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FCA confirms Digital Sandbox for UK financial services as it continues AI work

2023-04-19
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UK financial regulator the Financial Conduct Authority (FCA) will run a permanent digital sandbox to help financial services companies to access synthetic data and thousands of fintech APIs. This is to aid the development of new products and services as businesses incorporate more artificial intelligence and other emerging technologies into their workflows, the FCA’s head of data has said.

The FCA’s aim is to create a solutions development, prototyping and test environment, and give companies direct access to academics, government bodies, venture capitalists and charities. (Photo by rafapress/Shutterstock)

Details of the sandbox were revealed in a speech by Jessica Rusu, the FCA’s chief data information and intelligence officer, delivered to delegates at the Innovate Finance Global Summit in London earlier today.

A pilot version has been running since 2020, and it will officially become permanent this summer, Rusu said.

What’s new in the FCA Digital Sandbox?

The Digital Sandbox enables users to access synthetic transaction and market data and 200 data assets, including payments and transactions data, investment data, Companies House data, consumer data including credit data and information gathered during the Covid-19 pandemic. It also hosts an open ‘API marketplace’, which gives access to other FinTech datasets. Over 1,000 APIs have already been on-boarded, Rusu said.

It aims to create a solutions development, prototyping and test environment, and gives companies direct access to academics, government bodies, venture capitalists and charities.

Up to this point, the sandbox has only been available to participants in the FCA’s TechSprint programmes, which aim to develop solutions for specific problems, but Rusu told the summit: “From summer 2023, our Digital Sandbox will expand to support a broader range of innovators. It will be available even for applicants outside of, or after, specific TechSprint activities. 

“We benefit from supporting this innovation by promoting solutions to complex regulatory challenges like APP Fraud, greenwashing, and scam detection.” 

Rusu highlighted the success of a recent TechSprint tackling APP fraud, where the victim is tricked into making large bank transfers to an account posing as a legitimate payee, as a way the sandbox environment is helping new products reach the market.

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She said that the “use of synthetic data in the identification of methods to detect this kind of fraud resulted in 40% of SME participants either launching their product, securing partnerships or funding, and several SMEs were nominated for industry awards.”

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The growing role of AI in financial services  

The rise of OpenAI’s ChatGPT and other generative AI systems has made AI a hot topic across many industries, as well as the regulatory sphere, and financial services is no exception, Rusu said.

She said: “We’re currently collaborating with the Digital Regulation Cooperation Forum and working through what the appropriate framework for AI in financial services could look like, considering feedback received from the [Bank of England’s] AI Discussion Paper, the machine learning survey, as well as our extensive engagement in the AI Public Private forum, conducted jointly with the Bank of England.

Rusu added: “In many ways, AI sits at the core of innovation and underpins many new and transformed business models. The opportunities for AI are enormous, particularly when combined with quantum computing. But the risks require careful consideration, including data bias, model risk, as well as outcomes-based monitoring implications.”

As reported by Tech Monitor, the FCA has recruited a team of experts to explore the use of synthetic data in financial services. This will include training machine learning models for fraud detection, reducing lending risk and know your customer (KYC) compliance services without putting sensitive and valuable real data at risk.

“The use of synthetic data and other privacy-enhancing technologies provides a useful way to perform data mining and build advanced models whilst protecting sensitive information,” Rusu said.

Read more: Financial services leads the way in intelligent automation

参考译文
FCA确认了英国金融服务的数字沙箱,因为它继续进行人工智能工作
英国金融市场行为监管局(FCA)将运行一个永久性的数字沙箱,以帮助金融服务公司访问合成数据和数千个金融科技api。FCA的数据主管表示,随着企业将更多的人工智能和其他新兴技术纳入其工作流程,这是为了帮助开发新产品和服务。FCA首席数据信息和情报官Jessica Rusu在今天早些时候于伦敦举行的创新金融全球峰会上向代表们发表的演讲中透露了沙盒的细节。Rusu说,试点版本自2020年以来一直在运行,今年夏天将正式成为永久性的。数字沙盒使用户能够访问合成交易和市场数据以及200种数据资产,包括支付和交易数据、投资数据、公司数据、消费者数据(包括信贷数据)和2019冠状病毒病大流行期间收集的信息。它还拥有一个开放的“API市场”,可以访问其他金融科技数据集。Rusu说,已经有超过1000个api上线了。它旨在创建一个解决方案开发、原型设计和测试环境,并使公司能够直接与学者、政府机构、风险投资家和慈善机构联系。到目前为止,这个沙盒只提供给FCA的TechSprint项目的参与者,该项目旨在为特定问题开发解决方案,但Rusu在峰会上表示:“从2023年夏天开始,我们的数字沙盒将扩展到支持更广泛的创新者。它甚至可以用于特定TechSprint活动之外或之后的申请人。“通过推广解决复杂监管挑战的解决方案,如APP欺诈、洗绿和骗局检测,我们将从支持这一创新中受益。”Rusu强调了TechSprint最近在解决APP欺诈方面取得的成功,受害者被骗向一个冒充合法收款人的账户进行大笔银行转账,这是沙盒环境帮助新产品进入市场的一种方式。她说,“利用合成数据来确定检测这类欺诈的方法,导致40%的中小企业参与者推出了他们的产品,获得了合作伙伴关系或资金,几家中小企业被提名为行业奖项。”Rusu说,OpenAI的ChatGPT和其他生成式人工智能系统的兴起,使人工智能成为许多行业以及监管领域的热门话题,金融服务也不例外。她说:“我们目前正在与数字监管合作论坛合作,考虑到(英国央行)人工智能讨论文件、机器学习调查收到的反馈,以及我们与英国央行联合开展的人工智能公私论坛的广泛参与,研究金融服务中人工智能的适当框架。”Rusu补充说:“在许多方面,人工智能处于创新的核心,并支撑着许多新的和转型的商业模式。人工智能的机会是巨大的,尤其是与量子计算相结合的时候。但风险需要仔细考虑,包括数据偏差、模型风险以及基于结果的监测影响。据Tech Monitor报道,FCA已经招募了一个专家团队来探索在金融服务中使用合成数据。这将包括训练用于欺诈检测的机器学习模型,降低贷款风险,了解客户(KYC)合规服务,而不会将敏感和有价值的真实数据置于风险之中。Rusu说:“合成数据和其他增强隐私的技术的使用为执行数据挖掘和建立高级模型提供了一种有用的方法,同时保护敏感信息。”
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