CompareMarketResearchRequest a sample
Home / Healthcare / Federated Learning Healthcare

Healthcare · Market report

Federated Learning Healthcare Market Size, Share and Forecast 2026-2036

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.

USD 78 mnMarket size 2026
USD 571 mnForecast 2036
22.0%CAGR 2026-2036
United StatesLargest country

Request a free sample Jump to the forecast

Report price: Starts from USD 1,999

5 segmentation views25 countries2026 to 2036 yearly forecast

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.

ScopeSoftware 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.
IndustryHealthcare
Value 2025USD 62 mn
Value 2026USD 78 mn
Value 2036USD 571 mn
CAGR 2026-203622.0%
Volume 2026403 installations
Volume 20362,945 installations
Average price 2026USD 193,800 per installation
Report priceStarts from USD 1,999
PublishedNovember 2026

Request a free sample of this report

Federated Learning Healthcare market size and forecast, 2026-2036

Exhibit 1The global federated learning healthcare market is forecast to grow from USD 78 mn in 2026 to USD 571 mn by 2036, more than five times its 2026 sizeGlobal market value in USD: 2025 base year, 2026 estimate and forecast to 2036. CAGR 2026 to 2036: 22.0%
Federated Learning Healthcare market value, 2025 to 2036Market value by year. 2025: USD 62 mn; 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. Compound annual growth rate 2026 to 2036: 22.0%.202578 mn2026211 mn2031571 mn203622.0% CAGR

Source: Compare Market Research analysis.
© 2026 Compare Market Research. All rights reserved.

YearMarket value
2026USD 78 mn
2027USD 95 mn
2028USD 116 mn
2029USD 142 mn
2030USD 173 mn
2031USD 211 mn
2032USD 258 mn
2033USD 314 mn
2034USD 383 mn
2035USD 468 mn
2036USD 571 mn

Federated Learning Healthcare market segmentation

By component

Exhibit 2Platform software is the largest segment by component, with 50.0% of 2026 revenueEstimated share of 2026 global revenue, by component
Federated Learning Healthcare market share by component, 2026Share of 2026 revenue by component. Platform software: 50.0%; Integration services: 28.0%; Managed services: 22.0%.Platform software50.0%Integration services28.0%Managed services22.0%

Source: Compare Market Research analysis.
© 2026 Compare Market Research. All rights reserved.

SegmentShare 2026Share 2036Value 2026CAGR 2026-36
Platform software50.0%45.9%USD 39 mn21.0%
Integration services28.0%30.3%USD 22 mn23.0%
Managed services22.0%23.8%USD 17 mn23.0%

By use

Exhibit 3Medical imaging adds the most revenue by use, growing from USD 30 mn in 2026 to USD 233 mn by 2036Estimated revenue in USD by use, 2026 and 2036 forecast
Federated Learning Healthcare market by use, 2026 and 2036Revenue by use in 2026 and 2036. Medical imaging: USD 30 mn in 2026, USD 233 mn in 2036, change +685%; Drug discovery and trials: USD 23 mn in 2026, USD 184 mn in 2036, change +685%; Clinical prediction: USD 25 mn in 2026, USD 153 mn in 2036, change +514%.20262036 forecastChangeMedical imaging+685%30 mn233 mnDrug discovery and trials+685%23 mn184 mnClinical prediction+514%25 mn153 mn

Source: Compare Market Research analysis.
© 2026 Compare Market Research. All rights reserved.

SegmentShare 2026Share 2036Value 2026CAGR 2026-36
Medical imaging38.0%40.9%USD 30 mn22.9%
Drug discovery and trials30.0%32.3%USD 23 mn22.9%
Clinical prediction32.0%26.9%USD 25 mn19.9%

By buyer

SegmentShare 2026Share 2036Value 2026CAGR 2026-36
Pharma and biotech42.0%48.7%USD 33 mn23.8%
Hospitals and academic centres38.0%34.5%USD 30 mn20.8%
Technology and imaging companies20.0%16.7%USD 16 mn19.8%

By deployment

SegmentShare 2026Share 2036Value 2026CAGR 2026-36
Cloud52.0%64.0%USD 41 mn24.6%
On-premises30.0%20.0%USD 23 mn17.1%
Hybrid18.0%16.0%USD 14 mn20.6%

By data modality

SegmentShare 2026Share 2036Value 2026CAGR 2026-36
Imaging34.0%30.0%USD 27 mn20.5%
Health records and clinical26.0%26.0%USD 20 mn22.0%
Genomic and omics22.0%26.0%USD 17 mn24.1%
Wearable and sensor18.0%18.0%USD 14 mn22.0%

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%.

Exhibit 4United States is the largest country market at USD 38 mn in 2026, and the three largest countries hold 65.0% of global revenueEstimated 2026 revenue in USD and share of the global market, ten largest countries
Federated Learning Healthcare market, ten largest countries in 2026Ten largest countries by 2026 revenue. United States: USD 38 mn, 48.0%; United Kingdom: USD 7.0 mn, 9.0%; Germany: USD 6.2 mn, 8.0%; France: USD 5.5 mn, 7.0%; China: USD 4.7 mn, 6.0%; Switzerland: USD 3.9 mn, 5.0%; Netherlands: USD 3.1 mn, 4.0%; Canada: USD 3.1 mn, 4.0%; Japan: USD 2.7 mn, 3.5%; Singapore: USD 2.3 mn, 3.0%.United States38 mn 48.0%United Kingdom7.0 mn 9.0%Germany6.2 mn 8.0%France5.5 mn 7.0%China4.7 mn 6.0%Switzerland3.9 mn 5.0%Netherlands3.1 mn 4.0%Canada3.1 mn 4.0%Japan2.7 mn 3.5%Singapore2.3 mn 3.0%

Source: Compare Market Research analysis.
© 2026 Compare Market Research. All rights reserved.

#CountryValue 2026Share 2026Value 2036CAGR 2026-36
1United StatesUSD 38 mn48.0%USD 256 mn21.2%
2United KingdomUSD 7.0 mn9.0%USD 52 mn22.1%
3GermanyUSD 6.2 mn8.0%USD 46 mn22.1%
4FranceUSD 5.5 mn7.0%USD 41 mn22.2%
5ChinaUSD 4.7 mn6.0%USD 48 mn26.2%
6SwitzerlandUSD 3.9 mn5.0%USD 29 mn22.2%
7NetherlandsUSD 3.1 mn4.0%USD 23 mn22.3%
8CanadaUSD 3.1 mn4.0%USD 23 mn22.3%
9JapanUSD 2.7 mn3.5%USD 17 mn20.1%
10SingaporeUSD 2.3 mn3.0%USD 21 mn24.2%
11South KoreaUSD 0.16 mn0.2%USD 1.1 mn21.4%
12IsraelUSD 0.14 mn0.2%USD 0.97 mn21.3%
13AustraliaUSD 0.14 mn0.2%USD 0.97 mn21.3%
14SwedenUSD 0.12 mn0.2%USD 0.86 mn21.2%
15IndiaUSD 0.12 mn0.2%USD 1.3 mn25.9%
16SpainUSD 0.10 mn0.1%USD 0.68 mn21.0%
17ItalyUSD 0.10 mn0.1%USD 0.68 mn21.0%
18DenmarkUSD 0.10 mn0.1%USD 0.68 mn21.0%
19BelgiumUSD 78 thousand0.1%USD 0.57 mn22.0%
20IrelandUSD 78 thousand0.1%USD 0.57 mn22.0%
21United Arab EmiratesUSD 78 thousand0.1%USD 0.68 mn24.2%
22FinlandUSD 62 thousand0.08%USD 0.40 mn20.4%
23NorwayUSD 62 thousand0.08%USD 0.40 mn20.4%
24AustriaUSD 62 thousand0.08%USD 0.40 mn20.4%
25Saudi ArabiaUSD 62 thousand0.08%USD 0.51 mn23.4%
Rest of worldUSD 0.47 mn0.6%USD 3.5 mn22.2%
Exhibit 5United States and United Kingdom account for 54% of the USD 493 mn the market is forecast to add by 2036Forecast revenue added between 2026 and 2036 by country, in USD
Federated Learning Healthcare market, where the growth to 2036 comes fromRevenue added between 2026 and 2036. Market value 2026: USD 78 mn. United States: +USD 219 mn; United Kingdom: +USD 45 mn; China: +USD 43 mn; Germany: +USD 40 mn; France: +USD 35 mn; 20 other countries: +USD 108 mn; Rest of world: +USD 3.0 mn. Market value 2036: USD 571 mn.Market value 202678 mnUnited States+219 mnUnited Kingdom+45 mnChina+43 mnGermany+40 mnFrance+35 mn20 other countries+108 mnRest of world+3.0 mnMarket value 2036571 mn

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.

Read the full research methodology

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.

Need the full report?

Request a sample to see the structure, tables and country detail.

Request a free sample

Related markets in Healthcare

← Federated Learning Drug Discovery Fermentation →

All Healthcare markets →

Request a sample