North America Federated Learning In Healthcare Market Size, Share & Trends Analysis Report By Deployment Mode (On-Premise and Cloud-Based) By End Use, By Application, By Country and Growth Forecast, 2025

List of Tables

The North America Federated Learning In Healthcare Market would witness market growth of 14.7% CAGR during the forecast period (2025-2032).

The US market dominated the North America Federated Learning In Healthcare Market by Country in 2024, and would continue to be a dominant market till 2032; thereby, achieving a market value of $17,532.9 Thousands by 2032. The Canada market is experiencing a CAGR of 16.3% during (2025 - 2032). Additionally, The Mexico market would exhibit a CAGR of 15.8% during (2025 - 2032).

Federated learning (FL) has emerged as a transformative paradigm in the healthcare sector, offering a decentralized approach to machine learning that prioritizes data privacy and security. Unlike traditional centralized machine learning, where data is aggregated in a single repository for model training, federated learning enables multiple institutions to collaboratively train models without sharing sensitive patient data. By keeping data localized and only sharing model updates, federated learning addresses privacy concerns while harnessing the collective power of distributed datasets to improve predictive models.

Also, federated learning finds a wide range of applications in healthcare, leveraging its ability to process distributed data while maintaining privacy. One prominent application is in medical imaging, where institutions collaborate to develop robust diagnostic models for conditions such as cancer, Alzheimer's disease, and cardiovascular disorders. For instance, hospitals can train models on local radiology datasets to detect anomalies in X-rays, MRIs, or CT scans without transferring sensitive images to a central server.

The market is rapidly expanding in North America, driven by increasing healthcare expenditures, a growing focus on patient data security, and an urgent need to modernize healthcare systems. In the United States, healthcare expenditure reached 17.7% of GDP in 2019, highlighting the scale and financial burden of the healthcare system. Though World Bank data indicated a drop to 5.59% in 2020 due to statistical methodology differences or pandemic-related shifts, the overall trend underscores American healthcare's immense cost and complexity. Also, in Canada, healthcare spending reached approximately CAD 331 billion in 2022, showcasing the country's commitment to a publicly funded, universally accessible healthcare system. With increasing emphasis on digital health transformation and nationwide interoperability, federated learning holds significant promise in supporting data-driven innovation across provinces while safeguarding patient privacy. Moreover, in Mexico, healthcare expenditure reached approximately 6.08% of GDP in 2021, reflecting the government's increasing efforts to improve healthcare access and quality. In conclusion, the rising healthcare expenditures and modernization efforts in the U.S., Canada, and Mexico are catalyzing the adoption of federated learning in the healthcare sector.

Based on Deployment Mode, the market is segmented into On-Premise and Cloud-Based. Based on End Use, the market is segmented into Hospitals & Healthcare Providers, Pharmaceutical & Biotechnology Companies, Research Institutions, and Government & Regulatory Bodies. Based on Application, the market is segmented into Drug Discovery & Development, Medical Imaging, Electronic Health Records (EHR) Analysis, Remote Patient Monitoring, and Clinical Trials & Other Application. Based on countries, the market is segmented into U.S., Mexico, Canada, and Rest of North America.

List of Key Companies Profiled

GE HealthCare Technologies, Inc.
Google LLC (Alphabet Inc.)
IBM Corporation
Microsoft Corporation
Siemens Healthineers AG (Siemens AG)
Medtronic PLC
NVIDIA Corporation
Intel Corporation
Health Catalyst, Inc.
Owkin

North America Federated Learning In Healthcare Market Report Segmentation

By Deployment Mode

On-Premise
Cloud-Based

By End Use

Hospitals & Healthcare Providers
Pharmaceutical & Biotechnology Companies
Research Institutions
Government & Regulatory Bodies

By Application

Drug Discovery & Development
Medical Imaging
Electronic Health Records (EHR) Analysis
Remote Patient Monitoring
Clinical Trials & Other Application

By Country

US
Canada
Mexico
Rest of North America

Chapter 1. Market Scope & Methodology

1.1 Market Definition
1.2 Objectives
1.3 Market Scope
1.4 Segmentation
- 1.4.1 North America Federated Learning In Healthcare Market, by Deployment Mode
- 1.4.2 North America Federated Learning In Healthcare Market, by End Use
- 1.4.3 North America Federated Learning In Healthcare Market, by Application
- 1.4.4 North America Federated Learning In Healthcare Market, by Country
1.5 Methodology for the research

Chapter 2. Market at a Glance

2.1 Key Highlights

Chapter 3. Market Overview

3.1 Introduction
- 3.1.1 Overview
  - 3.1.1.1 Market Composition and Scenario
3.2 Key Factors Impacting the Market
- 3.2.1 Market Drivers
- 3.2.2 Market Restraints
- 3.2.3 Market Opportunities
- 3.2.4 Market Challenges

Chapter 4. Competition Analysis - Global

4.1 Market Share Analysis, 2024
4.2 Porter Five Forces Analysis

Chapter 5. North America Federated Learning In Healthcare Market by Deployment Mode

5.1 North America On-Premise Market by Country
5.2 North America Cloud-Based Market by Country

Chapter 6. North America Federated Learning In Healthcare Market by End Use

6.1 North America Hospitals & Healthcare Providers Market by Country
6.2 North America Pharmaceutical & Biotechnology Companies Market by Country
6.3 North America Research Institutions Market by Country
6.4 North America Government & Regulatory Bodies Market by Country

Chapter 7. North America Federated Learning In Healthcare Market by Application

7.1 North America Drug Discovery & Development Market by Country
7.2 North America Medical Imaging Market by Country
7.3 North America Electronic Health Records (EHR) Analysis Market by Country
7.4 North America Remote Patient Monitoring Market by Country
7.5 North America Clinical Trials & Other Application Market by Country

Chapter 8. North America Federated Learning In Healthcare Market by Country

8.1 US Federated Learning In Healthcare Market
- 8.1.1 US Federated Learning In Healthcare Market by Deployment Mode
- 8.1.2 US Federated Learning In Healthcare Market by End Use
- 8.1.3 US Federated Learning In Healthcare Market by Application
8.2 Canada Federated Learning In Healthcare Market
- 8.2.1 Canada Federated Learning In Healthcare Market by Deployment Mode
- 8.2.2 Canada Federated Learning In Healthcare Market by End Use
- 8.2.3 Canada Federated Learning In Healthcare Market by Application
8.3 Mexico Federated Learning In Healthcare Market
- 8.3.1 Mexico Federated Learning In Healthcare Market by Deployment Mode
- 8.3.2 Mexico Federated Learning In Healthcare Market by End Use
- 8.3.3 Mexico Federated Learning In Healthcare Market by Application
8.4 Rest of North America Federated Learning In Healthcare Market
- 8.4.1 Rest of North America Federated Learning In Healthcare Market by Deployment Mode
- 8.4.2 Rest of North America Federated Learning In Healthcare Market by End Use
- 8.4.3 Rest of North America Federated Learning In Healthcare Market by Application

Chapter 9. Company Profiles

9.1 GE HealthCare Technologies, Inc.
- 9.1.1 Company Overview
- 9.1.2 Financial Analysis
- 9.1.3 Segmental and Regional Analysis
- 9.1.4 Research & Development Expenses
- 9.1.5 Recent strategies and developments:
  - 9.1.5.1 Product Launches and Product Expansions:
- 9.1.6 SWOT Analysis
9.2 Google LLC (Alphabet Inc.)
- 9.2.1 Company Overview
- 9.2.2 Financial Analysis
- 9.2.3 Segmental and Regional Analysis
- 9.2.4 Research & Development Expenses
- 9.2.5 SWOT Analysis
9.3 IBM Corporation
- 9.3.1 Company Overview
- 9.3.2 Financial Analysis
- 9.3.3 Regional & Segmental Analysis
- 9.3.4 Research & Development Expenses
- 9.3.5 SWOT Analysis
9.4 Microsoft Corporation
- 9.4.1 Company Overview
- 9.4.2 Financial Analysis
- 9.4.3 Segmental and Regional Analysis
- 9.4.4 Research & Development Expenses
- 9.4.5 SWOT Analysis
9.5 Siemens Healthineers AG (Siemens AG)
- 9.5.1 Company Overview
- 9.5.2 Financial Analysis
- 9.5.3 Segmental and Regional Analysis
- 9.5.4 Research & Development Expense
- 9.5.5 SWOT Analysis
9.6 Medtronic PLC
- 9.6.1 Company overview
- 9.6.2 Financial Analysis
- 9.6.3 Segmental and Regional Analysis
- 9.6.4 Research & Development Expenses
- 9.6.5 SWOT Analysis
9.7 NVIDIA Corporation
- 9.7.1 Company Overview
- 9.7.2 Financial Analysis
- 9.7.3 Segmental and Regional Analysis
- 9.7.4 Research & Development Expenses
- 9.7.5 SWOT Analysis
9.8 Intel Corporation
- 9.8.1 Company Overview
- 9.8.2 Financial Analysis
- 9.8.3 Segmental and Regional Analysis
- 9.8.4 Research & Development Expenses
- 9.8.5 SWOT Analysis
9.9 Health Catalyst, Inc.
- 9.9.1 Company Overview
- 9.9.2 Financial Analysis
- 9.9.3 Segmental and Regional Analysis
- 9.9.4 Research & Development Expenses
- 9.9.5 SWOT Analysis
9.10. Owkin
- 9.10.1 Company Overview

LIST OF TABLES

TABLE 1 North America Federated Learning In Healthcare Market, 2021 - 2024, USD Thousands
TABLE 2 North America Federated Learning In Healthcare Market, 2025 - 2032, USD Thousands
TABLE 3 North America Federated Learning In Healthcare Market by Deployment Mode, 2021 - 2024, USD Thousands
TABLE 4 North America Federated Learning In Healthcare Market by Deployment Mode, 2025 - 2032, USD Thousands
TABLE 5 North America On-Premise Market by Country, 2021 - 2024, USD Thousands
TABLE 6 North America On-Premise Market by Country, 2025 - 2032, USD Thousands
TABLE 7 North America Cloud-Based Market by Country, 2021 - 2024, USD Thousands
TABLE 8 North America Cloud-Based Market by Country, 2025 - 2032, USD Thousands
TABLE 9 North America Federated Learning In Healthcare Market by End Use, 2021 - 2024, USD Thousands
TABLE 10 North America Federated Learning In Healthcare Market by End Use, 2025 - 2032, USD Thousands
TABLE 11 North America Hospitals & Healthcare Providers Market by Country, 2021 - 2024, USD Thousands
TABLE 12 North America Hospitals & Healthcare Providers Market by Country, 2025 - 2032, USD Thousands
TABLE 13 North America Pharmaceutical & Biotechnology Companies Market by Country, 2021 - 2024, USD Thousands
TABLE 14 North America Pharmaceutical & Biotechnology Companies Market by Country, 2025 - 2032, USD Thousands
TABLE 15 North America Research Institutions Market by Country, 2021 - 2024, USD Thousands
TABLE 16 North America Research Institutions Market by Country, 2025 - 2032, USD Thousands
TABLE 17 North America Government & Regulatory Bodies Market by Country, 2021 - 2024, USD Thousands
TABLE 18 North America Government & Regulatory Bodies Market by Country, 2025 - 2032, USD Thousands
TABLE 19 North America Federated Learning In Healthcare Market by Application, 2021 - 2024, USD Thousands
TABLE 20 North America Federated Learning In Healthcare Market by Application, 2025 - 2032, USD Thousands
TABLE 21 North America Drug Discovery & Development Market by Country, 2021 - 2024, USD Thousands
TABLE 22 North America Drug Discovery & Development Market by Country, 2025 - 2032, USD Thousands
TABLE 23 North America Medical Imaging Market by Country, 2021 - 2024, USD Thousands
TABLE 24 North America Medical Imaging Market by Country, 2025 - 2032, USD Thousands
TABLE 25 North America Electronic Health Records (EHR) Analysis Market by Country, 2021 - 2024, USD Thousands
TABLE 26 North America Electronic Health Records (EHR) Analysis Market by Country, 2025 - 2032, USD Thousands
TABLE 27 North America Remote Patient Monitoring Market by Country, 2021 - 2024, USD Thousands
TABLE 28 North America Remote Patient Monitoring Market by Country, 2025 - 2032, USD Thousands
TABLE 29 North America Clinical Trials & Other Application Market by Country, 2021 - 2024, USD Thousands
TABLE 30 North America Clinical Trials & Other Application Market by Country, 2025 - 2032, USD Thousands
TABLE 31 North America Federated Learning In Healthcare Market by Country, 2021 - 2024, USD Thousands
TABLE 32 North America Federated Learning In Healthcare Market by Country, 2025 - 2032, USD Thousands
TABLE 33 US Federated Learning In Healthcare Market, 2021 - 2024, USD Thousands
TABLE 34 US Federated Learning In Healthcare Market, 2025 - 2032, USD Thousands
TABLE 35 US Federated Learning In Healthcare Market by Deployment Mode, 2021 - 2024, USD Thousands
TABLE 36 US Federated Learning In Healthcare Market by Deployment Mode, 2025 - 2032, USD Thousands
TABLE 37 US Federated Learning In Healthcare Market by End Use, 2021 - 2024, USD Thousands
TABLE 38 US Federated Learning In Healthcare Market by End Use, 2025 - 2032, USD Thousands
TABLE 39 US Federated Learning In Healthcare Market by Application, 2021 - 2024, USD Thousands
TABLE 40 US Federated Learning In Healthcare Market by Application, 2025 - 2032, USD Thousands
TABLE 41 Canada Federated Learning In Healthcare Market, 2021 - 2024, USD Thousands
TABLE 42 Canada Federated Learning In Healthcare Market, 2025 - 2032, USD Thousands
TABLE 43 Canada Federated Learning In Healthcare Market by Deployment Mode, 2021 - 2024, USD Thousands
TABLE 44 Canada Federated Learning In Healthcare Market by Deployment Mode, 2025 - 2032, USD Thousands
TABLE 45 Canada Federated Learning In Healthcare Market by End Use, 2021 - 2024, USD Thousands
TABLE 46 Canada Federated Learning In Healthcare Market by End Use, 2025 - 2032, USD Thousands
TABLE 47 Canada Federated Learning In Healthcare Market by Application, 2021 - 2024, USD Thousands
TABLE 48 Canada Federated Learning In Healthcare Market by Application, 2025 - 2032, USD Thousands
TABLE 49 Mexico Federated Learning In Healthcare Market, 2021 - 2024, USD Thousands
TABLE 50 Mexico Federated Learning In Healthcare Market, 2025 - 2032, USD Thousands
TABLE 51 Mexico Federated Learning In Healthcare Market by Deployment Mode, 2021 - 2024, USD Thousands
TABLE 52 Mexico Federated Learning In Healthcare Market by Deployment Mode, 2025 - 2032, USD Thousands
TABLE 53 Mexico Federated Learning In Healthcare Market by End Use, 2021 - 2024, USD Thousands
TABLE 54 Mexico Federated Learning In Healthcare Market by End Use, 2025 - 2032, USD Thousands
TABLE 55 Mexico Federated Learning In Healthcare Market by Application, 2021 - 2024, USD Thousands
TABLE 56 Mexico Federated Learning In Healthcare Market by Application, 2025 - 2032, USD Thousands
TABLE 57 Rest of North America Federated Learning In Healthcare Market, 2021 - 2024, USD Thousands
TABLE 58 Rest of North America Federated Learning In Healthcare Market, 2025 - 2032, USD Thousands
TABLE 59 Rest of North America Federated Learning In Healthcare Market by Deployment Mode, 2021 - 2024, USD Thousands
TABLE 60 Rest of North America Federated Learning In Healthcare Market by Deployment Mode, 2025 - 2032, USD Thousands
TABLE 61 Rest of North America Federated Learning In Healthcare Market by End Use, 2021 - 2024, USD Thousands
TABLE 62 Rest of North America Federated Learning In Healthcare Market by End Use, 2025 - 2032, USD Thousands
TABLE 63 Rest of North America Federated Learning In Healthcare Market by Application, 2021 - 2024, USD Thousands
TABLE 64 Rest of North America Federated Learning In Healthcare Market by Application, 2025 - 2032, USD Thousands
TABLE 65 Key Information - GE HealthCare Technologies, Inc.
TABLE 66 Key Information - Google LLC
TABLE 67 Key Information - IBM Corporation
TABLE 68 Key Information - Microsoft Corporation
TABLE 69 Key Information - Siemens Healthineers AG
TABLE 70 Key Information - Medtronic PLC
TABLE 71 Key Information - NVIDIA Corporation
TABLE 72 Key Information - Intel Corporation
TABLE 73 Key Information - Health Catalyst, Inc.
TABLE 74 Key Information - Owkin

LIST OF FIGURES

FIG 1 Methodology for the research
FIG 2 North America Federated Learning In Healthcare Market, 2021 - 2032, USD Thousands
FIG 3 Key Factors Impacting Federated Learning In Healthcare Market
FIG 4 Market Share Analysis, 2024
FIG 5 Porter's Five Forces Analysis - Federated Learning In Healthcare Market
FIG 6 North America Federated Learning In Healthcare Market share by Deployment Mode, 2024
FIG 7 North America Federated Learning In Healthcare Market share by Deployment Mode, 2032
FIG 8 North America Federated Learning In Healthcare Market by Deployment Mode, 2021 - 2032, USD Thousands
FIG 9 North America Federated Learning In Healthcare Market share by End Use, 2024
FIG 10 North America Federated Learning In Healthcare Market share by End Use, 2032
FIG 11 North America Federated Learning In Healthcare Market by End Use, 2021 - 2032, USD Thousands
FIG 12 North America Federated Learning In Healthcare Market share by Application, 2024
FIG 13 North America Federated Learning In Healthcare Market share by Application, 2032
FIG 14 North America Federated Learning In Healthcare Market by Application, 2021 - 2032, USD Thousands
FIG 15 North America Federated Learning In Healthcare Market share by Country, 2024
FIG 16 North America Federated Learning In Healthcare Market share by Country, 2032
FIG 17 North America Federated Learning In Healthcare Market by Country, 2021 - 2032, USD Thousands
FIG 18 SWOT Analysis: GE HealthCare Technologies, Inc.
FIG 19 SWOT Analysis: Google LLC
FIG 20 SWOT Analysis: IBM Corporation
FIG 21 SWOT Analysis: Microsoft Corporation
FIG 22 SWOT Analysis: Siemens Healthineers AG
FIG 23 SWOT Analysis: Medtronic PLC
FIG 24 SWOT Analysis: NVIDIA Corporation
FIG 25 SWOT Analysis: Intel corporation
FIG 26 Swot Analysis: Health Catalyst, INc.

North America Federated Learning In Healthcare Market Size, Share & Trends Analysis Report By Deployment Mode (On-Premise and Cloud-Based) By End Use, By Application, By Country and Growth Forecast, 2025 - 2032

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