市場調查報告書
商品編碼
1182193
2022-2029 年全球合成數據生成市場、規模、研究和預測、按數據類型、建模類型、應用、最終用戶和地區分析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,全球合成數據生成市場價值約為 1.233 億美元,預計在 2022-2029 年的預測期內將以超過 34.8% 的健康增長率增長。
合成數據生成是一種流行的技術,用於創建真實數據的人工替代品以訓練 AI 模型。合成數據通過算法生成,用於訓練機器學習模型、驗證數學模型,或替代生產或運營數據的測試數據集。維護數據安全和隱私的需求不斷增長,並且越來越依賴合成數據來訓練機器學習、反洗錢行為和用於欺詐檢測的支付數據,這些都是市場增長的主要驅動力。它是
人工智能 (AI) 的迅速普及正在推動全球市場採用合成代數據。根據 Statista 的數據,2018 年全球人工智能 (AI) 軟件市場的收入約為 101 億美元,預計到 2025 年將達到約 1260 億美元。同樣,2020 年 8 月,白宮宣布對人工智能和量子計算進行總計 10 億美元的投資。這推動了對連接設備和物聯網 (IoT) 的需求,從而推動了對合成數據以創建按需數據的需求。此外,在預測期內,對先進技術的投資增加和主要市場參與者的努力增加帶來了各種機會。然而,對數據準確性的日益接受正在阻礙整個 2022-2029 年預測期內的市場增長。
在研究合成數據生成的全球市場時考慮的主要區域是亞太地區、北美、歐洲、拉丁美洲和世界其他地區。北美在收入方面佔據市場主導地位,這是由於對欺詐檢測的日益關注以及美國運通、谷歌的 Waymo、摩根大通和亞馬遜等行業巨頭的日益增長所推動的。另一方面,預計亞太地區將在預測期內以最高增長率增長。諸如對新興技術的日益接受和各種最終用途行業的指數增長等因素正在推動預測期內的市場增長。
本研究的目的是揭示近年來各個細分市場和國家/地區的市場規模,並預測未來幾年的市場規模。該報告旨在包括被調查國家工業的定性和定量方面。
它還提供了有關關鍵方面的詳細信息,例如將定義市場未來增長的驅動因素和挑戰。此外,它還包含供利益相關者投資的微觀市場潛在機會,以及對主要參與者的競爭格局和產品供應的深入分析。
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