Finance
4 reasons why finance needs high-performance analytics
Published
1 year agoon
By
admin
Helena Schwenk, VP Chief Data and Analytics Office at Exasol
Data analytics platforms are central to the operations of financial services firms. Whether it’s transforming core business processes, shaping customer experience, or adhering to compliance regulations, the ability to capture and interrogate data provides the context for the business-critical decisions that firms need to get right.
The power to leverage data is even more important given the impact of the pandemic, with businesses making significant decisions about the level of real estate, staffing, and technological investment that they need in a post-pandemic work environment. Crises like these highlight the need for firms to be able to rely on high-performance in-memory platforms that offer speed, scalability, and flexibility regardless of where organisations are on their cloud journey.
In financial services, a sector that’s so inherently data-intensive, this is more important still. Without high-performing analytics, there are four key initiatives that risk being left by the wayside: fraud detection, customer experience, compliance reporting, and trading analysis.
- Accelerating fraud analytics to minimise losses
Fraud detection requires analysis of large, diverse, and disconnected data volumes to identify suspicious activity or trends at a faster pace. This is especially challenging given the changing nature of fraudster’s schemes, with businesses needing to integrate more data into analysis to keep up with new incidents.
Grappling with these increasing masses of data requires machine learning (ML), running complex analysis to test multiple scenarios and identify repeating patterns – or, indeed, outliers. In-memory analytics accelerates this process, supercharging fraud detection with immediate insights to identify irregular sequences and unknown fraud schemes.
As such, financial firms can detect fraud faster than ever before without compromising on security or performance, avoiding losses and keeping customer satisfaction high by authenticating legitimate transactions quickly.
For instance, fintech provider Iyzico, who provide online payment services, use AI-powered fraud detection algorithms to identify suspicious transactions, as well as protect legitimate customers and keep high conversion rates. By leveraging in-memory analytics to run queries faster, they meet their goal of making fraud decisions on online shopping transactions in under 50 milliseconds.
- Boosting CX with instant insights
Firms are racing to improve customer experiences with personalised offers that make consumers feel recognised as individuals. That could mean insurers providing tailored policies and quotes, or banks offering finance options that match the needs of account holders.
Getting this right boosts retention rates, reduces churn, and ultimately secures the bottom line. To achieve it, financial services firms need to convert raw data into actionable insights that’ll grant them the coveted 360-degree customer view to understand their customers as people.
As a result, firms are wrestling with vast stores of customer data, attempting to integrate, process, and analyse billions of records from multiple sources. Whether it’s customer service reporting, or churn prediction, in-memory distributed architectures ensure optimal analytics performance for many users by supporting high concurrency.
This gives firms accelerated time to customer insights, which enables a better customer experience. The quicker a firm can access insights, the faster it can serve its customers and meet their expectations, allowing them to address customer issues, identify opportunities for new business, and provide personalised communication when recommending services.
- Ensuring on-time, on-budget compliance reporting
Banks and insurers are under constant pressure to meet new and existing regulatory standards. Regulations like Dodd-Frank, Solvency II, and CCAR require firms to give accurate risk reports and conduct stress tests against large volumes of internal and external data, and meet multiple deadlines on a quarterly and annual basis. Noncompliance means loss of customers, PR issues, hefty fines, and even prison sentences.
These risks are too great for firms to rely upon underperforming, costly data warehouses for compliance reporting. That’s why in-memory MPP architectures are so crucial, expediting the entire regulatory reporting process from data ingestion to report creation and auditing. Firms can not only reduce the time for reporting to meet the stringent deadlines, but they can also speed up ad hoc query performance to answer auditor’s questions in a timely manner.
Many regulations require financial firms to keep sensitive data on-premises, and report on data stored both in the cloud and in-house. To optimise reporting within hybrid cloud environments, an in-memory database leverages data virtualisation to access data anywhere it resides without moving it, eliminating costly extract, transform and load (ETL) processes and reducing the risk of a data breach.
For example, Siemens-Betriebskrankenkasse (SBK), a health insurance company, consolidated its complex data sources – including compliance data – into a single warehouse. This has cut down data query delivery time from six and a half hours to 21 minutes while ensuring data privacy.
- Unlocking high-speed trading analysis for better investment
Investors need near-instant data to inform their decisions and generate higher returns. Minor delays in analytics delivery could mean material losses. The sheer volume, variety and velocity of the data is not suited to legacy data warehouse systems. Successful trade analysis means evaluating large amounts of data from diverse sources, including market data, media channels, and information from financial data providers throughout the trading process.
A highly scalable, in-memory analytics data warehouse can boost the performance of this important trade analysis, such as transaction cost analysis (TCA) and advanced algorithms power real-time financial analysis. These faster insights will enable investors to make better, more agile decisions at any time, without the need to wait for reports.
It’s time for an analytics upgrade
Thriving in finance today requires a greater level of agility. Firms need to turn their data into opportunity by upgrading their analytics capabilities to support real-time decision making, increasing profitability and delivering value to customers. That means having the right data infrastructure to handle mission-critical, time-sensitive workloads.
The pandemic won’t be the last crisis to impact the sector, which means firms need to move away from legacy data storage solutions and embrace new platforms that support high performance, scalability, and flexibility at their foundation. These capabilities will allow institutions to remain agile during difficult times, maintain steady operations during more buoyant conditions – and stay ahead regardless of the circumstances.
Business
Enhancing cybersecurity in investment firms as new regulations come into force
Published
14 hours agoon
June 2, 2023By
editorial
Christian Scott, COO/CISO at Gotham Security, an Abacus Group Company
The alternative investment industry is a prime target for cyber breaches. February’s ransomware attack on global financial software firm ION Group was a warning to the wider sector. Russia-linked LockBit Ransomware-as-a-Service (RaaS) affiliate hackers disrupted trading activities in international markets, with firms forced to fall back on expensive, inefficient, and potentially non-compliant manual reporting methods. Not only do attacks like these put critical business operations under threat, but firms also risk falling foul of regulations if they lack a sufficient incident response plan.
To ensure that firms protect client assets and keep pace with evolving challenges, the Securities and Exchange Commission (SEC) has proposed new cybersecurity requirements for registered advisors and funds. Codifying previous guidance into non-negotiable rules, these requirements will cover every aspect of the security lifecycle and the specific processes a firm implements, encompassing written policies and procedures, transparent governance records, and the timely disclosure of all material cybersecurity incidents to regulators and investors. Failure to comply with the rules could carry significant financial, legal, and national security implications.
The proposed SEC rules are expected to come into force in the coming months, following a notice and comment period. However, businesses should not drag their feet in making the necessary adjustments – the SEC has also introduced an extensive lookback period preceding the implementation of the rules, meaning that organisations should already be proving they are meeting these heightened demands.
For investment firms, regulatory developments such as these will help boost cyber resilience and client confidence in the safety of investments. However, with a clear expectation that firms should be well aligned to the requirements already, many will need to proactively step up their security oversight and strengthen their technologies, policies, end-user education, and incident response procedures. So, how can organisations prepare for enforcement and maintain compliance in a shifting regulatory landscape?
Changing demands
In today’s complex, fast-changing, and interconnected business environment, the alternative investment sector must continually take account of its evolving risk profile. Additionally, as more and more organisations shift towards more distributed and flexible ways of working, traditional protection perimeters are dissolving, rendering firms more vulnerable to cyber-attack.
As such, the new SEC rules provide firms with additional instruction around very specific prescriptive requirements. Organisations need to implement and maintain robust written policies and procedures that closely align with ground-level security issues and industry best practices, such as the NIST Cybersecurity framework. Firms must also be ready to gather and present evidence that proves they are following these watertight policies and procedures on a day-to-day basis. With much less room for ambiguity or assumption, the SEC will scrutinise security policies for detail on how a firm is dealing with cyber risks. Documentation must therefore include comprehensive coverage for business continuity planning and incident response.
As cyber risk management comes increasingly under the spotlight, firms need to ensure it is fully incorporated as a ‘business as usual’ process. This involves the continual tracking and categorisation of evolving vulnerabilities – not just from a technology perspective, but also from an administrative and physical standpoint. Regular risk assessments must include real-time threat and vulnerability management to detect, mitigate, and remediate cybersecurity risks.
Another crucial aspect of the new rules is the need to report any ‘material’ cybersecurity incidents to investors and regulators within a 48-hour timeframe – a small window for busy investment firms. Meeting this tight deadline will require firms to quickly pull data from many different sources, as the SEC will demand to know what happened, how the incident was addressed, and its specific impacts. Teams will need to be assembled well in advance, working together seamlessly to record, process, summarise, and report key information in a squeezed timeframe.
Funds and advisors will also need to provide prospective and current investors with updated disclosures on previously disclosed cybersecurity incidents over the past two fiscal years. With security leaders increasingly being held to account over lack of disclosure, failure to report incidents at board level could even be considered an act of fraud.
Keeping pace
Organisations must now take proactive steps to prepare and respond effectively to these upcoming regulatory changes. Cybersecurity policies, incident response, and continuity plans need to be written up and closely aligned with business objectives. These policies and procedures should be backed up with robust evidence that shows organisations are actually following the documentation – firms need to prove it, not just say it. Carefully thought-out policies will also provide the foundation for organisations to evolve their posture as cyber threats escalate and regulatory demands change.
Robust cybersecurity risk assessments and continuous vulnerability management must also be in place. The first stage of mitigating a cyber risk is understanding the threat – and this requires in-depth real-time insights on how the attack surface is changing. Internal and external systems should be regularly scanned, and firms must integrate third-party and vendor risk assessments to identify any potential supply chain weaknesses.
Network and cloud penetration testing is another key tenet of compliance. By imitating how an attacker would exploit a vantage point, organisations can check for any weak spots in their strategy before malicious actors attempt to gain an advantage. Due to the rise of ransomware, phishing, and other sophisticated cyber threats, social engineering testing should be conducted alongside conventional penetration testing to cover every attack vector.
It must also be remembered that security and compliance is the responsibility of every person in the organisation. End-user education is a necessity as regulations evolve, as is multi-layered training exercises. This means bringing in immersive simulations, tabletop exercises and real-world examples of security incidents to inform employees of the potential risks and the role they play in protecting the company.
To successfully navigate the SEC cybersecurity rules – and prepare for future regulatory changes – alternative investment firms must ensure that security is woven into every part of the business. They can do this by establishing robust written policies and adhesion, conducting regular penetration testing and vulnerability scanning, and ensuring the ongoing education and training of employees.
Finance
Regulations, RegTech and CBDCs – Fintech’s Next Chapter
Published
22 hours agoon
June 2, 2023By
admin
Teresa Cameron, Finance Director at Clear Junction
Over the last decade, the UK has embraced the fintech revolution with open arms. The remarkable growth and innovation in recent years has transformed the way financial services are delivered and accessed. In the UK, fintech accounts for around half of venture capital in the UK, and as we race to meet consumer demand, we’re seeing the development of new services flood the market: from digital wallets to AI chatbots, biometrics and touch IDs.
London is recognised globally as a crucial hub for fintech innovation, yet with this great power comes great responsibility. Both the FTX and SVB collapses dented trust in fintech, and this has translated into a dip in venture capital investment in the industry, which declined globally by 30%.
2022 was called fintech’s year of reckoning, but 2023 stands as the year to rebuild and we need to recognise that regulation is not a scary word. Now is our chance to be part of the next evolution in fintech, that will solidify it as an accredited and stable industry. By leading the charge now, we can make sure we have a say on what the future of fintech will look like.
Sustainable practices = sustainable growth
The Financial Conduct Authority (FCA) is set to implement its Consumer Duty in the upcoming months. Whereas before, the FCA has broadly been reactive, this will be the first time that the FCA will be formally setting out regulation and will have a proactively structured programme.
One of the most important aspects is to make sure that financial services put the interests of their customers at the heart of their business operations. This means a higher standard of protection across the industry and providing consumers with transparent information, as well as making sure that staff are trained and held accountable.
This is a huge step to regain trust in the industry right now and help raise the bar in what we can offer consumers. Change begins from the inside and by closely working with regulators and adhering to their guidelines, fintechs in the UK can benefit from the increased trust and confidence in the digital currency ecosystem. This approach not only protects consumers and investors but also means that we can bolster the legitimacy and viability of digital currencies as an alternative to traditional financial systems.
Regtech Revolution
It’s estimated that globally $2trillion is laundered annually, and the threat of financial criminals continues to rise as they become more sophisticated and utilise new technology, either through payments, open banking, or crypto. This, twinned with new global regulations and increasing compliance costs, means the need for innovative solutions in the regtech industry has never been greater.
We’ve seen an explosion in AI and machine learning (ML) tech to help better protect customers, and they have completely transformed the regtech space. These technologies can be used to analyse vast amounts of data and identify patterns that may indicate fraudulent activities. The algorithms can detect anomalies, flag suspicious transactions, and continuously learn from new data to improve fraud detection capabilities over time. That’s not to say that its completely fool proof. Continuous monitoring, regular updates, and staying abreast of emerging fraud trends will also be crucial.
At the same time, as the regulatory landscape becomes more complex and we see new rules develop over time, this tech will help fintechs mitigate risk management practices and maintain compliance in an efficient and cost-effective manner.
CBDCs and decentralized finance
Central bank digital currencies (CBDC) have been a hot topic of conversation, with pilot initiatives underway globally. Most recently the European Central Bank is currently said to start with proposed legislation in the next several weeks and here in the UK the Bank of England is also blueprinting plans for the ‘Britcoin.’
Digital currency backed by a central bank has been heralded to be a safe and stable means of payment and less volatile than crypto. However, some are concerned over privacy and anonymity surrounding a state-owned currency.
Tom Mutton, who is leading the Britcoin charge, has stated that the BoE never sought to make the digital pound anonymous, and that privacy will be a top priority. Under the Bank’s proposals, consumers would engage with the digital pound through private sector providers. With the increasing integration of digital currencies into mainstream operations, in the UK and abroad, both the government and financial institutions are showing growing interest in making sure there is a stable foundation of regulation as it develops.
Following regulations can pave the way for digital currency companies to tap into traditional banking services, which is crucial for their growth and overall success. Banks tend to be cautious about partnering with digital currency companies due to perceived risks associated with the industry. However, when these companies demonstrate compliance with regulations, it helps alleviate those concerns and makes banks more willing to collaborate.
We are at the beginning of a new age in the fintech space, and it’s an exciting place to be. We, as financial intuitions, have an opportunity to help write the next chapter. It is a long road to map out ahead, but we need to look for sustainable, long-term practices because, ultimately, that equals sustainable long-term growth, and fundamentally means survival for the industry.
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