Federated Learning Solutions Market by Vertical (Healthcare and Life Sciences; Manufacturing; e-Commerce and Retail; Banking, Financial Services, and Insurance; Energy and Utilities; Telecommunications and IT; Media and Entertainment; and Government), Region, Global Industry Analysis, Market Size, Share, Growth, Trends, and Forecast 2021 to 2028

$4700

The Federated Learning Solutions market is expected to grow from USD 91.5 Million in 2020 to USD 210.86 Million by 2028, at a CAGR of 11% during the forecast period 2021-2028.

Federated learning is a machine learning technique that allows an algorithm to be trained across a large number of decentralized edge devices as well as servers that store local data without having to swap data. In addition, Google recently released its federated learning tool, the first of its type, which can provide various applications such as context recommendation, on-equipment item evaluation, and next term prediction. Artificial intelligence and machine learning technologies are being used and adopted across various verticals, which is changing the market's overall form. Federated learning solutions are a new type of machine learning approach that may be utilized to train an AI model. Firms may improve their business models and make efficient use of AI in the healthcare and pharmaceutical industries, resulting in increased profitability. Federated learning solutions are being used to tackle the challenge of creating a machine learning model that uses cross-platform information. Furthermore, federated learning systems have the capacity to bring new predictive capabilities to smart equipment, allowing consumers to have a consistent experience while still protecting their personal information.

The growing requirement to increase learning between devices and organizations is likely to drive the federated learning solutions market during the projected period. Also, the market is expected to be boosted by a growing demand for greater data security and privacy by training algorithms on decentralized devices. The market is expected to be driven by the growing requirement to adjust data in real-time to improve conversions automatically. By storing data on devices, federated learning solutions enable businesses to collaborate on a common machine learning model. In the coming years, this is likely to grow the market for federated learning solutions. In the next few years, the market is likely to be driven by the growing requirement to allow predictive functions on smart devices without exposing personal information or negatively influencing user experience. However, the federated learning solutions market is expected to be hampered by a lack of qualified technical experience, interoperability problems, and system heterogeneity.

This study delivers a comprehensive analysis of vertical and region. The vertical segment includes healthcare and life sciences; manufacturing; e-commerce and retail; banking, financial services, and insurance; energy and utilities; telecommunications and IT; media and entertainment; and government. The healthcare and life sciences segment dominated the market and held the largest market share in 2020.

The market has been divided into North America, Europe, Asia-Pacific, Middle East & Africa, and South America. North America holds the largest market share in the U.S. in 2020, owing to the existence of industrialized economies. Because of its early acceptance and deployment of federated learning systems, the United States is a leading market in the region. Due to strict data rules and an emphasis on innovation via research, as well as a strong focus on data privacy and quick technological infrastructural developments, Europe is expected to account for a significant market share. In the coming years, the Asia Pacific federated learning solutions market is expected to grow at a quick rate. The federated learning solutions market is expected to benefit from the rising use of new technologies like Big Data analytics, machine learning, artificial intelligence, and IoT in the near future.

Some of the notable players in the market are Amazon Redshift, Cloudera (US), Consilient (US), DataFleets (US), Decentralized Machine Learning (Singapore), Edge Delta (US), Enveil (US), Google (US), IBM (US), Inzata, Intelligence (UK), Lifebit (UK), Microsoft (US), NVIDIA (US), OmniSci, Owkin (US), SambaNova Systems, Secure AI Labs (US), Sherpa.ai (Spain), Snowflake, Teradata Vantage, and Vertica.

Federated Learning Solutions Market Analysis and Forecast, Vertical

  • Healthcare and Life Sciences
  • Manufacturing
  • e-Commerce and Retail
  • Banking, Financial Services, and Insurance
  • Energy and Utilities
  • Telecommunications and IT
  • Media and Entertainment
  • Government

Federated Learning Solutions Market Analysis and Forecast, Region

  • North America
    • U.S.
    • Canada
    • Mexico
  • Europe
    • Germany
    • France
    • Sweden
    • Netherland
    • U.K.
    • Italy
    • Spain
    • Turkey
    • Switzerland
    • Belgium
    • Rest Of Europe
  • Asia-Pacific
    • Japan
    • China
    • India
    • South Korea
    • Australia
    • Singapore
    • Malaysia
    • Thailand
    • Indonesia
    • Philippines
    • Rest Of APAC
  • South America
    • Brazil
    • Argentina
    • Peru
    • Colombia
    • Rest Of South America
  • Middle East And Africa
    •  UAE
    •  Saudi Arabia
    •  Egypt
    •  Nigeria
    •  South Africa
    • Rest Of Mea

Report Description:

  • The base year for the study has been considered 2020, the historic year 2018, and 2019, the forecast period considered is from 2021 to 2028.
  • The study delivers a comprehensive analysis of the global market for all segments and regions.
  • The report offers an in-depth analysis of driving factors, opportunities, and restraints for gaining key insight into the market. The report emphasizes all the key trends that play a vital role in the enlargement of the market from 2021 to 2028.
  • Porter's Five Forces model is used to recognize the competitive scenario in the market. This report incorporates the industry analysis, which is focused on providing an extensive view of the market.
  • The study also includes attractiveness analysis of all segments and regions, which are benchmarked based on their market size, growth rate, and attractiveness in terms of present and future opportunists for understanding the future growth of the market.
  • The report provides company profile of the key players operating in the market and comparative analysis based on their business overviews, product offering, segment market share, regional presence, business strategies, innovations, mergers & acquisitions, recent developments, joint venture, collaborations, partnerships, SWOT analysis, and key financial information.
  • The market estimates have been evaluated by considering the effect of different political, economic, social, technological, and legal factors, which are based on our extensive secondary research, primary research, and in-house databases.

1. Introduction
    1.1. Objectives of the Study
    1.2. Market Definition
    1.3. Research Scope
    1.4. Currency
    1.5. Key Target Audience
2. Research Methodology and Assumptions
3. Executive Summary
4. Premium Insights
    4.1. Porter’s Five Forces Analysis
    4.2. Value Chain Analysis
    4.3. Top Investment Pockets
          4.3.1. Market Attractiveness Analysis by Vertical
          4.3.2. Market Attractiveness Analysis by Region
    4.4. Industry Trends
5. Market Dynamics
    5.1. Market Evaluation
    5.2. Drivers
          5.2.1. Increasing need to increase learning between devices and organization
          5.2.2. Potential to provide greater data privacy and security by using decentralised devices to train algorithms
    5.3. Restraints
          5.3.1. Scarcity of qualified technical expertise
6. Global Federated Learning Solutions Market Analysis and Forecast, By Vertical
    6.1. Segment Overview
    6.2. Healthcare and Life Sciences
    6.3. Manufacturing
    6.4. e-Commerce and Retail
    6.5. Banking, Financial Services, and Insurance
    6.6. Energy and Utilities
    6.7. Telecommunications and IT
    6.8. Media and Entertainment
    6.9. Government
7. Global Federated Learning Solutions Market Analysis and Forecast, By Regional Analysis
    7.1. Segment Overview
    7.2. North America
          7.2.1. U.S.
          7.2.2. Canada
          7.2.3. Mexico
    7.3. Europe
          7.3.1. Germany
          7.3.2. France
          7.3.3. U.K.
          7.3.4. Italy
          7.3.5. Spain
    7.4. Asia-Pacific
          7.4.1. Japan
          7.4.2. China
          7.4.3. India
    7.5. South America
          7.5.1. Brazil
    7.6. Middle East and Africa
          7.6.1. UAE
          7.6.2. South Africa
8. Global Federated Learning Solutions Market-Competitive Landscape
    8.1. Overview
    8.2. Market Share of Key Players in Global Federated Learning Solutions Market
          8.2.1. Global Company Market Share
          8.2.2. North America Company Market Share
          8.2.3. Europe Company Market Share
          8.2.4. APAC Company Market Share
    8.3. Competitive Situations and Trends
          8.3.1. Product Launches and Developments
          8.3.2. Partnerships, Collaborations, and Agreements
          8.3.3. Mergers & Acquisitions
          8.3.4. Expansions
9. Company Profiles
    9.1. Amazon Redshift
          9.1.1. Business Overview
          9.1.2. Company Snapshot
          9.1.3. Company Market Share Analysis
          9.1.4. Company Product Portfolio
          9.1.5. Recent Developments
          9.1.6. SWOT Analysis
    9.2. Cloudera
          9.2.1. Business Overview
          9.2.2. Company Snapshot
          9.2.3. Company Market Share Analysis
          9.2.4. Company Product Portfolio
          9.2.5. Recent Developments
          9.2.6. SWOT Analysis
    9.3. Consilient
          9.3.1. Business Overview
          9.3.2. Company Snapshot
          9.3.3. Company Market Share Analysis
          9.3.4. Company Product Portfolio
          9.3.5. Recent Developments
          9.3.6. SWOT Analysis
    9.4. DataFleets
          9.4.1. Business Overview
          9.4.2. Company Snapshot
          9.4.3. Company Market Share Analysis
          9.4.4. Company Product Portfolio
          9.4.5. Recent Developments
          9.4.6. SWOT Analysis
    9.5. Decentralized Machine Learning
          9.5.1. Business Overview
          9.5.2. Company Snapshot
          9.5.3. Company Market Share Analysis
          9.5.4. Company Product Portfolio
          9.5.5. Recent Developments
          9.5.6. SWOT Analysis
    9.6. Edge Delta
          9.6.1. Business Overview
          9.6.2. Company Snapshot
          9.6.3. Company Market Share Analysis
          9.6.4. Company Product Portfolio
          9.6.5. Recent Developments
          9.6.6. SWOT Analysis
    9.7. Enveil
          9.7.1. Business Overview
          9.7.2. Company Snapshot
          9.7.3. Company Market Share Analysis
          9.7.4. Company Product Portfolio
          9.7.5. Recent Developments
          9.7.6. SWOT Analysis
    9.8. Google
          9.8.1. Business Overview
          9.8.2. Company Snapshot
          9.8.3. Company Market Share Analysis
          9.8.4. Company Product Portfolio
          9.8.5. Recent Developments
          9.8.6. SWOT Analysis
    9.9. IBM
          9.9.1. Business Overview
          9.9.2. Company Snapshot
          9.9.3. Company Market Share Analysis
          9.9.4. Company Product Portfolio
          9.9.5. Recent Developments
          9.9.6. SWOT Analysis
    9.10. Inzata
          9.10.1. Business Overview
          9.10.2. Company Snapshot
          9.10.3. Company Market Share Analysis
          9.10.4. Company Product Portfolio
          9.10.5. Recent Developments
          9.10.6. SWOT Analysis
    9.11. Intelligence
          9.11.1. Business Overview
          9.11.2. Company Snapshot
          9.11.3. Company Market Share Analysis
          9.11.4. Company Product Portfolio
          9.11.5. Recent Developments
          9.11.6. SWOT Analysis
    9.12. Lifebit
          9.12.1. Business Overview
          9.12.2. Company Snapshot
          9.12.3. Company Market Share Analysis
          9.12.4. Company Product Portfolio
          9.12.5. Recent Developments
          9.12.6. SWOT Analysis
    9.13. Microsoft
          9.13.1. Business Overview
          9.13.2. Company Snapshot
          9.13.3. Company Market Share Analysis
          9.13.4. Company Product Portfolio
          9.13.5. Recent Developments
          9.13.6. SWOT Analysis
    9.14. NVIDIA
          9.14.1. Business Overview
          9.14.2. Company Snapshot
          9.14.3. Company Market Share Analysis
          9.14.4. Company Product Portfolio
          9.14.5. Recent Developments
          9.14.6. SWOT Analysis
    9.15. OmniSci
          9.15.1. Business Overview
          9.15.2. Company Snapshot
          9.15.3. Company Market Share Analysis
          9.15.4. Company Product Portfolio
          9.15.5. Recent Developments
          9.15.6. SWOT Analysis
    9.16. Owkin
          9.16.1. Business Overview
          9.16.2. Company Snapshot
          9.16.3. Company Market Share Analysis
          9.16.4. Company Product Portfolio
          9.16.5. Recent Developments
          9.16.6. SWOT Analysis
    9.17. SambaNova Systems
          9.17.1. Business Overview
          9.17.2. Company Snapshot
          9.17.3. Company Market Share Analysis
          9.17.4. Company Product Portfolio
          9.17.5. Recent Developments
          9.17.6. SWOT Analysis
    9.18. Secure AI Labs
          9.18.1. Business Overview
          9.18.2. Company Snapshot
          9.18.3. Company Market Share Analysis
          9.18.4. Company Product Portfolio
          9.18.5. Recent Developments
          9.18.6. SWOT Analysis
    9.19. Sherpa.ai
          9.19.1. Business Overview
          9.19.2. Company Snapshot
          9.19.3. Company Market Share Analysis
          9.19.4. Company Product Portfolio
          9.19.5. Recent Developments
          9.19.6. SWOT Analysis
    9.20. Snowflake
          9.20.1. Business Overview
          9.20.2. Company Snapshot
          9.20.3. Company Market Share Analysis
          9.20.4. Company Product Portfolio
          9.20.5. Recent Developments
          9.20.6. SWOT Analysis
    9.21. Teradata Vantage
          9.21.1. Business Overview
          9.21.2. Company Snapshot
          9.21.3. Company Market Share Analysis
          9.21.4. Company Product Portfolio
          9.21.5. Recent Developments
          9.21.6. SWOT Analysis
    9.22. Vertica
          9.22.1. Business Overview
          9.22.2. Company Snapshot
          9.22.3. Company Market Share Analysis
          9.22.4. Company Product Portfolio
          9.22.5. Recent Developments
          9.22.6. SWOT Analysis

List of Table

1. Global Federated Learning Solutions Market, By Vertical, 2018-2028 (USD Million)

2. Global Healthcare and Life Sciences; Federated Learning Solutions Market, By Region, 2018-2028 (USD Million) 

3. Global Manufacturing; Federated Learning Solutions Market, By Region, 2018-2028 (USD Million)

4. Global e-Commerce and Retail; Federated Learning Solutions Market, By Region, 2018-2028 (USD Million) 

5. Global Banking, Financial Services, and Insurance; Federated Learning Solutions Market, By Region, 2018-2028 (USD Million)

6. Global Energy and Utilities; Federated Learning Solutions Market, By Region, 2018-2028 (USD Million) 

7. Global Telecommunications and IT; Federated Learning Solutions Market, By Region, 2018-2028 (USD Million)

8. Global Media and Entertainment; Federated Learning Solutions Market, By Region, 2018-2028 (USD Million) 

9. Global Government, Federated Learning Solutions Market, By Region, 2018-2028 (USD Million)

10. North America Federated Learning Solutions Market, By Vertical, 2018-2028 (USD Million)

11. U.S. Federated Learning Solutions Market, By Vertical, 2018-2028 (USD Million)

12. Canada Federated Learning Solutions Market, By Vertical, 2018-2028 (USD Million)

13. Mexico Federated Learning Solutions Market, By Vertical, 2018-2028 (USD Million)

14. Europe Federated Learning Solutions Market, By Vertical, 2018-2028 (USD Million)

15. Germany Federated Learning Solutions Market, By Vertical, 2018-2028 (USD Million)

16. France Federated Learning Solutions Market, By Vertical, 2018-2028 (USD Million)

17. U.K. Federated Learning Solutions Market, By Vertical, 2018-2028 (USD Million)

18. Italy Federated Learning Solutions Market, By Vertical, 2018-2028 (USD Million)

19. Spain Federated Learning Solutions Market, By Vertical, 2018-2028 (USD Million)

20. Asia Pacific Federated Learning Solutions Market, By Vertical, 2018-2028 (USD Million)

21. Japan Federated Learning Solutions Market, By Vertical, 2018-2028 (USD Million)

22. China Federated Learning Solutions Market, By Vertical, 2018-2028 (USD Million)

23. India Federated Learning Solutions Market, By Vertical, 2018-2028 (USD Million)

24. South America Federated Learning Solutions Market, By Vertical, 2018-2028 (USD Million)

25. Brazil Federated Learning Solutions Market, By Vertical, 2018-2028 (USD Million)

26. Middle East and Africa Federated Learning Solutions Market, By Vertical, 2018-2028 (USD Million)

27. UAE Federated Learning Solutions Market, By Vertical, 2018-2028 (USD Million)

28. South Africa Federated Learning Solutions Market, By Vertical, 2018-2028 (USD Million)

List of Figures 

1. Global Federated Learning Solutions Market Segmentation

2. Global Federated Learning Solutions Market: Research Methodology

3. Market Size Estimation Methodology: Bottom-Up Approach

4. Market Size Estimation Methodology: Top-Down Approach

5. Data Triangulation

6. Porter’s Five Forces Analysis 

7. Value Chain Analysis 

8. Global Federated Learning Solutions Market Attractiveness Analysis By Vertical

9. Global Federated Learning Solutions Market Attractiveness Analysis By Region

10. Global Federated Learning Solutions Market: Dynamics

11. Global Federated Learning Solutions Market Share by Vertical (2021 & 2028)

12. Global Federated Learning Solutions Market Share by Regions (2021 & 2028)

13. Global Federated Learning Solutions Market Share by Company (2020)

Research Methodology

Market research is a method of gathering, assessing and deducing data & information about a particular market. Market research is very crucial in these days. The techniques analyze about how a product/service can be offered to the market to its end-customers, observe the impact of that product/service based on the past customer experiences, and cater their needs and demands. Owing to the successful business ventures, accurate, relevant and thorough information is the base for all the organizations because market research report/study offers specific market related data & information about the industry growth prospects, perspective of the existing customers, and the overall market scenario prevailed in past, ongoing present and developing future. It allows the stakeholders and investors to determine the probability of a business before committing substantial resources to the venture. Market research helps in solving the marketing issues challenges that a business will most likely face.

Market research is valuable because of the following reasons:

  • Market research helps businesses strengthen a company’s position
  • Market research helps in minimizing the investment risks associated with the businesses in any industry vertical
  • Market research helps in identifying the potential threats and opportunities associated with the business industry
  • Market research aids in spotting the emerging trends and facilitates strategic planning in order to stay ahead in the competition

Our research report features both the aspects; qualitative and quantitative. Qualitative part provides insights about the market driving forces, potential opportunities, customer’s demands and requirement which in turn help the companies to come up with new strategies in order to survive in the long run competition. The quantitative segment offers the most credible information related to the industry. Based on the data gathering, we use to derive the market size and estimate their future growth prospects on the basis of global, region and country.

Our market research process involves with the four specific stages.

  • Data Collection
  • Data Synthesis
  • Market Deduction & Formulation
  • Data Screening & Validation

Data Collection: This stage of the market research process involves with the gathering and collecting of the market/industry related data from the sources. There are basically two types of research methods:

  • Primary Research: By conducting primary research, it involves with the two types of data gathering; exploratory and specific. Exploratory data is open-ended and helps us to define a particular problem involving surveys, and pilot study to the specific consumer group, knowing their needs and wants catering to the industry related product/service offering. Explanatory data gathering follows with the bit of unstructured way. Our analyst group leads the study by focusing on the key crowd, in this manner picking up bits of knowledge from them. In light of the points of view of the clients, this data is used to plan advertise techniques. In addition, showcase overviews causes us to comprehend the current scenario of the business. Specific data gathering on the hand, involves with the more structured and formal way. The primary research usually includes in telephonic conversations, E-mail collaborations and up close and personal meetings/interviews with the raw material suppliers, industrial wholesalers, and independent consultants/specialists. The interviews that we conduct offers important information on showcase size and industry development patterns. Our company likewise conducts interviews with the different business specialists so as to increase generally bits of knowledge of the business/showcase.
  • Secondary Research: The secondary research incorporates with the data gathering from the non-profit associations and organizations, for example, World bank, WHO, investor relations and their presentations, statistical databases, yearly(annual reports) reports, national government records, factual databases, websites, articles, white papers, press releases, blogs and others. From the annual report, we deduce an organization's income/revenue generation to comprehend the key product segment related to the market. We examine the organization sites and implement product mapping strategy which is significant for determining the segment revenue. In the product mapping technique, we choose and categorize the products offered by the companies catering to the industry specific market, derive the segment revenue for each of the organizations to get the market estimation. We also gather data & Information based on the supply and demand side of the value chain involved with the domain specific market. The supply side denotes the distributors, wholesalers, suppliers and the demand side denotes the end-consumers/customers of the value chain. The supply side of the market is analyzed by examining the product growth across industry in each of the region followed by its pricing analysis. The demand side is analyzed by the evaluating the penetration level and adoption rates of the product by referring to the historical/past data, examine the present usage and forecasting the future trends. 
  • Purchased Database: Our purchased data provides insights about the key market players/companies along with their financial analysis. Additionally, our data base also includes market related information. 
    • We also have the agreements with various reputed data providers, consultants and third party vendors who provide information which are not limited to:
      • Export & Import Data
      • Business Information related to trade and its statistics
      • Penetration level of a particular product/service based on geography mainly focusing on the unmet prerequisites of the customers.
  • In-house Library: Apart from these third-party sources, we have our in-house library of quantitative and qualitative data & information. Our in-house database includes market data for various industry and domains. These data are updated on regular basis as per the changing market scenario. Our library includes, internal audit reports, historic databases, archives and journal publications. Sometimes there are instances where there is no metadata or raw data available for any domain specific market. For those particular cases, we utilize our expertise to forecast and estimate the market size in order to generate comprehensive data sets. Our analyst team adopts a robust research technique in order to deduce the market size and its estimates:
  • Examining demographic along with psychographic segmentation for market evaluation
  • Analyzing the macro and micro-economic indicators for each demography
  • Evaluating the current industry trends popular in the market.

Data Synthesis: This stage includes the evaluation and assessment of all the data acquired from the primary and secondary research. It likewise includes in evaluating the information for any disparity watched while information gathering identified with the market. The data & information is gathered with consideration to the heterogeneity of sources. Scientific and statistical methods are implemented for synthesizing dissimilar information sets and provide the relevant data which is fundamental for formulating strategies. Our organization has broad involvement with information amalgamation where the information goes through different stages:

  • Information Screening: Information screening is the way toward examining information/data gathered from the sources for errors/mistakes and amending it before data integration process. The screening includes in looking at raw information, identifying and distinguishing mistakes and managing missing information. The reason for the information screening is to ensure information is effectively entered or not. Our organization utilizes objective and precise information screening grades through repetitive quality checks.
  • Data Integration: The data integration method involves with the incorporation of numerous information streams. The data streams is important so as to deliver investigate examines that give overall market scenario to the investors. These information streams originate from different research contemplates and our in house database. After the screening of the information, our analysts conduct efficient integration of the data streams, optimizing connections between integrated surveys and syndicated data sources. There are two research approaches that we follow so as to coordinate our information; top down methodology and bottom up methodology. 
    • Top-down analysis generally refers to using broad factors as a basis for decision making. The top-down approach helps in identifying the overall market scenario along with the external and internal factors effecting the market growth.
    • The bottom-up approach takes a completely different approach. Generally, the bottom-up approach focuses its analysis on micro attributes and specific characteristics of the domain specific market.

Market Formulation & Deduction: The last stage includes assigning the data & information in a suitable way in order to derive market size. Analyst reviews and domain based opinions based on holistic approach of market estimation combined with industry investigation additionally features a crucial role in this stage.

This stage includes with the finalization of the market size and numbers that we have gathered from primary and secondary research. With the data & information addition, we ensure that there is no gap in the market information. Market trend analysis is finished by our analysts by utilizing data extrapolation procedures, which give the most ideal figures to the market.

Data Validation: Validation is the most crucial step in the process. Validation & re-validation through scientifically designed technique and process that helps us finalize data-points to be used for final calculations. This stage also involves with the data triangulation process. Data triangulation generally implicates the cross validation and matching the data which has been collected from primary and secondary research methods.

Please fill the form below, to recieve the report sample


+1

Our Clients

Some Facts about Fior Markets

1%

Free Customization

1+

Countries can be added on demand

1

Free yearly update on purchase of Multi/Corporate User License

1+

Companies served till date

Customized Research Programme
Premium Customer Service

We serve our customers 24x7 for 365 days through calls, emails and live chat options.

Syndicated market research
Exceptional Market Report

Huge database of exceptional market reports bringing market intelligence to your fingertips.

Domain Specific Analytics
Secured Payment Options

SSL enabled, we offer you various secured payment options for risk free purchase.