Market overview
The global federated learning healthcare market is worth USD 78 mn in 2026 and is forecast to reach USD 571 mn by 2036, growing at a 22.0% CAGR. United States is the largest country market and Platform software is the largest by component segment.
| Scope | Software platforms that train artificial intelligence models across hospitals and research sites without moving patient data, sold with services to health systems, pharma and imaging networks. |
|---|---|
| Industry | Healthcare |
| Value 2025 | USD 62 mn |
| Value 2026 | USD 78 mn |
| Value 2036 | USD 571 mn |
| CAGR 2026-2036 | 22.0% |
| Volume 2026 | 403 installations |
| Volume 2036 | 2,945 installations |
| Average price 2026 | USD 193,800 per installation |
| Report price | Starts from USD 1,999 |
| Published | November 2026 |
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Federated Learning Healthcare market size and forecast, 2026-2036
Source: Compare Market Research analysis.
© 2026 Compare Market Research. All rights reserved.
| Year | Market value |
|---|---|
| 2026 | USD 78 mn |
| 2027 | USD 95 mn |
| 2028 | USD 116 mn |
| 2029 | USD 142 mn |
| 2030 | USD 173 mn |
| 2031 | USD 211 mn |
| 2032 | USD 258 mn |
| 2033 | USD 314 mn |
| 2034 | USD 383 mn |
| 2035 | USD 468 mn |
| 2036 | USD 571 mn |
Federated Learning Healthcare market segmentation
By component
Source: Compare Market Research analysis.
© 2026 Compare Market Research. All rights reserved.
| Segment | Share 2026 | Share 2036 | Value 2026 | CAGR 2026-36 |
|---|---|---|---|---|
| Platform software | 50.0% | 45.9% | USD 39 mn | 21.0% |
| Integration services | 28.0% | 30.3% | USD 22 mn | 23.0% |
| Managed services | 22.0% | 23.8% | USD 17 mn | 23.0% |
By use
Source: Compare Market Research analysis.
© 2026 Compare Market Research. All rights reserved.
| Segment | Share 2026 | Share 2036 | Value 2026 | CAGR 2026-36 |
|---|---|---|---|---|
| Medical imaging | 38.0% | 40.9% | USD 30 mn | 22.9% |
| Drug discovery and trials | 30.0% | 32.3% | USD 23 mn | 22.9% |
| Clinical prediction | 32.0% | 26.9% | USD 25 mn | 19.9% |
By buyer
| Segment | Share 2026 | Share 2036 | Value 2026 | CAGR 2026-36 |
|---|---|---|---|---|
| Pharma and biotech | 42.0% | 48.7% | USD 33 mn | 23.8% |
| Hospitals and academic centres | 38.0% | 34.5% | USD 30 mn | 20.8% |
| Technology and imaging companies | 20.0% | 16.7% | USD 16 mn | 19.8% |
By deployment
| Segment | Share 2026 | Share 2036 | Value 2026 | CAGR 2026-36 |
|---|---|---|---|---|
| Cloud | 52.0% | 64.0% | USD 41 mn | 24.6% |
| On-premises | 30.0% | 20.0% | USD 23 mn | 17.1% |
| Hybrid | 18.0% | 16.0% | USD 14 mn | 20.6% |
By data modality
| Segment | Share 2026 | Share 2036 | Value 2026 | CAGR 2026-36 |
|---|---|---|---|---|
| Imaging | 34.0% | 30.0% | USD 27 mn | 20.5% |
| Health records and clinical | 26.0% | 26.0% | USD 20 mn | 22.0% |
| Genomic and omics | 22.0% | 26.0% | USD 17 mn | 24.1% |
| Wearable and sensor | 18.0% | 18.0% | USD 14 mn | 22.0% |
Top 25 countries for federated learning healthcare by revenue
Countries are ranked by revenue earned from sales in the country, not by where the product is made. The ten largest hold 97.5% of 2026 revenue and the 25 countries below together hold 99.4%.
Source: Compare Market Research analysis.
© 2026 Compare Market Research. All rights reserved.
| # | Country | Value 2026 | Share 2026 | Value 2036 | CAGR 2026-36 |
|---|---|---|---|---|---|
| 1 | United States | USD 38 mn | 48.0% | USD 256 mn | 21.2% |
| 2 | United Kingdom | USD 7.0 mn | 9.0% | USD 52 mn | 22.1% |
| 3 | Germany | USD 6.2 mn | 8.0% | USD 46 mn | 22.1% |
| 4 | France | USD 5.5 mn | 7.0% | USD 41 mn | 22.2% |
| 5 | China | USD 4.7 mn | 6.0% | USD 48 mn | 26.2% |
| 6 | Switzerland | USD 3.9 mn | 5.0% | USD 29 mn | 22.2% |
| 7 | Netherlands | USD 3.1 mn | 4.0% | USD 23 mn | 22.3% |
| 8 | Canada | USD 3.1 mn | 4.0% | USD 23 mn | 22.3% |
| 9 | Japan | USD 2.7 mn | 3.5% | USD 17 mn | 20.1% |
| 10 | Singapore | USD 2.3 mn | 3.0% | USD 21 mn | 24.2% |
| 11 | South Korea | USD 0.16 mn | 0.2% | USD 1.1 mn | 21.4% |
| 12 | Israel | USD 0.14 mn | 0.2% | USD 0.97 mn | 21.3% |
| 13 | Australia | USD 0.14 mn | 0.2% | USD 0.97 mn | 21.3% |
| 14 | Sweden | USD 0.12 mn | 0.2% | USD 0.86 mn | 21.2% |
| 15 | India | USD 0.12 mn | 0.2% | USD 1.3 mn | 25.9% |
| 16 | Spain | USD 0.10 mn | 0.1% | USD 0.68 mn | 21.0% |
| 17 | Italy | USD 0.10 mn | 0.1% | USD 0.68 mn | 21.0% |
| 18 | Denmark | USD 0.10 mn | 0.1% | USD 0.68 mn | 21.0% |
| 19 | Belgium | USD 78 thousand | 0.1% | USD 0.57 mn | 22.0% |
| 20 | Ireland | USD 78 thousand | 0.1% | USD 0.57 mn | 22.0% |
| 21 | United Arab Emirates | USD 78 thousand | 0.1% | USD 0.68 mn | 24.2% |
| 22 | Finland | USD 62 thousand | 0.08% | USD 0.40 mn | 20.4% |
| 23 | Norway | USD 62 thousand | 0.08% | USD 0.40 mn | 20.4% |
| 24 | Austria | USD 62 thousand | 0.08% | USD 0.40 mn | 20.4% |
| 25 | Saudi Arabia | USD 62 thousand | 0.08% | USD 0.51 mn | 23.4% |
| Rest of world | USD 0.47 mn | 0.6% | USD 3.5 mn | 22.2% |
Source: Compare Market Research analysis.
© 2026 Compare Market Research. All rights reserved.
Competitive landscape
Group 1: Global leaders
- NVIDIA
- Owkin
- Intel
- Lifebit
- IBM
- Microsoft
Group 2: Regional and specialist players
- Rhino Health
- Apheris
- Duality Technologies
- Flower Labs
- Bitfount
- Tripleblind
Group 3: Emerging and niche players
- Sherpa.ai
- Devron
- TensorOpera
- Enveil
- Inpher
Research methodology
Every figure on this page comes from the research framework that we apply to all of the markets we cover. The 2025 base for the federated learning healthcare market is built from the volume sold and the price that buyers pay, and is cross-checked against the size of the wider industry the market belongs to. Where a market can be sized in more than one way, the routes are compared before a figure is set.
The forecast runs year by year from the 2025 base to 2036. Growth in each year reflects demand from the industries that buy the product, adoption of new technology, pricing, regulation and replacement cycles. Volume and price are modelled together, so revenue in each year equals volume multiplied by average price. The 2026 to 2036 compound annual growth rate of 22.0% is calculated from the resulting values.
The market is divided by component, by use, by buyer, by deployment, by data modality. The 25 largest countries are ranked by revenue earned from sales to buyers in each country, not by where the product is made. Segment values and country values add up to the market total in every year, and every report is checked for consistency before it is published.
Companies are placed in three groups: global leaders, regional and specialist players, and emerging and niche players. The groups describe how companies compete in the market. They are not a ranking and they are not market shares.
Our analysts also carry out primary research. Customized reports add interviews with key opinion leaders, such as senior executives, technical specialists and buyers, to test the assumptions behind the numbers for the question being asked.
Frequently asked questions
How big is the federated learning healthcare market?
The global federated learning healthcare market is estimated at USD 62 mn in 2025 and USD 78 mn in 2026.
How fast will the federated learning healthcare market grow?
It is forecast to reach USD 571 mn by 2036, a compound annual growth rate of 22.0% from 2026, an increase of USD 493 mn.
Which country is the largest market for federated learning healthcare?
United States is the largest market by revenue at USD 38 mn in 2026, 48.0% of the global total. The three largest countries together hold 65.0%.
Which country is growing fastest?
Among the ten largest markets, China is growing fastest at 26.2% a year from 2026 to 2036.
Which federated learning healthcare segment is largest?
In the by component split, Platform software is the largest segment with 50.0% of 2026 revenue.
Who are the leading federated learning healthcare companies?
Global leaders include NVIDIA, Owkin, Intel, Lifebit.
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