市场调查报告书
商品编码
1182193
2022-2029 年全球合成数据生成市场、规模、研究和预测、按数据类型、建模类型、应用、最终用户和地区分析Global Synthetic Data Generation Market Size study & Forecast, by Data Type, by Modeling Type, by Application, by End User and Regional Analysis, 2022-2029 |
到 2021 年,全球合成数据生成市场价值约为 1.233 亿美元,预计在 2022-2029 年的预测期内将以超过 34.8% 的健康增长率增长。
合成数据生成是一种流行的技术,用于创建真实数据的人工替代品以训练 AI 模型。合成数据通过算法生成,用于训练机器学习模型、验证数学模型,或替代生产或运营数据的测试数据集。维护数据安全和隐私的需求不断增长,并且越来越依赖合成数据来训练机器学习、反洗钱行为和用于欺诈检测的支付数据,这些都是市场增长的主要驱动力。它是
人工智能 (AI) 的迅速普及正在推动全球市场采用合成代数据。根据 Statista 的数据,2018 年全球人工智能 (AI) 软件市场的收入约为 101 亿美元,预计到 2025 年将达到约 1260 亿美元。同样,2020 年 8 月,白宫宣布对人工智能和量子计算进行总计 10 亿美元的投资。这推动了对连接设备和物联网 (IoT) 的需求,从而推动了对合成数据以创建按需数据的需求。此外,在预测期内,对先进技术的投资增加和主要市场参与者的努力增加带来了各种机会。然而,对数据准确性的日益接受正在阻碍整个 2022-2029 年预测期内的市场增长。
在研究合成数据生成的全球市场时考虑的主要区域是亚太地区、北美、欧洲、拉丁美洲和世界其他地区。北美在收入方面占据市场主导地位,这是由于对欺诈检测的日益关注以及美国运通、谷歌的 Waymo、摩根大通和亚马逊等行业巨头的日益增长所推动的。另一方面,预计亚太地区将在预测期内以最高增长率增长。诸如对新兴技术的日益接受和各种最终用途行业的指数增长等因素正在推动预测期内的市场增长。
本研究的目的是揭示近年来各个细分市场和国家/地区的市场规模,并预测未来几年的市场规模。该报告旨在包括被调查国家工业的定性和定量方面。
它还提供了有关关键方面的详细信息,例如将定义市场未来增长的驱动因素和挑战。此外,它还包含供利益相关者投资的微观市场潜在机会,以及对主要参与者的竞争格局和产品供应的深入分析。
Global Synthetic Data Generation Market is valued at approximately USD 123.3 million in 2021 and is anticipated to grow with a healthy growth rate of more than 34.8 % over the forecast period 2022-2029. Synthetic data generation is a technique of creating artificial that is gaining high traction in place of real data to train AI models. Synthetic data is generated algorithmically and is used to train machine learning models, validate mathematical models, and act as a stand-in for test datasets of production or operational data. The growing need to maintain data security and privacy, coupled with the rising inclination toward synthetic data to train machine learning, anti-money laundering behaviours and payment data for fraud detection are the prominent factors for the market growth.
The rapid proliferation of Artificial Intelligence (AI) is fostering the adoption of the synthetic generation of data in the global market. According to Statista, the global artificial intelligence (AI) software market generated around USD 10.1 billion in terms of sales in 2018, and it is projected to reach about USD 126 billion by 2025. Likewise, in August 2020, the White House reported unveiled the total investment of USD 1 billion in artificial intelligence and quantum computing. Thereby, the high usage of data is influencing the demand for connected devices and IoT, which, in turn, propels the demand for synthetic data to create on-demand data. Moreover, the growing investment in advanced technologies, as well as increasing initiatives by key market players are presenting various opportunities over the forecasting years. However, the rising acceptance of data accuracy is hindering the market growth throughout the forecast period of 2022-2029.
The key regions considered for the Global Synthetic Data Generation Market study include Asia Pacific, North America, Europe, Latin America, and the Rest of the World. North America dominated the market in terms of revenue, owing to the growing focus on increased inclination toward fraud detection and the rising presence of the leading industry players such as American Express, Google's Waymo J.P. Morgan, and Amazon. Whereas, the Asia Pacific is expected to grow at the highest growth rate over the forecasting period. Factors such as rising acceptance of emerging technologies, as well as the exponential growth of various end-use industries, are burgeoning the market growth in the forecasting years.
Major market players included in this report are:
Mostly AI
Synthesis AI
Statice
YData
Ekobit d.o.o.
Hazy
Kinetic Vision, Inc.
Kymera-labs
MDClone
Neuromation
Recent Developments in the Market:
Global Synthetic Data Generation Market Report Scope:
Historical Data: 2019-2020-2021
Base Year for Estimation: 2021
Forecast period: 2022-2029
Report Coverage: Revenue forecast, Company Ranking, Competitive Landscape, Growth factors, and Trends
Segments Covered: Data Type, Modeling Type, Application, End User, Region
Regional Scope: North America; Europe; Asia Pacific; Latin America; Rest of the World
Customization Scope: Free report customization (equivalent up to 8 analyst's working hours) with purchase. Addition or alteration to country, regional & segment scope*
The objective of the study is to define market sizes of different segments & countries in recent years and to forecast the values to the coming years. The report is designed to incorporate both qualitative and quantitative aspects of the industry within countries involved in the study.
The report also caters detailed information about the crucial aspects such as driving factors & challenges which will define the future growth of the market. Additionally, it also incorporates potential opportunities in micro markets for stakeholders to invest along with the detailed analysis of competitive landscape and product offerings of key players. The detailed segments and sub-segment of the market are explained below:
By Data Type:
Tabular Data
Text Data
Image & Video Data
Others
By Modeling Type:
Direct Modeling
Agent-based Modeling
By Application:
Data Protection
Predictive Analytics
Natural Language Processing
Computer Vision Algorithms
Others
By End User:
BFSI
Healthcare & Life sciences
Transportation & Logistics
IT & Telecommunication
Retail & E-commerce
Others
By Region:
North America
U.S.
Canada
Europe
UK
Germany
France
Spain
Italy
ROE
Asia Pacific
China
India
Japan
Australia
South Korea
RoAPAC
Latin America
Brazil
Mexico
Rest of the World
List of tables and figures and dummy in nature, final lists may vary in the final deliverable
List of figures
List of tables and figures and dummy in nature, final lists may vary in the final deliverable