LAMEA 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 Latin America, Middle East and Africa Federated Learning In Healthcare Market would witness market growth of 18.3% CAGR during the forecast period (2025-2032).

The Brazil market dominated the LAMEA 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 $1,535.4 Thousands by 2032. The Argentina market is showcasing a CAGR of 19% during (2025 - 2032). Additionally, The UAE market would register a CAGR of 17.1% during (2025 - 2032).

Pharmaceutical companies also embrace federated learning to streamline drug development and clinical trials. Collaborating with hospitals and research organizations allows these companies to access diverse datasets to refine drug discovery processes without navigating complex data-sharing agreements. Technology providers, including cloud computing companies and AI platform developers, are also driving adoption by offering federated learning tools tailored for healthcare.

Government and regulatory bodies support adoption by promoting frameworks aligning federated learning with data protection regulations. Initiatives like the European Health Data Space (EHDS) encourage using privacy-preserving technologies like FL to facilitate cross-border health research. As regulatory support grows, more healthcare organizations will likely adopt federated learning to comply with privacy laws while advancing medical innovation.

FL in healthcare is an emerging technology that enables decentralized data processing, allowing healthcare organizations to collaborate on machine learning models without sharing sensitive patient data. In Saudi Arabia, the steady increase in healthcare expenditure to 5.97% of GDP in 2021, coupled with a high prevalence of diabetes (17.7% of the adult population), highlights a growing demand for advanced healthcare solutions. Likewise, in South Africa, the healthcare expenditure reached approximately 8.27% of GDP in 2021, reflecting its commitment to improving its healthcare system. Similarly, in Brazil, with healthcare expenditure accounting for 9.89% of GDP in 2021 and an increasing focus on improving healthcare services, Federated Learning is poised to impact the country's healthcare landscape significantly. Also, in the Middle East, where cardiovascular disease (CVD) prevalence is high (10.1%) and risk factors like dyslipidemia (43.3%) are rampant, the need for multifaceted interventions is urgent. In conclusion, rising healthcare spending and the growing prevalence of chronic diseases like diabetes, hypertension, and cardiovascular conditions in Saudi Arabia, South Africa, Brazil, and the Middle East are fuelling the growth of the market.

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 Brazil, Argentina, UAE, Saudi Arabia, South Africa, Nigeria, and Rest of LAMEA.

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

LAMEA 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

Brazil
Argentina
UAE
Saudi Arabia
South Africa
Nigeria
Rest of LAMEA

Chapter 1. Market Scope & Methodology

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

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

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

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

Chapter 7. LAMEA Federated Learning In Healthcare Market by Application

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

Chapter 8. LAMEA Federated Learning In Healthcare Market by Country

8.1 Brazil Federated Learning In Healthcare Market
- 8.1.1 Brazil Federated Learning In Healthcare Market by Deployment Mode
- 8.1.2 Brazil Federated Learning In Healthcare Market by End Use
- 8.1.3 Brazil Federated Learning In Healthcare Market by Application
8.2 Argentina Federated Learning In Healthcare Market
- 8.2.1 Argentina Federated Learning In Healthcare Market by Deployment Mode
- 8.2.2 Argentina Federated Learning In Healthcare Market by End Use
- 8.2.3 Argentina Federated Learning In Healthcare Market by Application
8.3 UAE Federated Learning In Healthcare Market
- 8.3.1 UAE Federated Learning In Healthcare Market by Deployment Mode
- 8.3.2 UAE Federated Learning In Healthcare Market by End Use
- 8.3.3 UAE Federated Learning In Healthcare Market by Application
8.4 Saudi Arabia Federated Learning In Healthcare Market
- 8.4.1 Saudi Arabia Federated Learning In Healthcare Market by Deployment Mode
- 8.4.2 Saudi Arabia Federated Learning In Healthcare Market by End Use
- 8.4.3 Saudi Arabia Federated Learning In Healthcare Market by Application
8.5 South Africa Federated Learning In Healthcare Market
- 8.5.1 South Africa Federated Learning In Healthcare Market by Deployment Mode
- 8.5.2 South Africa Federated Learning In Healthcare Market by End Use
- 8.5.3 South Africa Federated Learning In Healthcare Market by Application
8.6 Nigeria Federated Learning In Healthcare Market
- 8.6.1 Nigeria Federated Learning In Healthcare Market by Deployment Mode
- 8.6.2 Nigeria Federated Learning In Healthcare Market by End Use
- 8.6.3 Nigeria Federated Learning In Healthcare Market by Application
8.7 Rest of LAMEA Federated Learning In Healthcare Market
- 8.7.1 Rest of LAMEA Federated Learning In Healthcare Market by Deployment Mode
- 8.7.2 Rest of LAMEA Federated Learning In Healthcare Market by End Use
- 8.7.3 Rest of LAMEA 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 LAMEA Federated Learning In Healthcare Market, 2021 - 2024, USD Thousands
TABLE 2 LAMEA Federated Learning In Healthcare Market, 2025 - 2032, USD Thousands
TABLE 3 LAMEA Federated Learning In Healthcare Market by Deployment Mode, 2021 - 2024, USD Thousands
TABLE 4 LAMEA Federated Learning In Healthcare Market by Deployment Mode, 2025 - 2032, USD Thousands
TABLE 5 LAMEA On-Premise Market by Country, 2021 - 2024, USD Thousands
TABLE 6 LAMEA On-Premise Market by Country, 2025 - 2032, USD Thousands
TABLE 7 LAMEA Cloud-Based Market by Country, 2021 - 2024, USD Thousands
TABLE 8 LAMEA Cloud-Based Market by Country, 2025 - 2032, USD Thousands
TABLE 9 LAMEA Federated Learning In Healthcare Market by End Use, 2021 - 2024, USD Thousands
TABLE 10 LAMEA Federated Learning In Healthcare Market by End Use, 2025 - 2032, USD Thousands
TABLE 11 LAMEA Hospitals & Healthcare Providers Market by Country, 2021 - 2024, USD Thousands
TABLE 12 LAMEA Hospitals & Healthcare Providers Market by Country, 2025 - 2032, USD Thousands
TABLE 13 LAMEA Pharmaceutical & Biotechnology Companies Market by Country, 2021 - 2024, USD Thousands
TABLE 14 LAMEA Pharmaceutical & Biotechnology Companies Market by Country, 2025 - 2032, USD Thousands
TABLE 15 LAMEA Research Institutions Market by Country, 2021 - 2024, USD Thousands
TABLE 16 LAMEA Research Institutions Market by Country, 2025 - 2032, USD Thousands
TABLE 17 LAMEA Government & Regulatory Bodies Market by Country, 2021 - 2024, USD Thousands
TABLE 18 LAMEA Government & Regulatory Bodies Market by Country, 2025 - 2032, USD Thousands
TABLE 19 LAMEA Federated Learning In Healthcare Market by Application, 2021 - 2024, USD Thousands
TABLE 20 LAMEA Federated Learning In Healthcare Market by Application, 2025 - 2032, USD Thousands
TABLE 21 LAMEA Drug Discovery & Development Market by Country, 2021 - 2024, USD Thousands
TABLE 22 LAMEA Drug Discovery & Development Market by Country, 2025 - 2032, USD Thousands
TABLE 23 LAMEA Medical Imaging Market by Country, 2021 - 2024, USD Thousands
TABLE 24 LAMEA Medical Imaging Market by Country, 2025 - 2032, USD Thousands
TABLE 25 LAMEA Electronic Health Records (EHR) Analysis Market by Country, 2021 - 2024, USD Thousands
TABLE 26 LAMEA Electronic Health Records (EHR) Analysis Market by Country, 2025 - 2032, USD Thousands
TABLE 27 LAMEA Remote Patient Monitoring Market by Country, 2021 - 2024, USD Thousands
TABLE 28 LAMEA Remote Patient Monitoring Market by Country, 2025 - 2032, USD Thousands
TABLE 29 LAMEA Clinical Trials & Other Application Market by Country, 2021 - 2024, USD Thousands
TABLE 30 LAMEA Clinical Trials & Other Application Market by Country, 2025 - 2032, USD Thousands
TABLE 31 LAMEA Federated Learning In Healthcare Market by Country, 2021 - 2024, USD Thousands
TABLE 32 LAMEA Federated Learning In Healthcare Market by Country, 2025 - 2032, USD Thousands
TABLE 33 Brazil Federated Learning In Healthcare Market, 2021 - 2024, USD Thousands
TABLE 34 Brazil Federated Learning In Healthcare Market, 2025 - 2032, USD Thousands
TABLE 35 Brazil Federated Learning In Healthcare Market by Deployment Mode, 2021 - 2024, USD Thousands
TABLE 36 Brazil Federated Learning In Healthcare Market by Deployment Mode, 2025 - 2032, USD Thousands
TABLE 37 Brazil Federated Learning In Healthcare Market by End Use, 2021 - 2024, USD Thousands
TABLE 38 Brazil Federated Learning In Healthcare Market by End Use, 2025 - 2032, USD Thousands
TABLE 39 Brazil Federated Learning In Healthcare Market by Application, 2021 - 2024, USD Thousands
TABLE 40 Brazil Federated Learning In Healthcare Market by Application, 2025 - 2032, USD Thousands
TABLE 41 Argentina Federated Learning In Healthcare Market, 2021 - 2024, USD Thousands
TABLE 42 Argentina Federated Learning In Healthcare Market, 2025 - 2032, USD Thousands
TABLE 43 Argentina Federated Learning In Healthcare Market by Deployment Mode, 2021 - 2024, USD Thousands
TABLE 44 Argentina Federated Learning In Healthcare Market by Deployment Mode, 2025 - 2032, USD Thousands
TABLE 45 Argentina Federated Learning In Healthcare Market by End Use, 2021 - 2024, USD Thousands
TABLE 46 Argentina Federated Learning In Healthcare Market by End Use, 2025 - 2032, USD Thousands
TABLE 47 Argentina Federated Learning In Healthcare Market by Application, 2021 - 2024, USD Thousands
TABLE 48 Argentina Federated Learning In Healthcare Market by Application, 2025 - 2032, USD Thousands
TABLE 49 UAE Federated Learning In Healthcare Market, 2021 - 2024, USD Thousands
TABLE 50 UAE Federated Learning In Healthcare Market, 2025 - 2032, USD Thousands
TABLE 51 UAE Federated Learning In Healthcare Market by Deployment Mode, 2021 - 2024, USD Thousands
TABLE 52 UAE Federated Learning In Healthcare Market by Deployment Mode, 2025 - 2032, USD Thousands
TABLE 53 UAE Federated Learning In Healthcare Market by End Use, 2021 - 2024, USD Thousands
TABLE 54 UAE Federated Learning In Healthcare Market by End Use, 2025 - 2032, USD Thousands
TABLE 55 UAE Federated Learning In Healthcare Market by Application, 2021 - 2024, USD Thousands
TABLE 56 UAE Federated Learning In Healthcare Market by Application, 2025 - 2032, USD Thousands
TABLE 57 Saudi Arabia Federated Learning In Healthcare Market, 2021 - 2024, USD Thousands
TABLE 58 Saudi Arabia Federated Learning In Healthcare Market, 2025 - 2032, USD Thousands
TABLE 59 Saudi Arabia Federated Learning In Healthcare Market by Deployment Mode, 2021 - 2024, USD Thousands
TABLE 60 Saudi Arabia Federated Learning In Healthcare Market by Deployment Mode, 2025 - 2032, USD Thousands
TABLE 61 Saudi Arabia Federated Learning In Healthcare Market by End Use, 2021 - 2024, USD Thousands
TABLE 62 Saudi Arabia Federated Learning In Healthcare Market by End Use, 2025 - 2032, USD Thousands
TABLE 63 Saudi Arabia Federated Learning In Healthcare Market by Application, 2021 - 2024, USD Thousands
TABLE 64 Saudi Arabia Federated Learning In Healthcare Market by Application, 2025 - 2032, USD Thousands
TABLE 65 South Africa Federated Learning In Healthcare Market, 2021 - 2024, USD Thousands
TABLE 66 South Africa Federated Learning In Healthcare Market, 2025 - 2032, USD Thousands
TABLE 67 South Africa Federated Learning In Healthcare Market by Deployment Mode, 2021 - 2024, USD Thousands
TABLE 68 South Africa Federated Learning In Healthcare Market by Deployment Mode, 2025 - 2032, USD Thousands
TABLE 69 South Africa Federated Learning In Healthcare Market by End Use, 2021 - 2024, USD Thousands
TABLE 70 South Africa Federated Learning In Healthcare Market by End Use, 2025 - 2032, USD Thousands
TABLE 71 South Africa Federated Learning In Healthcare Market by Application, 2021 - 2024, USD Thousands
TABLE 72 South Africa Federated Learning In Healthcare Market by Application, 2025 - 2032, USD Thousands
TABLE 73 Nigeria Federated Learning In Healthcare Market, 2021 - 2024, USD Thousands
TABLE 74 Nigeria Federated Learning In Healthcare Market, 2025 - 2032, USD Thousands
TABLE 75 Nigeria Federated Learning In Healthcare Market by Deployment Mode, 2021 - 2024, USD Thousands
TABLE 76 Nigeria Federated Learning In Healthcare Market by Deployment Mode, 2025 - 2032, USD Thousands
TABLE 77 Nigeria Federated Learning In Healthcare Market by End Use, 2021 - 2024, USD Thousands
TABLE 78 Nigeria Federated Learning In Healthcare Market by End Use, 2025 - 2032, USD Thousands
TABLE 79 Nigeria Federated Learning In Healthcare Market by Application, 2021 - 2024, USD Thousands
TABLE 80 Nigeria Federated Learning In Healthcare Market by Application, 2025 - 2032, USD Thousands
TABLE 81 Rest of LAMEA Federated Learning In Healthcare Market, 2021 - 2024, USD Thousands
TABLE 82 Rest of LAMEA Federated Learning In Healthcare Market, 2025 - 2032, USD Thousands
TABLE 83 Rest of LAMEA Federated Learning In Healthcare Market by Deployment Mode, 2021 - 2024, USD Thousands
TABLE 84 Rest of LAMEA Federated Learning In Healthcare Market by Deployment Mode, 2025 - 2032, USD Thousands
TABLE 85 Rest of LAMEA Federated Learning In Healthcare Market by End Use, 2021 - 2024, USD Thousands
TABLE 86 Rest of LAMEA Federated Learning In Healthcare Market by End Use, 2025 - 2032, USD Thousands
TABLE 87 Rest of LAMEA Federated Learning In Healthcare Market by Application, 2021 - 2024, USD Thousands
TABLE 88 Rest of LAMEA 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 LAMEA 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 LAMEA Federated Learning In Healthcare Market share by Deployment Mode, 2024
FIG 7 LAMEA Federated Learning In Healthcare Market share by Deployment Mode, 2032
FIG 8 LAMEA Federated Learning In Healthcare Market by Deployment Mode, 2021 - 2032, USD Thousands
FIG 9 LAMEA Federated Learning In Healthcare Market share by End Use, 2024
FIG 10 LAMEA Federated Learning In Healthcare Market share by End Use, 2032
FIG 11 LAMEA Federated Learning In Healthcare Market by End Use, 2021 - 2032, USD Thousands
FIG 12 LAMEA Federated Learning In Healthcare Market share by Application, 2024
FIG 13 LAMEA Federated Learning In Healthcare Market share by Application, 2032
FIG 14 LAMEA Federated Learning In Healthcare Market by Application, 2021 - 2032, USD Thousands
FIG 15 LAMEA Federated Learning In Healthcare Market share by Country, 2024
FIG 16 LAMEA Federated Learning In Healthcare Market share by Country, 2032
FIG 17 LAMEA 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.

LAMEA 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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