Intelligence (AI) Market Outlook, By Hardware (2020-2028) ($MN)
33 North America Healthcare Artificial Intelligence (AI) Market Outlook, By Technology (2020-2028) ($MN)
34 North America Healthcare Artificial Intelligence (AI) Market Outlook, By Context Aware Processing (2020-2028) ($MN)
35 North America Healthcare Artificial Intelligence (AI) Market Outlook, By Deep Learning (2020-2028) ($MN)
36 North America Healthcare Artificial Intelligence (AI) Market Outlook, By Machine Learning (2020-2028) ($MN)
37 North America Healthcare Artificial Intelligence (AI) Market Outlook, By Natural Language Processing (2020-2028) ($MN)
38 North America Healthcare Artificial Intelligence (AI) Market Outlook, By Querying Method (2020-2028) ($MN)
39 North America Healthcare Artificial Intelligence (AI) Market Outlook, By Application (2020-2028) ($MN)
40 North America Healthcare Artificial Intelligence (AI) Market Outlook, By Automated Image Diagnosis (2020-2028) ($MN)
41 North America Healthcare Artificial Intelligence (AI) Market Outlook, By Clinical Trial Participant Identifier (2020-2028) ($MN)
42 North America Healthcare Artificial Intelligence (AI) Market Outlook, By Dosage Error Reduction (2020-2028) ($MN)
43 North America Healthcare Artificial Intelligence (AI) Market Outlook, By Drug Discovery (2020-2028) ($MN)
44 North America Healthcare Artificial Intelligence (AI) Market Outlook, By Fraud Detection (2020-2028) ($MN)
45 North America Healthcare Artificial Intelligence (AI) Market Outlook, By Hospital Workflow (2020-2028) ($MN)
46 North America Healthcare Artificial Intelligence (AI) Market Outlook, By Medical Imaging & Diagnosis (2020-2028) ($MN)
47 North America Healthcare Artificial Intelligence (AI) Market Outlook, By Robot-Assisted Surgery (2020-2028) ($MN)
48 North America Healthcare Artificial Intelligence (AI) Market Outlook, By Therapy Planning (2020-2028) ($MN)
49 North America Healthcare Artificial Intelligence (AI) Market Outlook, By Virtual Assistants (2020-2028) ($MN)
50 North America Healthcare Artificial Intelligence (AI) Market Outlook, By Wearables (2020-2028) ($MN)
51 North America Healthcare Artificial Intelligence (AI) Market Outlook, By End User (2020-2028) ($MN)
52 North America Healthcare Artificial Intelligence (AI) Market Outlook, By Academic & Research Laboratories (2020-2028) ($MN)
53 North America Healthcare Artificial Intelligence (AI) Market Outlook, By Hospital & Diagnostic Centers (2020-2028) ($MN)
54 North America Healthcare Artificial Intelligence (AI) Market Outlook, By Pharmaceutical & Biotechnology Companies (2020-2028) ($MN)
55 Europe Healthcare Artificial Intelligence (AI) Market Outlook, By Country (2020-2028) ($MN)
56 Europe Healthcare Artificial Intelligence (AI) Market Outlook, By Component (2020-2028) ($MN)
57 Europe Healthcare Artificial Intelligence (AI) Market Outlook, By Services (2020-2028) ($MN)
58 Europe Healthcare Artificial Intelligence (AI) Market Outlook, By Software (2020-2028) ($MN)
59 Europe Healthcare Artificial Intelligence (AI) Market Outlook, By Hardware (2020-2028) ($MN)
60 Europe Healthcare Artificial Intelligence (AI) Market Outlook, By Technology (2020-2028) ($MN)
61 Europe Healthcare Artificial Intelligence (AI) Market Outlook, By Context Aware Processing (2020-2028) ($MN)
62 Europe Healthcare Artificial Intelligence (AI) Market Outlook, By Deep Learning (2020-2028) ($MN)
63 Europe Healthcare Artificial Intelligence (AI) Market Outlook, By Machine Learning (2020-2028) ($MN)
64 Europe Healthcare Artificial Intelligence (AI) Market Outlook, By Natural Language Processing (2020-2028) ($MN)
65 Europe Healthcare Artificial Intelligence (AI) Market Outlook, By Querying Method (2020-2028) ($MN)
66 Europe Healthcare Artificial Intelligence (AI) Market Outlook, By Application (2020-2028) ($MN)
67 Europe Healthcare Artificial Intelligence (AI) Market Outlook, By Automated Image Diagnosis (2020-2028) ($MN)
68 Europe Healthcare Artificial Intelligence (AI) Market Outlook, By Clinical Trial Participant Identifier (2020-2028) ($MN)
69 Europe Healthcare Artificial Intelligence (AI) Market Outlook, By Dosage Error Reduction (2020-2028) ($MN)
70 Europe Healthcare Artificial Intelligence (AI) Market Outlook, By Drug Discovery (2020-2028) ($MN)
71 Europe Healthcare Artificial Intelligence (AI) Market Outlook, By Fraud Detection (2020-2028) ($MN)
72 Europe Healthcare Artificial Intelligence (AI) Market Outlook, By Hospital Workflow (2020-2028) ($MN)
73 Europe Healthcare Artificial Intelligence (AI) Market Outlook, By Medical Imaging & Diagnosis (2020-2028) ($MN)
74 Europe Healthcare Artificial Intelligence (AI) Market Outlook, By Robot-Assisted Surgery (2020-2028) ($MN)
75 Europe Healthcare Artificial Intelligence (AI) Market Outlook, By Therapy Planning (2020-2028) ($MN)
76 Europe Healthcare Artificial Intelligence (AI) Market Outlook, By Virtual Assistants (2020-2028) ($MN)
77 Europe Healthcare Artificial Intelligence (AI) Market Outlook, By Wearables (2020-2028) ($MN)
78 Europe Healthcare Artificial Intelligence (AI) Market Outlook, By End User (2020-2028) ($MN)
79 Europe Healthcare Artificial Intelligence (AI) Market Outlook, By Academic & Research Laboratories (2020-2028) ($MN)
80 Europe Healthcare Artificial Intelligence (AI) Market Outlook, By Hospital & Diagnostic Centers (2020-2028) ($MN)
81 Europe Healthcare Artificial Intelligence (AI) Market Outlook, By Pharmaceutical & Biotechnology Companies (2020-2028) ($MN)
82 Asia Pacific Healthcare Artificial Intelligence (AI) Market Outlook, By Country (2020-2028) ($MN)
83 Asia Pacific Healthcare Artificial Intelligence (AI) Market Outlook, By Component (2020-2028) ($MN)
84 Asia Pacific Healthcare Artificial Intelligence (AI) Market Outlook, By Services (2020-2028) ($MN)
85 Asia Pacific Healthcare Artificial Intelligence (AI) Market Outlook, By Software (2020-2028) ($MN)
86 Asia Pacific Healthcare Artificial Intelligence (AI) Market Outlook, By Hardware (2020-2028) ($MN)
87 Asia Pacific Healthcare Artificial Intelligence (AI) Market Outlook, By Technology (2020-2028) ($MN)
88 Asia Pacific Healthcare Artificial Intelligence (AI) Market Outlook, By Context Aware Processing (2020-2028) ($MN)
89 Asia Pacific Healthcare Artificial Intelligence (AI) Market Outlook, By Deep Learning (2020-2028) ($MN)
90 Asia Pacific Healthcare Artificial Intelligence (AI) Market Outlook, By Machine Learning (2020-2028) ($MN)
91 Asia Pacific Healthcare Artificial Intelligence (AI) Market Outlook, By Natural Language Processing (2020-2028) ($MN)
92 Asia Pacific Healthcare Artificial Intelligence (AI) Market Outlook, By Querying Method (2020-2028) ($MN)
93 Asia Pacific Healthcare Artificial Intelligence (AI) Market Outlook, By Application (2020-2028) ($MN)
94 Asia Pacific Healthcare Artificial Intelligence (AI) Market Outlook, By Automated Image Diagnosis (2020-2028) ($MN)
95 Asia Pacific Healthcare Artificial Intelligence (AI) Market Outlook, By Clinical Trial Participant Identifier (2020-2028) ($MN)
96 Asia Pacific Healthcare Artificial Intelligence (AI) Market Outlook, By Dosage Error Reduction (2020-2028) ($MN)
97 Asia Pacific Healthcare Artificial Intelligence (AI) Market Outlook, By Drug Discovery (2020-2028) ($MN)
98 Asia Pacific Healthcare Artificial Intelligence (AI) Market Outlook, By Fraud Detection (2020-2028) ($MN)
99 Asia Pacific Healthcare Artificial Intelligence (AI) Market Outlook, By Hospital Workflow (2020-2028) ($MN)
100 Asia Pacific Healthcare Artificial Intelligence (AI) Market Outlook, By Medical Imaging & Diagnosis (2020-2028) ($MN)
101 Asia Pacific Healthcare Artificial Intelligence (AI) Market Outlook, By Robot-Assisted Surgery (2020-2028) ($MN)
102 Asia Pacific Healthcare Artificial Intelligence (AI) Market Outlook, By Therapy Planning (2020-2028) ($MN)
103 Asia Pacific Healthcare Artificial Intelligence (AI) Market Outlook, By Virtual Assistants (2020-2028) ($MN)
104 Asia Pacific Healthcare Artificial Intelligence (AI) Market Outlook, By Wearables (2020-2028) ($MN)
105 Asia Pacific Healthcare Artificial Intelligence (AI) Market Outlook, By End User (2020-2028) ($MN)
106 Asia Pacific Healthcare Artificial Intelligence (AI) Market Outlook, By Academic & Research Laboratories (2020-2028) ($MN)
107 Asia Pacific Healthcare Artificial Intelligence (AI) Market Outlook, By Hospital & Diagnostic Centers (2020-2028) ($MN)
108 Asia Pacific Healthcare Artificial Intelligence (AI) Market Outlook, By Pharmaceutical & Biotechnology Companies (2020-2028) ($MN)
109 South America Healthcare Artificial Intelligence (AI) Market Outlook, By Country (2020-2028) ($MN)
110 South America Healthcare Artificial Intelligence (AI) Market Outlook, By Component (2020-2028) ($MN)
111 South America Healthcare Artificial Intelligence (AI) Market Outlook, By Services (2020-2028) ($MN)
112 South America Healthcare Artificial Intelligence (AI) Market Outlook, By Software (2020-2028) ($MN)
113 South America Healthcare Artificial Intelligence (AI) Market Outlook, By Hardware (2020-2028) ($MN)
114 South America Healthcare Artificial Intelligence (AI) Market Outlook, By Technology (2020-2028) ($MN)
115 South America Healthcare Artificial Intelligence (AI) Market Outlook, By Context Aware Processing (2020-2028) ($MN)
116 South America Healthcare Artificial Intelligence (AI) Market Outlook, By Deep Learning (2020-2028) ($MN)
117 South America Healthcare Artificial Intelligence (AI) Market Outlook, By Machine Learning (2020-2028) ($MN)
118 South America Healthcare Artificial Intelligence (AI) Market Outlook, By Natural Language Processing (2020-2028) ($MN)
119 South America Healthcare Artificial Intelligence (AI) Market Outlook, By Querying Method (2020-2028) ($MN)
120 South America Healthcare Artificial Intelligence (AI) Market Outlook, By Application (2020-2028) ($MN)
121 South America Healthcare Artificial Intelligence (AI) Market Outlook, By Automated Image Diagnosis (2020-2028) ($MN)
122 South America Healthcare Artificial Intelligence (AI) Market Outlook, By Clinical Trial Participant Identifier (2020-2028) ($MN)
123 South America Healthcare Artificial Intelligence (AI) Market Outlook, By Dosage Error Reduction (2020-2028) ($MN)
124 South America Healthcare Artificial Intelligence (AI) Market Outlook, By Drug Discovery (2020-2028) ($MN)
125 South America Healthcare Artificial Intelligence (AI) Market Outlook, By Fraud Detection (2020-2028) ($MN)
126 South America Healthcare Artificial Intelligence (AI) Market Outlook, By Hospital Workflow (2020-2028) ($MN)
127 South America Healthcare Artificial Intelligence (AI) Market Outlook, By Medical Imaging & Diagnosis (2020-2028) ($MN)
128 South America Healthcare Artificial Intelligence (AI) Market Outlook, By Robot-Assisted Surgery (2020-2028) ($MN)
129 South America Healthcare Artificial Intelligence (AI) Market Outlook, By Therapy Planning (2020-2028) ($MN)
130 South America Healthcare Artificial Intelligence (AI) Market Outlook, By Virtual Assistants (2020-2028) ($MN)
131 South America Healthcare Artificial Intelligence (AI) Market Outlook, By Wearables (2020-2028) ($MN)
132 South America Healthcare Artificial Intelligence (AI) Market Outlook, By End User (2020-2028) ($MN)
133 South America Healthcare Artificial Intelligence (AI) Market Outlook, By Academic & Research Laboratories (2020-2028) ($MN)
134 South America Healthcare Artificial Intelligence (AI) Market Outlook, By Hospital & Diagnostic Centers (2020-2028) ($MN)
135 South America Healthcare Artificial Intelligence (AI) Market Outlook, By Pharmaceutical & Biotechnology Companies (2020-2028) ($MN)
136 Middle East & Africa Healthcare Artificial Intelligence (AI) Market Outlook, By Country (2020-2028) ($MN)
137 Middle East & Africa Healthcare Artificial Intelligence (AI) Market Outlook, By Component (2020-2028) ($MN)
138 Middle East & Africa Healthcare Artificial Intelligence (AI) Market Outlook, By Services (2020-2028) ($MN)
139 Middle East & Africa Healthcare Artificial Intelligence (AI) Market Outlook, By Software (2020-2028) ($MN)
140 Middle East & Africa Healthcare Artificial Intelligence (AI) Market Outlook, By Hardware (2020-2028) ($MN)
141 Middle East & Africa Healthcare Artificial Intelligence (AI) Market Outlook, By Technology (2020-2028) ($MN)
142 Middle East & Africa Healthcare Artificial Intelligence (AI) Market Outlook, By Context Aware Processing (2020-2028) ($MN)
143 Middle East & Africa Healthcare Artificial Intelligence (AI) Market Outlook, By Deep Learning (2020-2028) ($MN)
144 Middle East & Africa Healthcare Artificial Intelligence (AI) Market Outlook, By Machine Learning (2020-2028) ($MN)
145 Middle East & Africa Healthcare Artificial Intelligence (AI) Market Outlook, By Natural Language Processing (2020-2028) ($MN)
146 Middle East & Africa Healthcare Artificial Intelligence (AI) Market Outlook, By Querying Method (2020-2028) ($MN)
147 Middle East & Africa Healthcare Artificial Intelligence (AI) Market Outlook, By Application (2020-2028) ($MN)
148 Middle East & Africa Healthcare Artificial Intelligence (AI) Market Outlook, By Automated Image Diagnosis (2020-2028) ($MN)
149 Middle East & Africa Healthcare Artificial Intelligence (AI) Market Outlook, By Clinical Trial Participant Identifier (2020-2028) ($MN)
150 Middle East & Africa Healthcare Artificial Intelligence (AI) Market Outlook, By Dosage Error Reduction (2020-2028) ($MN)
151 Middle East & Africa Healthcare Artificial Intelligence (AI) Market Outlook, By Drug Discovery (2020-2028) ($MN)
152 Middle East & Africa Healthcare Artificial Intelligence (AI) Market Outlook, By Fraud Detection (2020-2028) ($MN)
153 Middle East & Africa Healthcare Artificial Intelligence (AI) Market Outlook, By Hospital Workflow (2020-2028) ($MN)
154 Middle East & Africa Healthcare Artificial Intelligence (AI) Market Outlook, By Medical Imaging & Diagnosis (2020-2028) ($MN)
155 Middle East & Africa Healthcare Artificial Intelligence (AI) Market Outlook, By Robot-Assisted Surgery (2020-2028) ($MN)
156 Middle East & Africa Healthcare Artificial Intelligence (AI) Market Outlook, By Therapy Planning (2020-2028) ($MN)
157 Middle East & Africa Healthcare Artificial Intelligence (AI) Market Outlook, By Virtual Assistants (2020-2028) ($MN)
158 Middle East & Africa Healthcare Artificial Intelligence (AI) Market Outlook, By Wearables (2020-2028) ($MN)
159 Middle East & Africa Healthcare Artificial Intelligence (AI) Market Outlook, By End User (2020-2028) ($MN)
160 Middle East & Africa Healthcare Artificial Intelligence (AI) Market Outlook, By Academic & Research Laboratories (2020-2028) ($MN)
161 Middle East & Africa Healthcare Artificial Intelligence (AI) Market Outlook, By Hospital & Diagnostic Centers (2020-2028) ($MN)
162 Middle East & Africa Healthcare Artificial Intelligence (AI) Market Outlook, By Pharmaceutical & Biotechnology Companies (2020-2028) ($MN)
List of Figures
RESEARCH METHODOLOGY
We at ‘Stratistics’ opt for an extensive research approach which involves data mining, data validation, and data analysis. The various research sources include in-house repository, secondary research, competitor’s sources, social media research, client internal data, and primary research.
Our team of analysts prefers the most reliable and authenticated data sources in order to perform the comprehensive literature search. With access to most of the authenticated data bases our team highly considers the best mix of information through various sources to obtain extensive and accurate analysis.
Each report takes an average time of a month and a team of 4 industry analysts. The time may vary depending on the scope and data availability of the desired market report. The various parameters used in the market assessment are standardized in order to enhance the data accuracy.
Data Mining
The data is collected from several authenticated, reliable, paid and unpaid sources and is filtered depending on the scope & objective of the research. Our reports repository acts as an added advantage in this procedure. Data gathering from the raw material suppliers, distributors and the manufacturers is performed on a regular basis, this helps in the comprehensive understanding of the products value chain. Apart from the above mentioned sources the data is also collected from the industry consultants to ensure the objective of the study is in the right direction.
Market trends such as technological advancements, regulatory affairs, market dynamics (Drivers, Restraints, Opportunities and Challenges) are obtained from scientific journals, market related national & international associations and organizations.
Data Analysis
From the data that is collected depending on the scope & objective of the research the data is subjected for the analysis. The critical steps that we follow for the data analysis include:
- Product Lifecycle Analysis
- Competitor analysis
- Risk analysis
- Porters Analysis
- PESTEL Analysis
- SWOT Analysis
The data engineering is performed by the core industry experts considering both the Marketing Mix Modeling and the Demand Forecasting. The marketing mix modeling makes use of multiple-regression techniques to predict the optimal mix of marketing variables. Regression factor is based on a number of variables and how they relate to an outcome such as sales or profits.
Data Validation
The data validation is performed by the exhaustive primary research from the expert interviews. This includes telephonic interviews, focus groups, face to face interviews, and questionnaires to validate our research from all aspects. The industry experts we approach come from the leading firms, involved in the supply chain ranging from the suppliers, distributors to the manufacturers and consumers so as to ensure an unbiased analysis.
We are in touch with more than 15,000 industry experts with the right mix of consultants, CEO's, presidents, vice presidents, managers, experts from both supply side and demand side, executives and so on.
The data validation involves the primary research from the industry experts belonging to:
- Leading Companies
- Suppliers & Distributors
- Manufacturers
- Consumers
- Industry/Strategic Consultants
Apart from the data validation the primary research also helps in performing the fill gap research, i.e. providing solutions for the unmet needs of the research which helps in enhancing the reports quality.
For more details about research methodology, kindly write to us at info@strategymrc.com
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