Europe 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 Europe Federated Learning In Healthcare Market would witness market growth of 15.2% CAGR during the forecast period (2025-2032).

The Germany market dominated the Europe 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 $6,367.5 Thousands by 2032. The UK market is exhibiting a CAGR of 14.2% during (2025 - 2032). Additionally, The France market would experience a CAGR of 16.1% during (2025 - 2032).

Federated learning allows healthcare providers to build models that predict disease progression, hospital readmissions, or treatment responses by analyzing electronic health records (EHRs) from various facilities. These models can identify patterns in patient data, such as risk factors for chronic diseases like diabetes or hypertension, without compromising individual privacy. Additionally, federated learning is applied in genomics research, where institutions collaborate to analyze genetic data for personalized medicine.

Federated learning also supports drug discovery and development. Pharmaceutical companies and research institutions can use FL to analyze clinical trial data distributed across multiple sites, accelerating the identification of promising drug candidates. This collaborative approach enhances the generalizability of findings, as models are trained on diverse patient cohorts without data sharing. Furthermore, federated learning is employed in wearable devices and remote patient monitoring, enabling real-time analysis of health metrics like heart rate or glucose levels while keeping data on users' devices.

In healthcare, federated learning (FL) is gaining significant traction across Europe as governments increasingly invest in digital transformation, data security, and AI-driven medical solutions. Furthermore, in Italy, the healthcare sector is seeing a notable increase in ICT expenditure, reaching $1.98 billion in 2022, a 7% rise from 2021. Moreover, in the United Kingdom, the government's £30 million investment in innovative technology for the NHS underscores a strategic push toward digitization and AI adoption. With the NHS being one of the world's most comprehensive publicly funded health systems, data security and interoperability are paramount. The healthcare sector's enormous economic footprint in Germany-accounting for EUR 775 billion or roughly 12% of GDP-demonstrates its critical role in the national economy. With a gross value added of EUR 439.6 billion in 2022, Germany's healthcare industry is among the most advanced and well-funded in Europe. In summary, the increasing digital health investments and structural reforms in Italy, the UK, and Germany are accelerating the market's growth.

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 Germany, UK, France, Russia, Spain, Italy, and Rest of Europe.

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

Europe 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

Germany
UK
France
Russia
Spain
Italy
Rest of Europe

Chapter 1. Market Scope & Methodology

1.1 Market Definition
1.2 Objectives
1.3 Market Scope
1.4 Segmentation
- 1.4.1 Europe Federated Learning In Healthcare Market, by Deployment Mode
- 1.4.2 Europe Federated Learning In Healthcare Market, by End Use
- 1.4.3 Europe Federated Learning In Healthcare Market, by Application
- 1.4.4 Europe 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. Europe Federated Learning In Healthcare Market by Deployment Mode

5.1 Europe On-Premise Market by Country
5.2 Europe Cloud-Based Market by Country

Chapter 6. Europe Federated Learning In Healthcare Market by End Use

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

Chapter 7. Europe Federated Learning In Healthcare Market by Application

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

Chapter 8. Europe Federated Learning In Healthcare Market by Country

8.1 Germany Federated Learning In Healthcare Market
- 8.1.1 Germany Federated Learning In Healthcare Market by Deployment Mode
- 8.1.2 Germany Federated Learning In Healthcare Market by End Use
- 8.1.3 Germany Federated Learning In Healthcare Market by Application
8.2 UK Federated Learning In Healthcare Market
- 8.2.1 UK Federated Learning In Healthcare Market by Deployment Mode
- 8.2.2 UK Federated Learning In Healthcare Market by End Use
- 8.2.3 UK Federated Learning In Healthcare Market by Application
8.3 France Federated Learning In Healthcare Market
- 8.3.1 France Federated Learning In Healthcare Market by Deployment Mode
- 8.3.2 France Federated Learning In Healthcare Market by End Use
- 8.3.3 France Federated Learning In Healthcare Market by Application
8.4 Russia Federated Learning In Healthcare Market
- 8.4.1 Russia Federated Learning In Healthcare Market by Deployment Mode
- 8.4.2 Russia Federated Learning In Healthcare Market by End Use
- 8.4.3 Russia Federated Learning In Healthcare Market by Application
8.5 Spain Federated Learning In Healthcare Market
- 8.5.1 Spain Federated Learning In Healthcare Market by Deployment Mode
- 8.5.2 Spain Federated Learning In Healthcare Market by End Use
- 8.5.3 Spain Federated Learning In Healthcare Market by Application
8.6 Italy Federated Learning In Healthcare Market
- 8.6.1 Italy Federated Learning In Healthcare Market by Deployment Mode
- 8.6.2 Italy Federated Learning In Healthcare Market by End Use
- 8.6.3 Italy Federated Learning In Healthcare Market by Application
8.7 Rest of Europe Federated Learning In Healthcare Market
- 8.7.1 Rest of Europe Federated Learning In Healthcare Market by Deployment Mode
- 8.7.2 Rest of Europe Federated Learning In Healthcare Market by End Use
- 8.7.3 Rest of Europe 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 Europe Federated Learning In Healthcare Market, 2021 - 2024, USD Thousands
TABLE 2 Europe Federated Learning In Healthcare Market, 2025 - 2032, USD Thousands
TABLE 3 Europe Federated Learning In Healthcare Market by Deployment Mode, 2021 - 2024, USD Thousands
TABLE 4 Europe Federated Learning In Healthcare Market by Deployment Mode, 2025 - 2032, USD Thousands
TABLE 5 Europe On-Premise Market by Country, 2021 - 2024, USD Thousands
TABLE 6 Europe On-Premise Market by Country, 2025 - 2032, USD Thousands
TABLE 7 Europe Cloud-Based Market by Country, 2021 - 2024, USD Thousands
TABLE 8 Europe Cloud-Based Market by Country, 2025 - 2032, USD Thousands
TABLE 9 Europe Federated Learning In Healthcare Market by End Use, 2021 - 2024, USD Thousands
TABLE 10 Europe Federated Learning In Healthcare Market by End Use, 2025 - 2032, USD Thousands
TABLE 11 Europe Hospitals & Healthcare Providers Market by Country, 2021 - 2024, USD Thousands
TABLE 12 Europe Hospitals & Healthcare Providers Market by Country, 2025 - 2032, USD Thousands
TABLE 13 Europe Pharmaceutical & Biotechnology Companies Market by Country, 2021 - 2024, USD Thousands
TABLE 14 Europe Pharmaceutical & Biotechnology Companies Market by Country, 2025 - 2032, USD Thousands
TABLE 15 Europe Research Institutions Market by Country, 2021 - 2024, USD Thousands
TABLE 16 Europe Research Institutions Market by Country, 2025 - 2032, USD Thousands
TABLE 17 Europe Government & Regulatory Bodies Market by Country, 2021 - 2024, USD Thousands
TABLE 18 Europe Government & Regulatory Bodies Market by Country, 2025 - 2032, USD Thousands
TABLE 19 Europe Federated Learning In Healthcare Market by Application, 2021 - 2024, USD Thousands
TABLE 20 Europe Federated Learning In Healthcare Market by Application, 2025 - 2032, USD Thousands
TABLE 21 Europe Drug Discovery & Development Market by Country, 2021 - 2024, USD Thousands
TABLE 22 Europe Drug Discovery & Development Market by Country, 2025 - 2032, USD Thousands
TABLE 23 Europe Medical Imaging Market by Country, 2021 - 2024, USD Thousands
TABLE 24 Europe Medical Imaging Market by Country, 2025 - 2032, USD Thousands
TABLE 25 Europe Electronic Health Records (EHR) Analysis Market by Country, 2021 - 2024, USD Thousands
TABLE 26 Europe Electronic Health Records (EHR) Analysis Market by Country, 2025 - 2032, USD Thousands
TABLE 27 Europe Remote Patient Monitoring Market by Country, 2021 - 2024, USD Thousands
TABLE 28 Europe Remote Patient Monitoring Market by Country, 2025 - 2032, USD Thousands
TABLE 29 Europe Clinical Trials & Other Application Market by Country, 2021 - 2024, USD Thousands
TABLE 30 Europe Clinical Trials & Other Application Market by Country, 2025 - 2032, USD Thousands
TABLE 31 Europe Federated Learning In Healthcare Market by Country, 2021 - 2024, USD Thousands
TABLE 32 Europe Federated Learning In Healthcare Market by Country, 2025 - 2032, USD Thousands
TABLE 33 Germany Federated Learning In Healthcare Market, 2021 - 2024, USD Thousands
TABLE 34 Germany Federated Learning In Healthcare Market, 2025 - 2032, USD Thousands
TABLE 35 Germany Federated Learning In Healthcare Market by Deployment Mode, 2021 - 2024, USD Thousands
TABLE 36 Germany Federated Learning In Healthcare Market by Deployment Mode, 2025 - 2032, USD Thousands
TABLE 37 Germany Federated Learning In Healthcare Market by End Use, 2021 - 2024, USD Thousands
TABLE 38 Germany Federated Learning In Healthcare Market by End Use, 2025 - 2032, USD Thousands
TABLE 39 Germany Federated Learning In Healthcare Market by Application, 2021 - 2024, USD Thousands
TABLE 40 Germany Federated Learning In Healthcare Market by Application, 2025 - 2032, USD Thousands
TABLE 41 UK Federated Learning In Healthcare Market, 2021 - 2024, USD Thousands
TABLE 42 UK Federated Learning In Healthcare Market, 2025 - 2032, USD Thousands
TABLE 43 UK Federated Learning In Healthcare Market by Deployment Mode, 2021 - 2024, USD Thousands
TABLE 44 UK Federated Learning In Healthcare Market by Deployment Mode, 2025 - 2032, USD Thousands
TABLE 45 UK Federated Learning In Healthcare Market by End Use, 2021 - 2024, USD Thousands
TABLE 46 UK Federated Learning In Healthcare Market by End Use, 2025 - 2032, USD Thousands
TABLE 47 UK Federated Learning In Healthcare Market by Application, 2021 - 2024, USD Thousands
TABLE 48 UK Federated Learning In Healthcare Market by Application, 2025 - 2032, USD Thousands
TABLE 49 France Federated Learning In Healthcare Market, 2021 - 2024, USD Thousands
TABLE 50 France Federated Learning In Healthcare Market, 2025 - 2032, USD Thousands
TABLE 51 France Federated Learning In Healthcare Market by Deployment Mode, 2021 - 2024, USD Thousands
TABLE 52 France Federated Learning In Healthcare Market by Deployment Mode, 2025 - 2032, USD Thousands
TABLE 53 France Federated Learning In Healthcare Market by End Use, 2021 - 2024, USD Thousands
TABLE 54 France Federated Learning In Healthcare Market by End Use, 2025 - 2032, USD Thousands
TABLE 55 France Federated Learning In Healthcare Market by Application, 2021 - 2024, USD Thousands
TABLE 56 France Federated Learning In Healthcare Market by Application, 2025 - 2032, USD Thousands
TABLE 57 Russia Federated Learning In Healthcare Market, 2021 - 2024, USD Thousands
TABLE 58 Russia Federated Learning In Healthcare Market, 2025 - 2032, USD Thousands
TABLE 59 Russia Federated Learning In Healthcare Market by Deployment Mode, 2021 - 2024, USD Thousands
TABLE 60 Russia Federated Learning In Healthcare Market by Deployment Mode, 2025 - 2032, USD Thousands
TABLE 61 Russia Federated Learning In Healthcare Market by End Use, 2021 - 2024, USD Thousands
TABLE 62 Russia Federated Learning In Healthcare Market by End Use, 2025 - 2032, USD Thousands
TABLE 63 Russia Federated Learning In Healthcare Market by Application, 2021 - 2024, USD Thousands
TABLE 64 Russia Federated Learning In Healthcare Market by Application, 2025 - 2032, USD Thousands
TABLE 65 Spain Federated Learning In Healthcare Market, 2021 - 2024, USD Thousands
TABLE 66 Spain Federated Learning In Healthcare Market, 2025 - 2032, USD Thousands
TABLE 67 Spain Federated Learning In Healthcare Market by Deployment Mode, 2021 - 2024, USD Thousands
TABLE 68 Spain Federated Learning In Healthcare Market by Deployment Mode, 2025 - 2032, USD Thousands
TABLE 69 Spain Federated Learning In Healthcare Market by End Use, 2021 - 2024, USD Thousands
TABLE 70 Spain Federated Learning In Healthcare Market by End Use, 2025 - 2032, USD Thousands
TABLE 71 Spain Federated Learning In Healthcare Market by Application, 2021 - 2024, USD Thousands
TABLE 72 Spain Federated Learning In Healthcare Market by Application, 2025 - 2032, USD Thousands
TABLE 73 Italy Federated Learning In Healthcare Market, 2021 - 2024, USD Thousands
TABLE 74 Italy Federated Learning In Healthcare Market, 2025 - 2032, USD Thousands
TABLE 75 Italy Federated Learning In Healthcare Market by Deployment Mode, 2021 - 2024, USD Thousands
TABLE 76 Italy Federated Learning In Healthcare Market by Deployment Mode, 2025 - 2032, USD Thousands
TABLE 77 Italy Federated Learning In Healthcare Market by End Use, 2021 - 2024, USD Thousands
TABLE 78 Italy Federated Learning In Healthcare Market by End Use, 2025 - 2032, USD Thousands
TABLE 79 Italy Federated Learning In Healthcare Market by Application, 2021 - 2024, USD Thousands
TABLE 80 Italy Federated Learning In Healthcare Market by Application, 2025 - 2032, USD Thousands
TABLE 81 Rest of Europe Federated Learning In Healthcare Market, 2021 - 2024, USD Thousands
TABLE 82 Rest of Europe Federated Learning In Healthcare Market, 2025 - 2032, USD Thousands
TABLE 83 Rest of Europe Federated Learning In Healthcare Market by Deployment Mode, 2021 - 2024, USD Thousands
TABLE 84 Rest of Europe Federated Learning In Healthcare Market by Deployment Mode, 2025 - 2032, USD Thousands
TABLE 85 Rest of Europe Federated Learning In Healthcare Market by End Use, 2021 - 2024, USD Thousands
TABLE 86 Rest of Europe Federated Learning In Healthcare Market by End Use, 2025 - 2032, USD Thousands
TABLE 87 Rest of Europe Federated Learning In Healthcare Market by Application, 2021 - 2024, USD Thousands
TABLE 88 Rest of Europe Federated Learning In Healthcare Market by Application, 2025 - 2032, USD Thousands
TABLE 89 Key Information - GE HealthCare Technologies, Inc.
TABLE 90 Key Information - Google LLC
TABLE 91 Key Information - IBM Corporation
TABLE 92 Key Information - Microsoft Corporation
TABLE 93 Key Information - Siemens Healthineers AG
TABLE 94 Key Information - Medtronic PLC
TABLE 95 Key Information - NVIDIA Corporation
TABLE 96 Key Information - Intel Corporation
TABLE 97 Key Information - Health Catalyst, Inc.
TABLE 98 Key Information - Owkin

LIST OF FIGURES

FIG 1 Methodology for the research
FIG 2 Europe 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 Europe Federated Learning In Healthcare Market share by Deployment Mode, 2024
FIG 7 Europe Federated Learning In Healthcare Market share by Deployment Mode, 2032
FIG 8 Europe Federated Learning In Healthcare Market by Deployment Mode, 2021 - 2032, USD Thousands
FIG 9 Europe Federated Learning In Healthcare Market share by End Use, 2024
FIG 10 Europe Federated Learning In Healthcare Market share by End Use, 2032
FIG 11 Europe Federated Learning In Healthcare Market by End Use, 2021 - 2032, USD Thousands
FIG 12 Europe Federated Learning In Healthcare Market share by Application, 2024
FIG 13 Europe Federated Learning In Healthcare Market share by Application, 2032
FIG 14 Europe Federated Learning In Healthcare Market by Application, 2021 - 2032, USD Thousands
FIG 15 Europe Federated Learning In Healthcare Market share by Country, 2024
FIG 16 Europe Federated Learning In Healthcare Market share by Country, 2032
FIG 17 Europe 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.

Europe 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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