Table of Content



Chapter 1. Global Federated Learning in Healthcare Market Executive Summary
1.1. Global Federated Learning in Healthcare Market Size & Forecast (2022-2032)
1.2. Regional Summary
1.3. Segmental Summary
? 1.3.1. By Application
? 1.3.2. By Deployment Mode
? 1.3.3. By End-use
1.4. Key Trends
1.5. Recession Impact
1.6. Analyst Recommendation & Conclusion
Chapter 2. Global Federated Learning in Healthcare Market Definition and Research Assumptions
2.1. Research Objective
2.2. Market Definition
2.3. Research Assumptions
? 2.3.1. Inclusion & Exclusion
? 2.3.2. Limitations
? 2.3.3. Supply Side Analysis
?? 2.3.3.1. Availability
?? 2.3.3.2. Infrastructure
?? 2.3.3.3. Regulatory Environment
?? 2.3.3.4. Market Competition
?? 2.3.3.5. Economic Viability (Consumer’s Perspective)
? 2.3.4. Demand Side Analysis
?? 2.3.4.1. Regulatory Frameworks
?? 2.3.4.2. Technological Advancements
?? 2.3.4.3. Environmental Considerations
?? 2.3.4.4. Consumer Awareness & Acceptance
2.4. Estimation Methodology
2.5. Years Considered for the Study
2.6. Currency Conversion Rates
Chapter 3. Global Federated Learning in Healthcare Market Dynamics
3.1. Market Drivers
? 3.1.1. Rising Proliferation of Health Data Sources
? 3.1.2. Heightened Focus on Data Privacy and Compliance
? 3.1.3. Demand for Collaborative AI in Clinical Research
3.2. Market Challenges
? 3.2.1. Model Accuracy across Non-IID Data Distributions
? 3.2.2. Technical Complexity of Secure Aggregation
? 3.2.3. Integration with Legacy Healthcare Systems
3.3. Market Opportunities
? 3.3.1. Edge-Computing-Enabled Federated Frameworks
? 3.3.2. Homomorphic Encryption and Secure Multiparty Computation
? 3.3.3. Expansion into Emerging Healthcare Markets
Chapter 4. Global Federated Learning in Healthcare Market Industry Analysis
4.1. Porter’s 5 Force Model
? 4.1.1. Bargaining Power of Suppliers
? 4.1.2. Bargaining Power of Buyers
? 4.1.3. Threat of New Entrants
? 4.1.4. Threat of Substitutes
? 4.1.5. Competitive Rivalry
? 4.1.6. Futuristic Approach to Porter’s 5 Force Model
? 4.1.7. Porter’s 5 Force Impact Analysis
4.2. PESTEL Analysis
? 4.2.1. Political
? 4.2.2. Economical
? 4.2.3. Social
? 4.2.4. Technological
? 4.2.5. Environmental
? 4.2.6. Legal
4.3. Top Investment Opportunities
4.4. Top Winning Strategies
4.5. Disruptive Trends
4.6. Industry Expert Perspective
4.7. Analyst Recommendation & Conclusion
Chapter 5. Global Federated Learning in Healthcare Market Size & Forecasts by Application 2022-2032
5.1. Segment Dashboard
5.2. Application Revenue Trend Analysis, 2022 & 2032
Chapter 6. Global Federated Learning in Healthcare Market Size & Forecasts by Deployment Mode 2022-2032
6.1. Segment Dashboard
6.2. Deployment Mode Revenue Trend Analysis, 2022 & 2032
Chapter 7. Global Federated Learning in Healthcare Market Size & Forecasts by End-use 2022-2032
7.1. Segment Dashboard
7.2. End-use Revenue Trend Analysis, 2022 & 2032
Chapter 8. Global Federated Learning in Healthcare Market Size & Forecasts by Region 2022-2032
8.1. North America Market
? 8.1.1. U.S. Market
?? 8.1.1.1. Application breakdown size & forecasts, 2022-2032
?? 8.1.1.2. Deployment Mode breakdown size & forecasts, 2022-2032
? 8.1.2. Canada Market
8.2. Europe Market
? 8.2.1. UK Market
? 8.2.2. Germany Market
? 8.2.3. France Market
? 8.2.4. Spain Market
? 8.2.5. Italy Market
? 8.2.6. Rest of Europe Market
8.3. Asia Pacific Market
? 8.3.1. China Market
? 8.3.2. India Market
? 8.3.3. Japan Market
? 8.3.4. Australia Market
? 8.3.5. South Korea Market
? 8.3.6. Rest of Asia Pacific Market
8.4. Latin America Market
? 8.4.1. Brazil Market
? 8.4.2. Mexico Market
? 8.4.3. Rest of Latin America Market
8.5. Middle East & Africa Market
? 8.5.1. Saudi Arabia Market
? 8.5.2. South Africa Market
? 8.5.3. Rest of Middle East & Africa Market
Chapter 9. Competitive Intelligence
9.1. Key Company SWOT Analysis
? 9.1.1. NVIDIA Corporation
? 9.1.2. Intel Corporation
? 9.1.3. Google LLC
9.2. Top Market Strategies
9.3. Company Profiles
? 9.3.1. NVIDIA Corporation
?? 9.3.1.1. Key Information
?? 9.3.1.2. Overview
?? 9.3.1.3. Financial (Subject to Data Availability)
?? 9.3.1.4. Product Summary
?? 9.3.1.5. Market Strategies
? 9.3.2. Intel Corporation
? 9.3.3. Google LLC
? 9.3.4. IBM Corporation
? 9.3.5. Microsoft Corporation
? 9.3.6. Amazon Web Services, Inc.
? 9.3.7. Cloudera, Inc.
? 9.3.8. Edge Delta
? 9.3.9. Owkin, Inc.
? 9.3.10. Sherpa.ai
? 9.3.11. Consilient Inc.
? 9.3.12. TensorFlow (Google Brain)
? 9.3.13. HPE (Hewlett Packard Enterprise)
? 9.3.14. Duality Technologies
? 9.3.15. Arm Ltd
Chapter 10. Research Process
10.1. Research Process
? 10.1.1. Data Mining
? 10.1.2. Analysis
? 10.1.3. Market Estimation
? 10.1.4. Validation
? 10.1.5. Publishing
10.2. Research Attributes



List of Figures


List of Figures
FIG 1. Global Federated Learning in Healthcare market, research methodology
FIG 2. Market estimation techniques flowchart
FIG 3. Global market size estimates & forecast methods
FIG 4. Key trends shaping the market (2023)
FIG 5. Growth prospects 2022-2032
FIG 6. Porter’s 5 Force model visualization
FIG 7. PESTEL analysis overview
FIG 8. Value chain analysis
FIG 9. Application-wise market share, 2022 & 2032
FIG 10. Deployment Mode-wise market share, 2022 & 2032
FIG 11. End-use-wise market share, 2022 & 2032
FIG 12. Regional market snapshot, 2022 & 2032
FIG 13. North America market trend, 2022 & 2032
FIG 14. Europe market trend, 2022 & 2032
FIG 15. Asia Pacific market trend, 2022 & 2032
FIG 16. Latin America market trend, 2022 & 2032
FIG 17. Middle East & Africa market trend, 2022 & 2032
FIG 18. Company market share analysis (2023)
FIG 19. Technology adoption lifecycle curve
FIG 20. Federated learning deployment architecture

List of Tables


List of Tables
TABLE 1. Global Federated Learning in Healthcare market, report scope
TABLE 2. Global estimates & forecasts by Region 2022-2032 (USD Billion)
TABLE 3. Global estimates & forecasts by Application 2022-2032 (USD Billion)
TABLE 4. Global estimates & forecasts by Deployment Mode 2022-2032 (USD Billion)
TABLE 5. Global estimates & forecasts by End-use 2022-2032 (USD Billion)
TABLE 6. Segment-level annualized revenue, 2022-2032 (USD Billion)
TABLE 7. North America estimates & forecasts, 2022-2032 (USD Billion)
TABLE 8. U.S. market estimates & forecasts by segment, 2022-2032
TABLE 9. Canada market estimates & forecasts by segment, 2022-2032
TABLE 10. Europe estimates & forecasts, 2022-2032
TABLE 11. Asia Pacific estimates & forecasts, 2022-2032
TABLE 12. Latin America estimates & forecasts, 2022-2032
TABLE 13. Middle East & Africa estimates & forecasts, 2022-2032
TABLE 14. SWOT summary of top 3 companies (2023)
TABLE 15. Porter’s 5 Force analysis scores
TABLE 16. PESTEL factor impact scores
TABLE 17. Top investment opportunity matrix
TABLE 18. Leading market strategies comparison
TABLE 19. Key federated learning patents and assignees
TABLE 20. Regional regulatory framework comparison