November 2, 2020

Artificial Intelligence (AI) in Healthcare Market to Grow around USD 40.2 bn by 2027

According to the study carried out by Acumen Research & Consulting, the Artificial Intelligence (AI) in Healthcare market will register a 49.7% CAGR in terms of revenue, the global market size is likely to reach USD 40.2 billion by 2027

This report also covers market opportunities and strategies, risk analysis, performance and decision making and industry assessment in the Global Artificial Intelligence (AI) in Healthcare Market report. This report focuses on the market size, trends and projections from 2020-2027. The report includes facts and statistics on improvements in the business environment, technology advances, dynamics and innovations in economies, capabilities and knowledge on major players in the global Artificial Intelligence (AI) in Healthcare market. The report contains information on the latest acquisitions and the study also covers the growth of the demand for Artificial Intelligence (AI) in Healthcare in major regions globally.

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The market report on the Artificial Intelligence (AI) in Healthcare also provides figures on demand and supply, revenues and future strategies, technological trends and growth rates. The Global Artificial Intelligence (AI) in Healthcare Market report also provides 2016-2019 historical period and forecast period from 2020-2027 data together with market SWOT analysis data. The report also includes information by type, application, region and manufacturer or producer.

The epidemic has spread to almost 200 countries worldwide since the COVID-19 virus outbreak in December 2019, announcing it to have been a public health emergency by the World Health Organisation. The global implications of the 2019 coronavirus disease (COVID-19), which will impact the Artificial Intelligence (AI) in Healthcare industry by 2020, are also being observed. The outbreak of COVID-19 affected a number of aspects, such as flight cancellation, travel prohibitions and quarantine, restaurants closed, indoor events restricted, state of emergency declared for over forty countries, massive slowing of supply chain, stock market volatility, reduced business confidence, increased public panic and future uncertainty.

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Market Participants

Microsoft, IBM, Johnson & Johnson Services, Inc., Oncora, Koninklijke Philips N.V, Siemens, GE Healthcare, Medtronic, Google, Amazon, Intel, CareSkore, CloudMedx Inc., Clarify Health Solutions, Zebra Medical Vision Ltd., Qventus Inc., NextHealth Technologies, Anju Software Inc. (Zephyr Health) among other

Market Segmentation

AI in healthcare Market By Application

  • Imaging Diagnostics
  • Drug Discovery
  • Lifestyle Management & Monitoring
  • Emergency Room and Hospital Management
  • Wearables
  • Insights & Risk Analytics
  • Virtual Assistance
  • Insurance

AI in healthcare Market By Technology

  • Speech Recognition
  • Natural Language Processing
  • Machine Learning
  • Deep Learning
  • Others

AI in healthcare Market By End User

  • Hospitals
  • Pharmaceutical Organizations
  • Diagnostic Centers
  • Clinics
  • Other

AI in healthcare Market By Geography

  • North America
    • US
    • Canada
    • Mexico
  • Europe
    • UK
    • France
    • Sweden
    • Norway
    • Denmark
    • Netherlands
    • Rest of Europe
  • Asia-Pacific
    • China
    • Japan
    • South Korea
    • Singapore
    • India
    • Rest of Asia-Pacific
  • Rest of the World
    • UAE
    • Qatar
    • Saudi Arabia
    • South Africa
    • Rest of the World

Table Of Content

CHAPTER 1. INDUSTRY OVERVIEW

1.1. Definition and Scope
1.1.1. Definition of Artificial Intelligence (AI) in Healthcare
1.1.2. Market Segmentation
1.1.3. List of Abbreviations
1.2. Summary
1.2.1. Market Snapshot
1.2.2. Artificial Intelligence (AI) in Healthcare Market By Application
1.2.2.1. Global Artificial Intelligence (AI) in Healthcare Market Revenue and Growth Rate Comparison By Application (2015-2026)
1.2.2.2. Global Artificial Intelligence (AI) in Healthcare Market Revenue Share By Application in 2017
1.2.2.3. Imaging Diagnostics
1.2.2.4. Drug Discovery
1.2.2.5. Lifestyle Management & Monitoring
1.2.2.6. Emergency Room and Hospital Management
1.2.2.7. Wearables
1.2.2.8. Insights & Risk Analytics
1.2.2.9. Virtual Assistance
1.2.2.10. Insurance
1.2.3. Artificial Intelligence (AI) in Healthcare Market By Technology
1.2.3.1. Global Artificial Intelligence (AI) in Healthcare Market Revenue and Growth Rate Comparison By Technology (2015-2026)
1.2.3.2. Speech Recognition
1.2.3.3. Natural Language Processing
1.2.3.4. Machine Learning
1.2.3.5. Deep Learning
1.2.3.6. Others
1.2.4. Artificial Intelligence (AI) in Healthcare Market By End User
1.2.4.1. Global Artificial Intelligence (AI) in Healthcare Market Revenue and Growth Rate Comparison By End User (2015-2026)
1.2.4.2. Hospitals
1.2.4.3. Pharmaceutical Organizations
1.2.4.4. Diagnostic Centers
1.2.4.5. Clinics
1.2.4.6. Other
1.2.5. Artificial Intelligence (AI) in Healthcare Market by Geography
1.2.5.1. Global Artificial Intelligence (AI) in Healthcare Market Revenue and Growth Rate Comparison by Geography (2015-2026)
1.2.5.2. North America Artificial Intelligence (AI) in Healthcare Market Revenue and Growth Rate (2015-2026)
1.2.5.3. Europe Artificial Intelligence (AI) in Healthcare Market Revenue and Growth Rate (2015-2026)
1.2.5.4. Asia-Pacific Artificial Intelligence (AI) in Healthcare Market Revenue and Growth Rate (2015-2026)
1.2.5.5. Latin America Artificial Intelligence (AI) in Healthcare Market Revenue and Growth Rate (2015-2026)
1.2.5.6. Middle East and Africa (MEA) Artificial Intelligence (AI) in Healthcare Market Revenue and Growth Rate (2015-2026)

CHAPTER 2. MARKET DYNAMICS AND COMPETITION ANALYSIS

2.1. Market Drivers
2.2. Restraints and Challenges
2.3. Growth Opportunities
2.4. Porter’s Five Forces Analysis
2.4.1. Bargaining Power of Suppliers
2.4.2. Bargaining Power of Buyers
2.4.3. Threat of Substitute
2.4.4. Threat of New Entrants
2.4.5. Degree of Competition
2.5. Value Chain Analysis
2.6. Cost Structure Analysis
2.6.1. Raw Material and Suppliers
2.6.2. Manufacturing Process Analysis
2.7. Regulatory Compliance
2.8. Competitive Landscape, 2017
2.8.1. Player Positioning Analysis
2.8.2. Key Strategies Adopted By Leading Players

CHAPTER 3. MANUFACTURING PLANTS ANALYSIS

3.1. Capacity and Commercial Production Date of Global Artificial Intelligence (AI) in Healthcare Major Manufacturers in 2017
3.2. Manufacturing Plants Distribution of Global Artificial Intelligence (AI) in Healthcare Major Manufacturers in 2017
3.3. R&D Status and Technology Application of Global Artificial Intelligence (AI) in Healthcare Major Manufacturers in 2017
3.4. Raw Materials Sources Analysis of Global Artificial Intelligence (AI) in Healthcare Major Manufacturers in 2017

CHAPTER 4. ARTIFICIAL INTELLIGENCE (AI) IN HEALTHCARE MARKET BY APPLICATION

4.1. Global Artificial Intelligence (AI) in Healthcare Revenue By Application
4.2. Imaging Diagnostics
4.2.1. Market Revenue and Growth Rate, 2015 - 2026 ($Million)
4.2.2. Market Revenue and Forecast, By Region, 2015 - 2026 ($Million)
4.3. Drug Discovery
4.3.1. Market Revenue and Growth Rate, 2015 - 2026 ($Million)
4.3.2. Market Revenue and Forecast, By Region, 2015 - 2026 ($Million)
4.4. Lifestyle Management & Monitoring
4.4.1. Market Revenue and Growth Rate, 2015 - 2026 ($Million)
4.4.2. Market Revenue and Forecast, By Region, 2015 - 2026 ($Million)
4.5. Emergency Room and Hospital Management
4.5.1. Market Revenue and Growth Rate, 2015 - 2026 ($Million)
4.5.2. Market Revenue and Forecast, By Region, 2015 - 2026 ($Million)
4.6. Wearables
4.6.1. Market Revenue and Growth Rate, 2015 - 2026 ($Million)
4.6.2. Market Revenue and Forecast, By Region, 2015 - 2026 ($Million)
4.7. Insights & Risk Analytics
4.7.1. Market Revenue and Growth Rate, 2015 - 2026 ($Million)
4.7.2. Market Revenue and Forecast, By Region, 2015 - 2026 ($Million)
4.8. Virtual Assistance
4.8.1. Market Revenue and Growth Rate, 2015 - 2026 ($Million)
4.8.2. Market Revenue and Forecast, By Region, 2015 - 2026 ($Million)
4.9. Insurance
4.9.1. Market Revenue and Growth Rate, 2015 - 2026 ($Million)
4.9.2. Market Revenue and Forecast, By Region, 2015 - 2026 ($Million)

CHAPTER 5. ARTIFICIAL INTELLIGENCE (AI) IN HEALTHCARE MARKET BY TECHNOLOGY

5.1. Global Artificial Intelligence (AI) in Healthcare Revenue By Technology
5.2. Speech Recognition
5.2.1. Market Revenue and Growth Rate, 2015 - 2026 ($Million)
5.2.2. Market Revenue and Forecast, By Region, 2015 - 2026 ($Million)
5.3. Natural Language Processing
5.3.1. Market Revenue and Growth Rate, 2015 - 2026 ($Million)
5.3.2. Market Revenue and Forecast, By Region, 2015 - 2026 ($Million)
5.4. Machine Learning
5.4.1. Market Revenue and Growth Rate, 2015 - 2026 ($Million)
5.4.2. Market Revenue and Forecast, By Region, 2015 - 2026 ($Million)
5.5. Deep Learning
5.5.1. Market Revenue and Growth Rate, 2015 - 2026 ($Million)
5.5.2. Market Revenue and Forecast, By Region, 2015 - 2026 ($Million)
5.6. Others
5.6.1. Market Revenue and Growth Rate, 2015 - 2026 ($Million)
5.6.2. Market Revenue and Forecast, By Region, 2015 - 2026 ($Million)

CHAPTER 6. ARTIFICIAL INTELLIGENCE (AI) IN HEALTHCARE MARKET BY END USER

6.1. Global Artificial Intelligence (AI) in Healthcare Revenue By End User
6.2. Hospitals
6.2.1. Market Revenue and Growth Rate, 2015 - 2026 ($Million)
6.2.2. Market Revenue and Forecast, By Region, 2015 - 2026 ($Million)
6.3. Pharmaceutical Organizations
6.3.1. Market Revenue and Growth Rate, 2015 - 2026 ($Million)
6.3.2. Market Revenue and Forecast, By Region, 2015 - 2026 ($Million)
6.4. Diagnostic Centers
6.4.1. Market Revenue and Growth Rate, 2015 - 2026 ($Million)
6.4.2. Market Revenue and Forecast, By Region, 2015 - 2026 ($Million)
6.5. Clinics
6.5.1. Market Revenue and Growth Rate, 2015 - 2026 ($Million)
6.5.2. Market Revenue and Forecast, By Region, 2015 - 2026 ($Million)
6.6. Other
6.6.1. Market Revenue and Growth Rate, 2015 - 2026 ($Million)
6.6.2. Market Revenue and Forecast, By Region, 2015 - 2026 ($Million)

CHAPTER 7. NORTH AMERICA ARTIFICIAL INTELLIGENCE (AI) IN HEALTHCARE MARKET BY COUNTRY

7.1. North America Artificial Intelligence (AI) in Healthcare Market Revenue and Growth Rate, 2015 - 2026 ($Million)
7.2. North America Artificial Intelligence (AI) in Healthcare Market Revenue Share Comparison, 2015 & 2026 (%)
7.3. U.S.
7.3.1. U.S. Artificial Intelligence (AI) in Healthcare Market Revenue and Forecast By Application, 2015 - 2026 ($Million)
7.3.2. Market Revenue and Forecast By Technology, 2015 - 2026 ($Million)
7.3.3. Market Revenue and Forecast By End User, 2015 - 2026 ($Million)
7.4. Canada
7.4.1. Market Revenue and Forecast By Application, 2015 - 2026 ($Million)
7.4.2. Market Revenue and Forecast By Technology, 2015 - 2026 ($Million)
7.4.3. Market Revenue and Forecast By End User, 2015 - 2026 ($Million)
7.5. Mexico
7.5.1. Market Revenue and Forecast By Application, 2015 - 2026 ($Million)
7.5.2. Market Revenue and Forecast By Technology, 2015 - 2026 ($Million)
7.5.3. Market Revenue and Forecast By End User, 2015 - 2026 ($Million)

CHAPTER 8. EUROPE ARTIFICIAL INTELLIGENCE (AI) IN HEALTHCARE MARKET BY COUNTRY

8.1. Europe Artificial Intelligence (AI) in Healthcare Market Revenue and Growth Rate, 2015 - 2026 ($Million)
8.2. Europe Artificial Intelligence (AI) in Healthcare Market Revenue Share Comparison, 2015 & 2026 (%)
8.3. UK
8.3.1. Market Revenue and Forecast By Application, 2015 - 2026 ($Million)
8.3.2. Market Revenue and Forecast By Technology, 2015 - 2026 ($Million)
8.3.3. Market Revenue and Forecast By End User, 2015 - 2026 ($Million)
8.4. Germany
8.4.1. Market Revenue and Forecast By Application, 2015 - 2026 ($Million)
8.4.2. Market Revenue and Forecast By Technology, 2015 - 2026 ($Million)
8.4.3. Market Revenue and Forecast By End User, 2015 - 2026 ($Million)
8.5. France
8.5.1. Market Revenue and Forecast By Application, 2015 - 2026 ($Million)
8.5.2. Market Revenue and Forecast By Technology, 2015 - 2026 ($Million)
8.5.3. Market Revenue and Forecast By End User, 2015 - 2026 ($Million)
8.6. Spain
8.6.1. Market Revenue and Forecast By Application, 2015 - 2026 ($Million)
8.6.2. Market Revenue and Forecast By Technology, 2015 - 2026 ($Million)
8.6.3. Market Revenue and Forecast By End User, 2015 - 2026 ($Million)
8.7. Rest of Europe
8.7.1. Market Revenue and Forecast By Application, 2015 - 2026 ($Million)
8.7.2. Market Revenue and Forecast By Technology, 2015 - 2026 ($Million)
8.7.3. Market Revenue and Forecast By End User, 2015 - 2026 ($Million)

CHAPTER 9. ASIA-PACIFIC ARTIFICIAL INTELLIGENCE (AI) IN HEALTHCARE MARKET BY COUNTRY

9.1. Asia-Pacific Artificial Intelligence (AI) in Healthcare Market Revenue and Growth Rate, 2015 - 2026 ($Million)
9.2. Asia-Pacific Artificial Intelligence (AI) in Healthcare Market Revenue Share Comparison, 2015 & 2026 (%)
9.3. China
9.3.1. Market Revenue and Forecast By Application, 2015 - 2026 ($Million)
9.3.2. Market Revenue and Forecast By Technology, 2015 - 2026 ($Million)
9.3.3. Market Revenue and Forecast By End User, 2015 - 2026 ($Million)
9.4. Japan
9.4.1. Market Revenue and Forecast By Application, 2015 - 2026 ($Million)
9.4.2. Market Revenue and Forecast By Technology, 2015 - 2026 ($Million)
9.4.3. Market Revenue and Forecast By End User, 2015 - 2026 ($Million)
9.5. India
9.5.1. Market Revenue and Forecast By Application, 2015 - 2026 ($Million)
9.5.2. Market Revenue and Forecast By Technology, 2015 - 2026 ($Million)
9.5.3. Market Revenue and Forecast By End User, 2015 - 2026 ($Million)
9.6. Australia
9.6.1. Market Revenue and Forecast By Application, 2015 - 2026 ($Million)
9.6.2. Market Revenue and Forecast By Technology, 2015 - 2026 ($Million)
9.6.3. Market Revenue and Forecast By End User, 2015 - 2026 ($Million)
9.7. South Korea
9.7.1. Market Revenue and Forecast By Application, 2015 - 2026 ($Million)
9.7.2. Market Revenue and Forecast By Technology, 2015 - 2026 ($Million)
9.7.3. Market Revenue and Forecast By End User, 2015 - 2026 ($Million)
9.8. Rest of Asia-Pacific
9.8.1. Market Revenue and Forecast By Application, 2015 - 2026 ($Million)
9.8.2. Market Revenue and Forecast By Technology, 2015 - 2026 ($Million)
9.8.3. Market Revenue and Forecast By End User, 2015 - 2026 ($Million)

CHAPTER 10. LATIN AMERICA ARTIFICIAL INTELLIGENCE (AI) IN HEALTHCARE MARKET BY COUNTRY

10.1. Latin America Artificial Intelligence (AI) in Healthcare Market Revenue and Growth Rate, 2015 - 2026 ($Million)
10.2. Latin America Artificial Intelligence (AI) in Healthcare Market Revenue Share Comparison, 2015 & 2026 (%)
10.3. Brazil
10.3.1. Market Revenue and Forecast By Application, 2015 - 2026 ($Million)
10.3.2. Market Revenue and Forecast By Technology, 2015 - 2026 ($Million)
10.3.3. Market Revenue and Forecast By End User, 2015 - 2026 ($Million)
10.4. Argentina
10.4.1. Market Revenue and Forecast By Application, 2015 - 2026 ($Million)
10.4.2. Market Revenue and Forecast By Technology, 2015 - 2026 ($Million)
10.4.3. Market Revenue and Forecast By End User, 2015 - 2026 ($Million)
10.5. Rest of Latin America
10.5.1. Market Revenue and Forecast By Application, 2015 - 2026 ($Million)
10.5.2. Market Revenue and Forecast By Technology, 2015 - 2026 ($Million)
10.5.3. Market Revenue and Forecast By End User, 2015 - 2026 ($Million)

CHAPTER 11. MIDDLE EAST ARTIFICIAL INTELLIGENCE (AI) IN HEALTHCARE MARKET BY COUNTRY

11.1. Middle East Artificial Intelligence (AI) in Healthcare Market Revenue and Growth Rate, 2015 - 2026 ($Million)
11.2. Middle East Artificial Intelligence (AI) in Healthcare Market Revenue Share Comparison, 2015 & 2026 (%)
11.3. Saudi Arabia
11.3.1. Market Revenue and Forecast By Application, 2015 - 2026 ($Million)
11.3.2. Market Revenue and Forecast By Technology, 2015 - 2026 ($Million)
11.3.3. Market Revenue and Forecast By End User, 2015 - 2026 ($Million)
11.4. UAE
11.4.1. Market Revenue and Forecast By Application, 2015 - 2026 ($Million)
11.4.2. Market Revenue and Forecast By Technology, 2015 - 2026 ($Million)
11.4.3. Market Revenue and Forecast By End User, 2015 - 2026 ($Million)
11.5. Rest of Middle East
11.5.1. Market Revenue and Forecast By Application, 2015 - 2026 ($Million)
11.5.2. Market Revenue and Forecast By Technology, 2015 - 2026 ($Million)
11.5.3. Market Revenue and Forecast By End User, 2015 - 2026 ($Million)

CHAPTER 12. AFRICA ARTIFICIAL INTELLIGENCE (AI) IN HEALTHCARE MARKET BY COUNTRY

12.1. Africa Artificial Intelligence (AI) in Healthcare Market Revenue and Growth Rate, 2015 - 2026 ($Million)
12.2. Africa Artificial Intelligence (AI) in Healthcare Market Revenue Share Comparison, 2015 & 2026 (%)
12.3. South Africa
12.3.1. Market Revenue and Forecast By Application, 2015 - 2026 ($Million)
12.3.2. Market Revenue and Forecast By Technology, 2015 - 2026 ($Million)
12.3.3. Market Revenue and Forecast By End User, 2015 - 2026 ($Million)
12.4. Egypt
12.4.1. Market Revenue and Forecast By Application, 2015 - 2026 ($Million)
12.4.2. Market Revenue and Forecast By Technology, 2015 - 2026 ($Million)
12.4.3. Market Revenue and Forecast By End User, 2015 - 2026 ($Million)
12.5. Rest of Africa
12.5.1. Market Revenue and Forecast By Application, 2015 - 2026 ($Million)
12.5.2. Market Revenue and Forecast By Technology, 2015 - 2026 ($Million)
12.5.3. Market Revenue and Forecast By End User, 2015 - 2026 ($Million)

CHAPTER 13. COMPANY PROFILE

13.1. Microsoft
13.1.1. Company Snapshot
13.1.2. Overview
13.1.3. Financial Overview
13.1.4. Type Portfolio
13.1.5. Key Developments
13.1.6. Strategies
13.2. IBM
13.2.1. Company Snapshot
13.2.2. Overview
13.2.3. Financial Overview
13.2.4. Type Portfolio
13.2.5. Key Developments
13.2.6. Strategies
13.3. Johnson & Johnson Services, Inc.
13.3.1. Company Snapshot
13.3.2. Overview
13.3.3. Financial Overview
13.3.4. Type Portfolio
13.3.5. Key Developments
13.3.6. Strategies
13.4. Oncora
13.4.1. Company Snapshot
13.4.2. Overview
13.4.3. Financial Overview
13.4.4. Type Portfolio
13.4.5. Key Developments
13.4.6. Strategies
13.5. Koninklijke Phillips N.V
13.5.1. Company Snapshot
13.5.2. Overview
13.5.3. Financial Overview
13.5.4. Type Portfolio
13.5.5. Key Developments
13.5.6. Strategies
13.6. Siemens
13.6.1. Company Snapshot
13.6.2. Overview
13.6.3. Financial Overview
13.6.4. Type Portfolio
13.6.5. Key Developments
13.6.6. Strategies
13.7. GE Healthcare
13.7.1. Company Snapshot
13.7.2. Overview
13.7.3. Financial Overview
13.7.4. Type Portfolio
13.7.5. Key Developments
13.7.6. Strategies
13.8. Medtronic
13.8.1. Company Snapshot
13.8.2. Overview
13.8.3. Financial Overview
13.8.4. Type Portfolio
13.8.5. Key Developments
13.8.6. Strategies
13.9. Google
13.9.1. Company Snapshot
13.9.2. Overview
13.9.3. Financial Overview
13.9.4. Type Portfolio
13.9.5. Key Developments
13.9.6. Strategies
13.10. Amazon
13.10.1. Company Snapshot
13.10.2. Overview
13.10.3. Financial Overview
13.10.4. Type Portfolio
13.10.5. Key Developments
13.10.6. Strategies
13.11. Intel
13.11.1. Company Snapshot
13.11.2. Overview
13.11.3. Financial Overview
13.11.4. Type Portfolio
13.11.5. Key Developments
13.11.6. Strategies
13.12. CareSkore
13.12.1. Company Snapshot
13.12.2. Overview
13.12.3. Financial Overview
13.12.4. Type Portfolio
13.12.5. Key Developments
13.12.6. Strategies
13.13. CloudMedx Inc.
13.13.1. Company Snapshot
13.13.2. Overview
13.13.3. Financial Overview
13.13.4. Type Portfolio
13.13.5. Key Developments
13.13.6. Strategies
13.14. Clarify Health Solutions
13.14.1. Company Snapshot
13.14.2. Overview
13.14.3. Financial Overview
13.14.4. Type Portfolio
13.14.5. Key Developments
13.14.6. Strategies
13.15. Zebra Medical Vision Ltd.
13.15.1. Company Snapshot
13.15.2. Overview
13.15.3. Financial Overview
13.15.4. Type Portfolio
13.15.5. Key Developments
13.15.6. Strategies
13.16. Qventus Inc.
13.16.1. Company Snapshot
13.16.2. Overview
13.16.3. Financial Overview
13.16.4. Type Portfolio
13.16.5. Key Developments
13.16.6. Strategies
13.17. NextHealth Technologies
13.17.1. Company Snapshot
13.17.2. Overview
13.17.3. Financial Overview
13.17.4. Type Portfolio
13.17.5. Key Developments
13.17.6. Strategies
13.18. Anju Software Inc. (Zephyr Health)
13.18.1. Company Snapshot
13.18.2. Overview
13.18.3. Financial Overview
13.18.4. Type Portfolio
13.18.5. Key Developments
13.18.6. Strategies
13.19. Others
13.19.1. Company Snapshot
13.19.2. Overview
13.19.3. Financial Overview
13.19.4. Type Portfolio
13.19.5. Key Developments
13.19.6. Strategies

CHAPTER 14. RESEARCH APPROACH

14.1. Research Methodology
14.1.1. Initial Data Search
14.1.2. Secondary Research
14.1.3. Primary Research
14.2. Assumptions and Scope

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