合成データの生成: 世界市場

Report Overview

The report provides an overview on the current size and anticipated growth of the overall synthetic data generation market and its related segments. Using 2022 as the base year, the report provides estimated market data for 2023 through 2028. The report focuses on the drivers and challenges that affect the market and the vendor landscape and also covers the leading solution providers, trends in end-user preferences and geographic market opportunities.

Summary:

Synthetic data generation is a swiftly expanding industry devoted to the creation of synthetic data that mimics real-world information. The purpose of synthetic data is to closely resemble authentic data collections while protecting privacy and confidentiality. It is generated using sophisticated algorithms and techniques, enabling organizations to generate large-scale, diverse datasets without using sensitive or personally identifiable information. The market for synthetic data generation is growing as organizations in a variety of industries seek cost-effective and privacy-compliant alternatives to real data for training machine learning models, conducting simulations and undertaking data-driven research. The global market for synthetic data generation was valued at $REDACTED million in 2022. It is estimated that the revenue will grow to $REDACTED billion during the forecast period of 2023 to 2028.

In this report, the global market is segmented by component, deployment, data type, industry and geographic region. Components are categorized into solutions and services. The solution segment was valued at $REDACTED million in 2022 and, at a CAGR of REDACTED%, is forecast to reach $REDACTED billion by the end of 2028.

Data types include tabular data, text data, image and video data, and others. The latter includes time series data and sound generation data. Tabular data accounted for REDACTED% of the global market in 2022, a share valued at $REDACTED million. The tabular data segment is projected to grow at a CAGR of REDACTED% over the forecast period.

In this report the global market for synthetic data generation has been segmented into North America, Europe, Asia-Pacific and Rest of World (RoW). In 2022, North America accounted for REDACTED% of the global market, a share valued at $REDACTEDmillion. The key factors driving the North American market are the presence of many leading global companies, a robust technology infrastructure and high adoption of advanced technologies such as artificial intelligence (AI) and machine learning (ML). Following North America, the European market for synthetic data generation was valued at $REDACTED million in 2022, and is projected to grow at a CAGR of REDACTED% to reach $REDACTED million through 2028.

Report Scope:

The report provides an overview of the global market for synthetic data generation, and a detailed analysis of the products and strategies of the companies in the market. Using 2022 as the base year, the report provides estimated market data for 2023 through 2028. Revenue forecasts for this period are segmented based on component, deployment, data type, industry and region.

The report also focuses on the drivers and challenges that affect the market and the vendor landscape. The report looks at the current trends in the global market, and concludes with profiles of the major players in the market.

Report Synopsis

Report Includes:

• 26 data tables and 29 additional tables
• An overview of the global markets for synthetic data generation
• Estimation of market size and analyses of global market trends, with data from 2022, estimates for 2023, and projections of compound annual growth rates (CAGRs) through 2028
• Evaluation and forecast the synthetic data generation market size in dollar value terms, and corresponding market share analysis by component, deployment, data type, industry, and region
• Assessment of the key drivers and constraints that will shape the market for synthetic data generation and discussion on the upcoming market opportunities and areas of focus to forecast the market into various segments and sub-segments
• Identification of the companies best positioned to meet this demand because of their proprietary technologies, strategic alliances, or other advantages
• Review of the key patent grants and new technologies in the synthetic data generation sector
• Insight into the recent industry strategies, such as M&A deals, joint ventures, collaborations, and license agreements currently focused on synthetic data generation products and services
• Company profiles of major players within the industry, including Amazon Inc., Google Inc., IBM Corp., and Microsoft Corp.

Table of Contents

Chapter 1 Introduction
Study Goals and Objectives
Reasons for Doing This Study
Scope of Report
Methodology
Information Sources
Geographic Breakdown
Chapter 2 Summary and Highlights
Market Outlook
Market Summary
Chapter 3 Market Overview
Overview
Regulatory Framework
Synthetic Data Generation Tools
Market Dynamics
Market Drivers
Market Restraints
Market Opportunities
Emerging Technologies and Developments
Generative Adversarial Networks
Deep Reinforcement Learning from Human Feedback (DRLHF)
Variational Autoencoders
Chapter 4 Market Breakdown by Component, Deployment, Data Type and Industry
Synthetic Data Generation Market by Component
Solutions
Services
Synthetic Data Generation Market by Deployment
Cloud
On-Premises
Synthetic Data Generation Market by Data Type
Tabular Data
Text Data
Image and Video Data
Other Data Types
Synthetic Data Generation Market by Industry
Banking, Financial Services and Insurance (BFSI)
Healthcare
Retail and E-commerce
IT and Telecommunications
Manufacturing
Media and Entertainment
Other Industries
Chapter 5 Market Breakdown by Region
Overview
North America
Europe
Asia-Pacific
Rest of the World
Chapter 6 ESG Developments
ESG Issues in Synthetic Data Generation
Carbon Footprint/Environmental Impact
Electricity
Synthetic Data Generation Industry ESG Performance Analysis
Case Study
Concluding Remarks from BCC Research
Chapter 7 Competitive Landscape
Overview
Market Share Analysis
Recent Developments
Chapter 8 Company Profiles
AMAZON INC.
BROADCOM INC.
DATABRICKS
GOOGLE INC.
IBM CORP.
INFORMATICA INC.
MICROSOFT CORP.
MOSTLY AI SOLUTIONS MP GMBH
MPHASIS LTD.
NVIDIA CORP.
OPENAI LP
SOGETI (DIVISION OF CAPGEMINI GROUP)
SYNTHESIA LTD.
Chapter 9 Appendix: Abbreviations

List of Tables
Summary Table : Global Market for Synthetic Data Generation, by Region, Through 2028
Table 1 : Global Market for Synthetic Data Generation, by Component, Through 2028
Table 2 : Global Market for Synthetic Data Generation, by Deployment, Through 2028
Table 3 : Global Market for Synthetic Data Generation, by Data Type, Through 2028
Table 4 : Global Market for Synthetic Data Generation, by Industry, Through 2028
Table 5 : Global Market for Synthetic Data Generation, by Region, Through 2028
Table 6 : North American Market for Synthetic Data Generation, by Component, Through 2028
Table 7 : North American Market for Synthetic Data Generation, by Deployment, Through 2028
Table 8 : North American Market for Synthetic Data Generation, by Data Type, Through 2028
Table 9 : North American Market for Synthetic Data Generation, by Industry, Through 2028
Table 10 : North American Market for Synthetic Data Generation, by Country, Through 2028
Table 11 : European Market for Synthetic Data Generation, by Component, Through 2028
Table 12 : European Market for Synthetic Data Generation, by Deployment, Through 2028
Table 13 : European Market for Synthetic Data Generation, by Data Type, Through 2028
Table 14 : European Market for Synthetic Data Generation, by Industry, Through 2028
Table 15 : European Market for Synthetic Data Generation, by Country, Through 2028
Table 16 : Asia-Pacific Market for Synthetic Data Generation, by Component, Through 2028
Table 17 : Asia-Pacific Market for Synthetic Data Generation, by Deployment, Through 2028
Table 18 : Asia-Pacific Market for Synthetic Data Generation, by Data Type, Through 2028
Table 19 : Asia-Pacific Market for Synthetic Data Generation, by Industry, Through 2028
Table 20 : Asia-Pacific Market for Synthetic Data Generation, by Country, Through 2028
Table 21 : RoW Market for Synthetic Data Generation, by Component, Through 2028
Table 22 : RoW Market for Synthetic Data Generation, by Deployment, Through 2028
Table 23 : RoW Market for Synthetic Data Generation, by Data Type, Through 2028
Table 24 : RoW Market for Synthetic Data Generation, by Industry, Through 2028
Table 25 : RoW Market for Synthetic Data Generation, by Region, Through 2028
Table 26 : Environmental Metrics for the Synthetic Data Generation Industry
Table 27 : Social Metrics for the Synthetic Data Generation Market
Table 28 : Governance Metrics for the Synthetic Data Generation Market
Table 29 : Recent Developments in the Synthetic Data Generation Market,
Table 30 : Amazon Inc.: Products and Services
Table 31 : Amazon Inc.: Recent Developments
Table 32 : Broadcom Inc.: Products and Services
Table 33 : Databricks: Products and Services
Table 34 : Databricks: Recent Developments
Table 35 : Google Inc.: Products and Services
Table 36 : Google Inc.: Recent Developments
Table 37 : IBM Corp.: Products and Services
Table 38 : IBM Corp.: Recent Developments
Table 39 : Informatica Inc.: Products and Services
Table 40 : Informatica Inc.: Recent Developments
Table 41 : Microsoft Corp.: Products and Services
Table 42 : Microsoft Corp.: Recent Developments
Table 43 : Mostly AI: Products and Services
Table 44 : Mostly AI: Recent Developments
Table 45 : Mphasis Ltd.: Products and Services
Table 46 : Mphasis Ltd.: Recent Developments
Table 47 : Nvidia Corp.: Products and Services
Table 48 : Nvidia Corp.: Recent Developments
Table 49 : OpenAI LP: Products and Services
Table 50 : OpenAI LP: Recent Developments
Table 51 : Sogeti: Products and Services
Table 52 : Sogeti: Recent Developments
Table 53 : Synthesia Ltd.: Products and Services
Table 54 : Abbreviations Used in This Report

List of Figures
Summary Figure : Global Market Shares of Synthetic Data Generation, by Region, 2022
Figure 1 : Global Market Shares of Synthetic Data Generation, by Component, 2022
Figure 2 : Global Market Shares of Synthetic Data Generation, by Deployment, 2022
Figure 3 : Global Market Shares of Synthetic Data Generation, by Data Type, 2022
Figure 4 : Global Market Shares of Synthetic Data Generation, by Industry, 2022
Figure 5 : Global Market Shares of Synthetic Data Generation, by Region, 2022
Figure 6 : Market Share of Leading Companies, 2022