The North America Federated Learning Market would witness market growth of 10.5% CAGR during the forecast period (2022-2028).
The federative learning model aims to help industries use data more effectively and accurately across organizations while also meeting privacy, security, and regulatory requirements, as well as building more robust and flexible frameworks to enable business collaboration by using data cohesively, but without direct data exchange. Federated learning allows learning to take place while several data sets remain in place. No data exchanges on the raw data are required to maintain privacy and confidentiality, making it a viable solution to the data isolation problem.
Rather than accumulating data on a specific server, the federated learning method locks the data on servers, with just the algorithms and prediction models moving between them. The purpose of this strategy is for each user to gain access to a bigger pool of data than they have access to on their own, resulting in improved machine learning performance while maintaining data ownership and privacy. The capacity to build machine learning models at scale across many healthcare facilities without pooling data is a vital tool for addressing patients' privacy and data security concerns. A successful application of federated learning could pave the way for large-scale precision medicine, allowing doctors to provide the appropriate diagnosis to the right patient at the right time.
There is a rapid adoption of digitization in this region, which is enabling companies to optimize and accelerate their operations. For the current generation, digitalization is an opportunity. Workplaces, company structures, and value chains, as well as innovations and market structures, are all being transformed by it. The Gramm-Leach-Bliley Act, the Health Insurance Portability and Accountability Act, the Children's Online Privacy Protection Act, and others are among the federal statutes that safeguard individuals' personal data or address cybersecurity. The Federal Trade Commission (FTC), the Department of Health and Human Services (HHS), and the Consumer Financial Protection Bureau (CFPB) are among the institutions that enforce these regulations. These rules primarily govern specific sectors and data subcategories. By implementing a strict prohibition against false and misleading data protection practices, the FTC addresses some of the statutory loopholes. In addition, no federal legislation oversees the gathering and use of personal data by consumers.
The US market dominated the North America Federated Learning Market by Country in 2021, and would continue to be a dominant market till 2028; thereby, achieving a market value of $46,028.1 Thousands by 2028. The Canada market is poised to grow at a CAGR of 13% during (2022 - 2028). Additionally, The Mexico market would witness a CAGR of 12% during (2022 - 2028).
Based on Application, the market is segmented into Drug Discovery, Risk Management, Online Visual Object Detection, Data Privacy & Security Management, Industrial Internet of Things, Augmented Reality/Virtual Reality, Shopping Experience Personalization, and Others. Based on Vertical, the market is segmented into Healthcare & Life Sciences, BFSI, IT & Telecommunication, Energy & Utilities, Manufacturing, Automotive & Transportation, Retail & Ecommerce, and Others. Based on countries, the market is segmented into U.S., Mexico, Canada, and Rest of North America.
Free Valuable Insights: The Global Federated Learning Market is Estimated to reach $198.7 Million by 2028, at a CAGR of 11.1%
The market research report covers the analysis of key stake holders of the market. Key companies profiled in the report include IBM Corporation, Microsoft Corporation, Intel Corporation, Google LLC, Cloudera, Inc., NVIDIA Corporation, Edge Delta, Inc., DataFleets Ltd. (LiveRamp Holdings, Inc.), Enveil, and Secure AI Labs, Inc.
Scope of the Study
Market Segments Covered in the Report:
By Application
- Drug Discovery
- Risk Management
- Online Visual Object Detection
- Data Privacy & Security Management
- Industrial Internet of Things
- Augmented Reality/Virtual Reality
- Shopping Experience Personalization
- Others
By Vertical
- Healthcare & Life Sciences
- BFSI
- IT & Telecommunication
- Energy & Utilities
- Manufacturing
- Automotive & Transportation
- Retail & Ecommerce
- Others
By Country
- US
- Canada
- Mexico
- Rest of North America
Key Market Players
List of Companies Profiled in the Report:
- IBM Corporation
- Microsoft Corporation
- Intel Corporation
- Google LLC
- Cloudera, Inc.
- NVIDIA Corporation
- Edge Delta, Inc.
- DataFleets Ltd. (LiveRamp Holdings, Inc.)
- Enveil
- Secure AI Labs, Inc.
Chapter 1. Market Scope & Methodology
1.1 Market Definition
1.2 Objectives
1.3 Market Scope
1.4 Segmentation
1.4.1 North America Federated Learning Market, by Application
1.4.2 North America Federated Learning Market, by Vertical
1.4.3 North America Federated Learning Market, by Country
1.5 Methodology for the research
Chapter 2. Market Overview
2.1 Introduction
2.1.1 Overview
2.1.1.1 Market Composition and Scenario
2.2 Key Factors Impacting the Market
2.2.1 Market Drivers
2.2.2 Market Restraints
Chapter 3. Competition Analysis - Global
3.1 KBV Cardinal Matrix
3.2 Recent Industry Wide Strategic Developments
3.2.1 Partnerships, Collaborations and Agreements
3.2.2 Product Launches and Product Expansions
3.2.3 Acquisition and Mergers
3.3 Top Winning Strategies
3.3.1 Key Leading Strategies: Percentage Distribution (2018-2022)
3.3.2 Key Strategic Move: (Product Launches and Product Expansions : 2018, Dec – 2021, Dec) Leading Players
Chapter 4. North America Federated Learning Market by Application
4.1 North America Drug Discovery Market by Country
4.2 North America Risk Management Market by Country
4.3 North America Online Visual Object Detection Market by Country
4.4 North America Data Privacy & Security Management Market by Country
4.5 North America Industrial Internet of Things Market by Country
4.6 North America Augmented Reality/Virtual Reality Market by Country
4.7 North America Shopping Experience Personalization Market by Country
4.8 North America Other Application Market by Country
Chapter 5. North America Federated Learning Market by Vertical
5.1 North America Healthcare & Life Sciences Market by Country
5.2 North America BFSI Market by Country
5.3 North America IT & Telecommunication Market by Country
5.4 North America Energy & Utilities Market by Country
5.5 North America Manufacturing Market by Country
5.6 North America Automotive & Transportation Market by Country
5.7 North America Retail & Ecommerce Market by Country
5.8 North America Others Market by Country
Chapter 6. North America Federated Learning Market by Country
6.1 US Federated Learning Market
6.1.1 US Federated Learning Market by Application
6.1.2 US Federated Learning Market by Vertical
6.2 Canada Federated Learning Market
6.2.1 Canada Federated Learning Market by Application
6.2.2 Canada Federated Learning Market by Vertical
6.3 Mexico Federated Learning Market
6.3.1 Mexico Federated Learning Market by Application
6.3.2 Mexico Federated Learning Market by Vertical
6.4 Rest of North America Federated Learning Market
6.4.1 Rest of North America Federated Learning Market by Application
6.4.2 Rest of North America Federated Learning Market by Vertical
Chapter 7. Company Profiles
7.1 IBM Corporation
7.1.1 Company Overview
7.1.2 Financial Analysis
7.1.3 Regional & Segmental Analysis
7.1.4 Research & Development Expenses
7.1.5 Recent Strategies and Developments
7.1.5.1 Product Launches and Product Expansions:
7.2 Microsoft Corporation
7.2.1 Company Overview
7.2.2 Financial Analysis
7.2.3 Segmental and Regional Analysis
7.2.4 Research & Development Expenses
7.2.5 Recent Strategies and Developments
7.2.5.1 Product Launches and Product Expansions:
7.2.5.2 Acquisitions and Mergers:
7.3 Intel Corporation
7.3.1 Company Overview
7.3.2 Financial Analysis
7.3.3 Segmental and Regional Analysis
7.3.4 Research & Development Expenses
7.3.5 Recent strategies and developments:
7.3.5.1 Partnerships, Collaborations and Agreement:
7.4 Google LLC
7.4.1 Company Overview
7.4.2 Financial Analysis
7.4.3 Segmental and Regional Analysis
7.4.4 Research & Development Expense
7.4.5 Recent Strategies and Developments
7.4.5.1 Product Launches and Product Expansions:
7.5.5 Recent strategies and developments:
7.5.5.1 Partnerships, Collaborations and Agreements:
7.6 NVIDIA Corporation
7.6.1 Company Overview
7.6.2 Financial Analysis
7.6.3 Segmental and Regional Analysis
7.6.4 Research & Development Expense
7.6.5 Recent strategies and developments:
7.6.5.1 Partnerships, Collaborations and Agreements:
7.6.6 SWOT Analysis
7.7 Edge Delta, Inc.
7.7.1 Company Overview
7.7.2 Recent strategies and developments:
7.7.2.1 Product Launches and Product Expansions:
7.8 DataFleets Ltd. (LiveRamp Holdings, Inc.)
7.8.1 Company Overview
7.9 Enveil
7.9.1 Company Overview
7.9.2 Recent strategies and developments:
7.9.2.1 Product Launches and Product Expansions:
7.10. Secure AI Labs, Inc.
7.10.1 Company Overview
TABLE 1 North America Federated Learning Market, 2018 - 2021, USD Thousands
TABLE 2 North America Federated Learning Market, 2022 - 2028, USD Thousands
TABLE 3 Partnerships, Collaborations and Agreements– Federated Learning Market
TABLE 4 Product Launches And Product Expansions– Federated Learning Market
TABLE 5 Acquisition and Mergers– Federated Learning Market
TABLE 6 North America Federated Learning Market by Application, 2018 - 2021, USD Thousands
TABLE 7 North America Federated Learning Market by Application, 2022 - 2028, USD Thousands
TABLE 8 North America Drug Discovery Market by Country, 2018 - 2021, USD Thousands
TABLE 9 North America Drug Discovery Market by Country, 2022 - 2028, USD Thousands
TABLE 10 North America Risk Management Market by Country, 2018 - 2021, USD Thousands
TABLE 11 North America Risk Management Market by Country, 2022 - 2028, USD Thousands
TABLE 12 North America Online Visual Object Detection Market by Country, 2018 - 2021, USD Thousands
TABLE 13 North America Online Visual Object Detection Market by Country, 2022 - 2028, USD Thousands
TABLE 14 North America Data Privacy & Security Management Market by Country, 2018 - 2021, USD Thousands
TABLE 15 North America Data Privacy & Security Management Market by Country, 2022 - 2028, USD Thousands
TABLE 16 North America Industrial Internet of Things Market by Country, 2018 - 2021, USD Thousands
TABLE 17 North America Industrial Internet of Things Market by Country, 2022 - 2028, USD Thousands
TABLE 18 North America Augmented Reality/Virtual Reality Market by Country, 2018 - 2021, USD Thousands
TABLE 19 North America Augmented Reality/Virtual Reality Market by Country, 2022 - 2028, USD Thousands
TABLE 20 North America Shopping Experience Personalization Market by Country, 2018 - 2021, USD Thousands
TABLE 21 North America Shopping Experience Personalization Market by Country, 2022 - 2028, USD Thousands
TABLE 22 North America Other Application Market by Country, 2018 - 2021, USD Thousands
TABLE 23 North America Other Application Market by Country, 2022 - 2028, USD Thousands
TABLE 24 North America Federated Learning Market by Vertical, 2018 - 2021, USD Thousands
TABLE 25 North America Federated Learning Market by Vertical, 2022 - 2028, USD Thousands
TABLE 26 North America Healthcare & Life Sciences Market by Country, 2018 - 2021, USD Thousands
TABLE 27 North America Healthcare & Life Sciences Market by Country, 2022 - 2028, USD Thousands
TABLE 28 North America BFSI Market by Country, 2018 - 2021, USD Thousands
TABLE 29 North America BFSI Market by Country, 2022 - 2028, USD Thousands
TABLE 30 North America IT & Telecommunication Market by Country, 2018 - 2021, USD Thousands
TABLE 31 North America IT & Telecommunication Market by Country, 2022 - 2028, USD Thousands
TABLE 32 North America Energy & Utilities Market by Country, 2018 - 2021, USD Thousands
TABLE 33 North America Energy & Utilities Market by Country, 2022 - 2028, USD Thousands
TABLE 34 North America Manufacturing Market by Country, 2018 - 2021, USD Thousands
TABLE 35 North America Manufacturing Market by Country, 2022 - 2028, USD Thousands
TABLE 36 North America Automotive & Transportation Market by Country, 2018 - 2021, USD Thousands
TABLE 37 North America Automotive & Transportation Market by Country, 2022 - 2028, USD Thousands
TABLE 38 North America Retail & Ecommerce Market by Country, 2018 - 2021, USD Thousands
TABLE 39 North America Retail & Ecommerce Market by Country, 2022 - 2028, USD Thousands
TABLE 40 North America Others Market by Country, 2018 - 2021, USD Thousands
TABLE 41 North America Others Market by Country, 2022 - 2028, USD Thousands
TABLE 42 North America Federated Learning Market by Country, 2018 - 2021, USD Thousands
TABLE 43 North America Federated Learning Market by Country, 2022 - 2028, USD Thousands
TABLE 44 US Federated Learning Market, 2018 - 2021, USD Thousands
TABLE 45 US Federated Learning Market, 2022 - 2028, USD Thousands
TABLE 46 US Federated Learning Market by Application, 2018 - 2021, USD Thousands
TABLE 47 US Federated Learning Market by Application, 2022 - 2028, USD Thousands
TABLE 48 US Federated Learning Market by Vertical, 2018 - 2021, USD Thousands
TABLE 49 US Federated Learning Market by Vertical, 2022 - 2028, USD Thousands
TABLE 50 Canada Federated Learning Market, 2018 - 2021, USD Thousands
TABLE 51 Canada Federated Learning Market, 2022 - 2028, USD Thousands
TABLE 52 Canada Federated Learning Market by Application, 2018 - 2021, USD Thousands
TABLE 53 Canada Federated Learning Market by Application, 2022 - 2028, USD Thousands
TABLE 54 Canada Federated Learning Market by Vertical, 2018 - 2021, USD Thousands
TABLE 55 Canada Federated Learning Market by Vertical, 2022 - 2028, USD Thousands
TABLE 56 Mexico Federated Learning Market, 2018 - 2021, USD Thousands
TABLE 57 Mexico Federated Learning Market, 2022 - 2028, USD Thousands
TABLE 58 Mexico Federated Learning Market by Application, 2018 - 2021, USD Thousands
TABLE 59 Mexico Federated Learning Market by Application, 2022 - 2028, USD Thousands
TABLE 60 Mexico Federated Learning Market by Vertical, 2018 - 2021, USD Thousands
TABLE 61 Mexico Federated Learning Market by Vertical, 2022 - 2028, USD Thousands
TABLE 62 Rest of North America Federated Learning Market, 2018 - 2021, USD Thousands
TABLE 63 Rest of North America Federated Learning Market, 2022 - 2028, USD Thousands
TABLE 64 Rest of North America Federated Learning Market by Application, 2018 - 2021, USD Thousands
TABLE 65 Rest of North America Federated Learning Market by Application, 2022 - 2028, USD Thousands
TABLE 66 Rest of North America Federated Learning Market by Vertical, 2018 - 2021, USD Thousands
TABLE 67 Rest of North America Federated Learning Market by Vertical, 2022 - 2028, USD Thousands
TABLE 68 Key information – IBM Corporation
TABLE 69 key information – Microsoft Corporation
TABLE 70 Key Information – Intel Corporation
TABLE 71 Key Information – Google LLC
TABLE 73 Key Information – NVIDIA Corporation
TABLE 74 Key Information – Edge Delta, Inc.
TABLE 75 Key Information – DataFleets Ltd.
TABLE 76 Key Information – Enveil
TABLE 77 Key Information – Secure AI Labs, Inc.
List of Figures
FIG 1 Methodology for the research
FIG 2 KBV Cardinal Matrix
FIG 3 Key Leading Strategies: Percentage Distribution (2018-2022)
FIG 4 Key Strategic Move: (Product Launches and Product Expansions : 2018, DEc – 2021, Dec) Leading Players
FIG 5 Recent strategies and developments: Microsoft Corporation
FIG 6 Recent strategies and developments: Cloudera, Inc.
FIG 7 Recent strategies and developments: NVIDIA Corporation
FIG 8 SWOT Analysis: NVIDIA Corporation