CategoriesIBSi Blogs Uncategorized

How banks can benefit from Conversational AI in practice

The Covid-19 pandemic accelerated the trend of customers opting to use an app on their smartphone instead of visiting their local branch. British market research institute Juniper Research estimates that in 2026, around 3.6 billion bank customers worldwide will prefer to communicate with their provider digitally, up from 2.4 billion in 2020.

by Dr Jochen Papenbrock, Head of Financial Technology, NVIDIA EMEA

Artificial intelligence (AI) is establishing itself in the financial sector in areas like risk analysis and portfolio management. But customer care can also benefit from AI, or more precisely from Conversational AI, not just the business. The crucial prerequisite is that the appropriate AI solutions are used for each use case.

What is Conversational AI?

Jochen Papenbrock, Head of Financial Technology, NVIDIA EMEA

Conversational AI is the application of Machine Learning (ML) to allow humans to interact naturally with devices, machines, and computers using their own speech. As a person speaks, the device works to understand and find the best answer with its own natural-sounding speech. Conversational AI enables customers to interact with their bank via chatbots, voice assistants and voice input.

It is important that the system can answer questions within 300 milliseconds, as longer intervals are perceived as annoying by humans. But this requirement poses a challenge for Conversational AI applications: speed of answers can come at the expense of accuracy, but slow response times can reduce customer satisfaction. Similar to human-to-human communication, the question-answer process has to be fast, accurate, and contextual.

Other potential hurdles for an AI instance are technical terms, ambiguous questions, and colloquial and everyday language or phrases. To overcome challenges like these, Conversational AI uses complex Natural Language Processing (NLP) models and elaborate training procedures, usually with billions of different parameters. Training the models requires high-performance computers with powerful Graphics Processing Units (GPUs).

One of the challenges of Conversational AI is that banks and financial service providers, especially those that operate globally, need to maintain NLP models for multiple languages.

Currently, NLP models are primarily available in English. Fortunately, models can be translated into other languages with minimal effort, so it is not necessary to develop language-specific models completely from scratch.

More computing power required

Conversational AI application developers in the financial sector face another challenge: NLP models are becoming increasingly complex and the number of data sets used to train them is rising. Soon, NLP models will comprise several trillion parameters. But this complexity comes for good reason.

More training data increases the accuracy and performance of models and applications, and large models can be more easily adapted to different tasks at a lower cost. This means application developers will need GPUs with significantly higher computing power and a larger working memory for training extensive, local language models.

What are the benefits?

While using AI and ML in financial services is ground-breaking, what ultimately matters is the benefits these technologies bring.

An important advantage of Conversational AI is improved customer service through applications such as chatbots and voice assistants. Routine queries such as, “I lost my credit card. How can I have it blocked?” can be answered faster, more efficiently, at any time, and without the involvement of a staff member.

One AI instance can process thousands of queries like the above in parallel and answer them in seconds. Customers could check account balances or transactions, change passwords and PINs, and pay bills quickly and easily.

Conversational AI can also be used on the front lines of defence against fraud attempts by identifying and preventing suspicious account movements or putting a stop to digital identity theft by analyzing the caller’s voice pattern.

AI and advisors hand in hand

A combined approach is also an option, where both the AI system and a bank advisor are involved. For example, a customer who needs a mortgage can use Conversational AI to find out a bank’s offers and then clarify specific details with a loan specialist who has access to all previous communications. Should the customer request offer documents, either the AI system or advisor can provide them via smartphone, notebook, or stationary computer, along with a summary of the consultation.

By implementing AI in this way, banks have the opportunity to address more customers and prospects in a targeted manner with less time expenditure.

AI is a high priority for financial firms

When it comes to leveraging the full potential of AI solutions, European banks are still far behind US banks, according to a study by Bain & Company.

But European banks have plans for the coming years. The State of AI in Financial Services report by NVIDIA shows that banks, fintechs and financial service providers are intensively engaged with AI, especially Conversational AI. According to the study, 28% of companies in the financial sector want to invest in the development and implementation of Conversational AI solutions in 2022 – more than three times as many as in 2021. This puts Conversational AI in second place in the ranking of the most important applications for AI, behind AI-based solutions designed to prevent fraudulent activities.

What’s next?

With Conversational AI, banks and financial service providers can take customer experience to a new level. Especially for those who have grown up with the internet, social media and online, this next generation of customers expects their banks to take the next step and further optimize their service with the help of technologies like AI.

CategoriesIBSi Blogs Uncategorized

Regulation vs Collaboration: How to encourage innovation in financial services

Hans Tesselaar, Executive Director, BIAN

The financial services industry is facing a time of considerable change. During the pandemic, financial services organisations were forced to become digital entities virtually overnight. The acceleration of initiatives has led to significant questions about how best to encourage innovation within the industry while protecting consumers and promoting financial inclusion.

by Hans Tesselaar, Executive Director at BIAN

Enter the proposed Financial Services and Markets Bill, introduced by the UK government to drive innovation across the financial services industry, focused on supporting consumers through digital change. The bill is to replace existing EU regulations following Brexit, aiming to support the UK government’s vision for an “open, green and technologically advanced sector that is globally competitive”.

While introducing the bill is a significant step forward for bringing financial services front-and-centre in the UK, how does regulation support innovation in practice?

A balancing act

The Financial Services and Markets Bill aims to harness the opportunities of innovative technologies in financial services while bolstering the competitiveness of UK markets and promoting the effective use of capital. Banks need to remember, however, that when looking to adopt new technology and innovate, the needs of all consumers must be considered.

As banks accelerate digital transformation initiatives, consumers who prefer more traditional and manual banking methods, such as banking at branches and cash payments, can easily be forgotten. A recent ruling from the FCA means that banks and building societies need to assess the impact of changes to their services. This comes after the FCA warned that the industry is “not currently doing enough to properly understand the impact of these changes”. The regulator can now issue fines to banks that don’t consider access to cash and branches.

The introduction of new legislation and guidance from the regulator is promising but the industry must strike a balancing act to transform for the future while also ensuring it is catering to all consumers, no matter their preferences.

Risk and reward

There is also a commercial motivation for introducing the Bill. The government wants to make the UK the financial, technological and crypto hub of the world, following in the footsteps of the US and moving away from the EU.

One way it plans to achieve this is to implement the outcomes of the Future Regulatory Framework (FRF) Review created to reflect the UK’s new position outside the EU. The risk is that the UK could isolate itself from its close neighbours. There is a wealth of industry surrounding the UK, and independent regulations could cause leading European Banks to look for business elsewhere due to the proposed red tape, stunting innovation.

On the other hand, countries such as Canada and Australia look to the UK as an example and becoming more connected with them could open new possibilities. Instead of concentrating solely on the UK, the value of the Bill to the industry would increase if the government looked to connect and encourage more business with different markets – and then the UK will start to reap the rewards.

The value of collaboration

As a result of this opportunity, collaboration should be a focus to encourage innovation across the globe. To achieve this, banks need to overcome issues surrounding interoperability and a lack of industry standards. FS organisations must be equipped with the technology that allows them to introduce innovative solutions at speed.

A coreless banking approach, for example, empowers banks to select software vendors needed to obtain the best-of-breed for each application area without worrying about interoperability. Banks will also not be constrained to those service providers who operate within their technical language or messaging model because they will use one standard message model.

This ensures that each solution can seamlessly connect and exchange data, from FinTech’s to traditional banks to technology providers. It also means that organisations can communicate effectively on a global scale, removing barriers to growth and supporting international and national regulations, such as the Financial Services and Markets Bill.

An opportunity for growth

As digital adoption becomes more widespread, having access to the latest technologies that support consumers and banks alike is essential to the future of the industry. A more connected and seamless industry will undoubtedly deliver value, and although regulation is the foundation of the industry, collaboration and a consistent focus on the needs of every customer are the keys to unlocking the future.

CategoriesIBSi Blogs Uncategorized

Digital Banking: Making more of less money

The cost of living crisis that the United Kingdom has been reeling under since late last year is set to get worse, with the annual household energy bill predicted to touch £3,600 this winter. This will put enormous financial stress on families, 1.3 million families went into the pandemic with savings of less than a month’s income. How can banks help customers manage their money so that they save costs and earn better returns in these trying times? This article discusses some ideas.

by John Barber, Vice President, Infosys Finacle Europe and Ram Devanarayanan, Head of Business Consulting, Infosys Finacle Europe

Money management features to support budgeting and planning

Ram Devanarayanan, Head of Business Consulting, Finacle Europe

The first thing banks can do is provide a tool that simplifies budgeting for the ordinary customer. A few mainstream U.K. banks already offer apps that not only group spending by category – food, utility, entertainment, travel, for example – but also allow users to set (and monitor) category-wise budgets.

For retail customers, some banks also support planning for future expenses by creating “savings pots” in which they can accumulate money towards a specific goal. For example, retail customers can save up for school fees, home renovation and emergency funds. Similar to savings pots, business customers can use virtual accounts to manage their money better. This enables them to use money efficiently and save on overdraft costs and earn higher returns through money market investments. Last but not least, virtual accounts also benefit banks by reducing the costs associated with creating new accounts.

Education for a long-term view

Knowing how the money was spent allows customers to take informed actions to manage their finances better. But tools can only do so much. To really improve the state of financial health, banks should join the government and academic institutions in building money management awareness among the general populace. A great example is LifeSkills, a Barclays initiative that has helped more than 13 million young people learn, among other things, money management skills such as budgeting and avoiding fraud. HSBC believes in informing them young by using storytelling and gaming to teach money concepts to kids right from the age of three. The truth is that only sustained education will teach people to plan finances for the long term. At a time when one protracted crisis is following another, the importance of financial planning cannot be overstated.

Banks can also leverage analytical insights to send contextual alerts nudging customers to pay bills on time, sweep excess funds into a higher-rate deposit and renew an insurance policy.

Open banking for control, convenience and choice

John Barber, Vice President, Infosys Finacle Europe

Having greater visibility and control helps customers make the best use of depleted resources. Open banking can play a role in this. For example, it enables Variable Recurring Payments (VRP), whereby customers can authorise payment providers to make payments on their behalf within agreed limits. Customers have greater flexibility over setting up/ switching off VRPs compared to Direct Debits and can also see the status of their VRPs on a dashboard.

Another advantage of open banking is better consent management – users can define clear parameters for what they are consenting to. This is also useful for small business customers to manage cash. For instance, a small business can use this facility to authorise AISPs (Account Information Service Providers) and PISPs (Payment Initiation Service Providers) to sweep excess liquidity into an external fund to earn a higher return.

Still, the adoption of open banking is quite limited in the U.K. Besides having data privacy and security concerns, customers don’t fully understand how open banking works and what it could do for them. Since most of these issues can be addressed through education, banks should include open banking awareness in their financial literacy programmes.

This would benefit them too. Open banking is an opportunity for financial institutions to tap ecosystem partnerships to present a more complete service, including non-banking offerings, to customers. They can source the latest, most innovative offerings from fintech companies to fulfil a variety of needs at competitive rates.

Personalised services at the right “moments in time”

At the very least, “correctly” personalised services – based on data analytics – prevent banks from annoying customers with irrelevant offers. But the real reason for personalising banking should be to deliver the right service at the right moment of time as a frictionless experience. This is also very much in the banks’ interest because it reduces the likelihood of customers fulfilling their requirements elsewhere.

Personalisation also builds banks’ customer understanding, crucial for a successful ecosystem play. The future belongs to banks offering competitive financial and non-financial propositions sourced in-house as well as from third-party ecosystem partners. India’s first fintech unicorn, Paytm, exemplifies this; it grew quickly from being a mobile wallet bill payment platform into a vibrant e-commerce marketplace before acquiring a banking license. In the first 18 months, Paytm Payments Bank opened a massive $42 million savings account.

In contrast, financial institutions persisting with the traditional banking model will be relegated to the role of a utility. To avoid that fate, they must invest in a robust digital platform capable of onboarding and supporting a diverse partner ecosystem.

Embedded, invisible banking

Ecosystem banking leads naturally to embedded finance, where banking products and services are inserted so seamlessly within customer journeys as to be almost invisible. Embedded finance fulfils the younger generations’ demand for an Amazon type of all-encompassing, personalised, frictionless and entirely digital experience that the next-generation providers are bringing to market. For example, Paytm offers a wide range of services, including banking, insurance and investments, ticket booking, food delivery, shopping, and of course, seamless payments to finance all of these.

To compete, banks will also need to compete with apps by increasing the capabilities of their apps beyond just core banking processes.  All these evolutions – ecosystem play, platform business model, embedded finance, and app style capabilities – call for comprehensive digital transformation, starting from the banking core. DBS in Singapore is an outstanding example of a traditional financial institution that transformed itself into one of the world’s best digital banks.   But even as other banks go on this digital journey, they should continue to create highly competitive products and services. This is especially important because in difficult times customers’ needs, above everything else, are more value for their money.

CategoriesIBSi Blogs Uncategorized

Driving Asia’s real-time payments boom

Leslie Choo, MD Asia, ACI Worldwide

Long before the Covid-19 pandemic descended, digital money had already been gaining currency with consumers, small businesses, and large institutions around the world. Covid-19 accelerated that trend. In Asia specifically, it led to a profound shift in the region’s payment landscape.

by Leslie Choo, MD Asia, ACI Worldwide

Almost overnight, it showed why and how real-time payments can make a tangible difference and instantly help accommodate personal and professional needs. Access to immediate funds for basic subsistence and business continuity has now become paramount for consumers and businesses.

The outcome has been a generational leap in behaviour, where customers no longer accept a fragmented payment experience and instead expect and demand an agile, integrated, mobile-first, and consistent payment experience across all channels and form factors.

At the same time, the pandemic prompted consumers and businesses to reassess their use of cash. So much so that by 2025 non-cash transactions in Asia-Pacific are forecast to exceed the one trillion mark. Cash, it seems, now has a real competitor.

The shift to digital gathers momentum

The APAC online payments industry was profoundly impacted by the pandemic, leading to major advances in the market. 97% of consumers now consider the digital channel the best way to interact with their bank or use it as one of several channels in a multichannel or omnichannel offering.

The digital payments revolution continues to lead the way in Asia Pacific. The pace of transformation in APAC is quickening on the back of advances in technology, progressive regulation, a range of competitive participants, including traditional providers and new fintech entrants, evolving consumer needs, and the accelerated digitalisation on the back of the pandemic. In fact, digital payments are expected to account for 91% of total e-commerce spending by 2025 in Southeast Asia, up from 80% in 2020.

It is also widely acknowledged that digital and real-time payments significantly reduced the cash flow issues that plagued supply chains following the Covid-19 outbreak. The ability to pay suppliers, staff, logistics, and utilities digitally reduced the cashflow constraints of many businesses and highlighted the gross inefficiencies and costs associated with cash and traditional payment methods.

Individually, these factors would all generate growth for real-time and digital payments; however, combined, they are almost certain to ensure that high growth and adoption continue unabated. As dependence on digital payments increases, it’s hard to see consumers reverting to their traditional mindset or behaviour.

Explosion of form factors and frictionless payment experiences

As we emerge post-pandemic, payment acceptance infrastructure continues to evolve and drive payment innovation through a range of new payment methods or form factors.

Traditional smartphones and cards will remain the primary payment methods for now. But other forms such as wearables, IoT, and smart home devices will accelerate uptake and expand real-time and digital adoption while continuing to chip away at cash’s receding influence.

Transactions that are frictionless, global, and ubiquitous in nature will define digital banking in Asia, with capabilities being agnostic to payment methods or forms of storage across cards, digital wallets, bank accounts, and open banking.

Meanwhile, new services like ‘Request to Pay’ (R2P) will emerge as key differentiators. With Asia and the US already live and other regions preparing to launch similar initiatives in 2022, expect corporate and government collections to increasingly move to R2P.

Keeping it simple

Digitalisation is also forcing many banks and other financial institutions to rationalise their communication protocols to better navigate and communicate between varying regional standards.

Several traditional and current legacy data standards limit tracking capabilities and can pose major reconciliation and traceability challenges, especially in a real-time environment. ISO 20022, an international standard for electronic data exchange between financial institutions, will help.

ISO 20022 started out with low-value payments (cards, wallets, QR pay etc.) before incorporating high-value, real-time payments (cash management, Swift, etc.). This ability to combine or converge low and high-value real-time payment data makes it ideal for financial services as it dramatically reduces duplication and complexity while improving governance, visibility, and efficiency.

Ultimately, ISO 20022’s flexibility means any new real-time payment infrastructure won’t require a new data standard but can simply be combined with current systems, significantly improving time to market, effectiveness, interoperability, and governance.

Capitalising on cross-border

Despite the market opportunity and a high interest in regional payment scheme integration, cross-border payments have proved elusive in Asia.

Currently, real-time payments are restricted to domestic schemes and a small but growing number of bilateral agreements between close neighbours. But there are moves to change this, as Southeast Asia central banks continue to explore bilateral connectivity and interoperability between their domestic schemes to extend and expand regional linkages within ASEAN and the greater Asia Pacific.

While ASEAN still does not possess an integrated regional payments framework between members like the EU, many bilateral arrangements, such as the upcoming Singapore / India (mid-2022) initiative, have created greater organic integration. This creates a form of regionalisation by stealth rather than by design. As more of these bilateral connections emerge, real-time cross-border payments will surge, and with it, Asia’s economies.

The race to real-time

As the world continues to go digital, there is an opportunity to ride on the growth of digital payments and provide secure and reliable financial services to meet the ever-changing needs of Asia’s consumers. Digital and real-time payments are no longer a nice-to-have but a must-have.

It is clear the deficiencies and inefficiencies of cash are increasingly exposed to even its most ardent supporters, and the momentum is now with digital payments. With so many aligned stakeholders, the future of Asia’s commerce, and consumerism, is now clearly heading toward digital and real-time payments.

Changing consumer and retail trends across the region have propelled the rapid growth of Asia’s digital economy. There is a huge impetus and appetite from all parties for more integrated real-time payment services—consumers demand accessibility, immediacy, and simplicity. These developments are just part of an ongoing evolution of the real-time payments landscape that will see more advanced features being introduced to enhance the payments experience.

CategoriesIBSi Blogs Uncategorized

Spoof? You can’t handle the Spoof

Steve Wilcockson, Product Marketing, Data Science, KX

Markets have been stunned recently by regulators hitting high-profile organizations, including tier one investment banks and trading platforms, with significant fines for cases involving ‘spoofing’.

by Steve Wilcockson, Product Marketing, Data Science, KX

Spoofing is a form of market manipulation where a trader places a large series of orders to buy or sell a financial asset, such as a stock, bond, or futures contract, with no intention of executing them. With increasing varieties of interconnected asset classes being traded, organizations must be more alert across all of their markets or risk severe sanctions.

For example, in one case, a trader took advantage of the close correlation between U.S. Treasury securities and U.S. Treasury futures contracts and engaged in cross-market manipulation by placing spoof orders in the futures market to profit in the cash market. This resulted in a $35million fine! Or take the case of precious-metals traders who consistently manipulated the gold and silver market over seven years and lied about their conduct to regulators who investigated them. Penalties are in the order of a billion USD.

A revolution in detection

Such cases represent a clear failure to prevent instances of market abuse, and we might ask how that is possible given recent investments in detection systems designed to help protect organizations from such activity.

Technology on its own is not a solution. Personal ethics are, and always will be, an issue. However, technical evolution in how spoofing is conducted must be countered with a revolution in spoof detection. Traditional spoofing operates where false, but manipulative, orders are placed on the same asset where the unlawful profits may get realized. Traditional systems may capture such instances well. However, systems can and have failed in cases of more furtive manipulation, such as realizing the profit on a derivative by placing the spoofing orders on an underlying asset, not the derivative contract itself.

Successful future-proofed technologies must look for correlations across assets, business units, and markets. But more monitoring means more data and compute overhead, as well as team and workflow challenges.

When monitoring so many more data combinations, static detection systems face challenges. They need to be sufficiently agile and dynamic to handle greater data dimensionality. Robust statistics, machine learning, and behavioural analytics can help quickly synthesize data, provide early indicators of suspicious activities, and quickly eliminate false positives, but more is needed. Delivering rigorous historical event analysis and real-time insights, detection systems and their owners need dimension-busting algorithms that can work with ever-increasing volumes and complexities of data at speed.

Scalable analytics

Detection technologies must adapt to evolving market needs: new data types, the sheer volume of data, and constant updates over time. Time-series data – collections of data, often from different sources and types, organized through time – is the most efficient base unit, enabling ready processing to seek correlations, anomalies, and patterns. For example, when looking for spoofing and “layering” specifically, internal order/quote actions and trades are compared to market quotes, not just top of the book but also in their depth and consolidated trades. This helps determine if deceptive orders and cancellations that formed part of the strategy were marketable (i.e., likely to execute) at the time of the transaction. This can consist of hundreds of millions of records or more. The North American futures industry, for instance, generates over 100 billion order messages each day, and the securities markets billions more!

Choosing the right haystack

Another challenge is finding meaning in the masses of data. In plain terms, when looking for a needle in a haystack, select the right haystack to start with, and then minimize the disruption to finding the needle. In such cases, machine learning can deliver more efficacy over such high-dimensional data than rules-based solutions. Yet rightly or wrongly, and for reasons of regulatory compliance and governance around explainability and reproducibility, machine learning models tend to augment easier-to-validate rules-based processes.

However, machine learning techniques can compute over as many axes as there are useful features, easily. One popular method deployed across many industries and applications – from police surveillance to cybersecurity, from search engine recommendations to predictive healthcare and financial surveillance – is a Support Vector Machine (SVM). This is a great algorithm to identify and score features – measurable pieces of data – such as colours and distances on an image, or, in the financial world, trade characteristics and trading patterns including fraudulent features across different data sets.

Many other algorithms and tests apply in addition to SVMs. Whatever the model approach – clustering or regression, linear or nonlinear, machine or deep learning algorithms – their parameterization is invaluable in financial surveillance. For spoofing, they can navigate well the frontiers and layers of normal and abnormal market activities, and assess balanced and unbalanced markets, where liquidity might be illusory or volume artificial.

Conclusion

Spoofing is hard to detect. Its very existence relies on trades likely not being executed, increasingly across different markets and assets. As the examples have shown, regulators have the teeth to find and punish such market-abusing spoofers, so regulated entities need to ensure they have the tools to find them too. Personal ethics will forever challenge financial organizations and regulators, but dynamic, flexible, fast technologies navigating highly complex data sets can future-proof organizations, adding agility and scalability to their fraud detection, crime, and AML stacks.

CategoriesIBSi Blogs Uncategorized

From penalty fees to proactive engagement: How banks are transforming overdraft response

Jody Bhagat, President of Americas, Personetics

The overdraft landscape in the US is at a watershed moment, with banks and credit unions alike taking action to lessen customer impact from overdraft and NSF penalty fees. For a long time, overdraft fees have been ‘in the shadows,’ often perceived as a penalty fee disproportionately applied to those who can least afford to pay.

by Jody Bhagat, President of Americas, Personetics

Market forces and regulatory pressure are moving the industry in a positive direction, and it’s encouraging to see the industry’s rapid response to lessen penalty fee impact with a range of customer-friendly approaches to overdraft response.  The range of response thus far can be characterized by the 4P’s:

Policy: Eliminate overdraft fees (Capital One, Ally, Alliant)
Price:  Reducing or eliminating overdraft or NSF fees (B of A, WFC)
Process: Changes to accommodate grace period or negative buffer (PNC Low Cash Mode)
Product: Creative enhancements to address the majority of situations (Truist One, Huntington Stand By Cash)

The next breakthrough in overdrafts for the industry is to address the 5t P: Proactive.  Proactive cash flow management helps anticipate and resolve overdraft situations prior to occurrence and allows for tailored customer treatments.  Rather than determining which fees to reverse, banks can focus on what tailored treatment can help this customer address a future overdraft condition and improve their financial wellbeing in the process. What if overdraft response was something that your institution was excited to promote to customers, in a way that puts the customer at the centre of the conversation?

Rather than simply a defensive move, forward-looking institutions can use this moment as an opportunity to reinforce a customer advocacy approach, where the institution becomes a trusted advisor. With inflation at a 40-year high and many families struggling with cost-of-living pressures, it’s more important than ever for banks to support customers and improve their financial wellbeing.

Here are a few reasons why overdraft response can become a bigger source of differentiation and competitive advantage for financial institutions.

Data is king: A new opportunity to understand your customer

Before you can solve overdraft conditions, it’s important to understand which customers are vulnerable to overdrafts, and what is the root cause. Overdraft conditions can become a moment of opportunity to take a closer look at what is happening in that customer’s life, and engage with the customer in a meaningful, personalized way.

Financial institutions are taking a closer look at which customers are most likely to overdraft, and why. By leveraging advanced data and analytics, banks can proactively engage the 4-6% of customers who overdraft on a monthly basis.

From our analysis, we found four common personas experiencing overdraft situations:

  1. Paycheck to Paycheck: Jim is experiencing multiple cash flow crunch situations every quarter and overdrafts repeatedly. Jim’s income may be volatile or barely enough to cover expenses.
  2. Hardship: Martha has experienced a recent hardship (e.g. income loss or significant medical expense) that is likely to create a near-term overdraft situation and a running up of credit lines.
  3. Mismanaged Timing: Tom has mismanaged the timing of their deposits and payments for a given month, resulting in an overdraft condition.
  4. Affluent Mistake: Jen has plenty of deposits with the bank but unwittingly got caught in an overdraft condition with an account.

Identifying your customer profiles and the context of each overdraft situation can help banks provide the right solution and support for each customer’s financial circumstances. By cleansing and analyzing transaction data, banks can readily understand the context of the overdraft situation. With advanced data and analytics, the bank can identify customers who are at risk for overdraft conditions, and proactively provide treatment options to support the customer’s financial needs, such as an overdraft protection solution with a connected savings account, or a short-term line of credit.

Context is queen: providing tailored treatments for overdraft at scale

Instead of just a penalty fee, overdrafts can be a way to better understand the individual customer and improve their financial well-being. By proactively engaging customers on cash flow issues, banks can reduce the number of overdrafts and negative balance situations and build stronger relationships, leading to higher customer satisfaction and loyalty.

By modelling customers’ cash flow patterns and applying a “robust” balance forecasting algorithm, banks can analyze customers’ historical, scheduled, and patterned activity to accurately identify when they are likely to have a low or negative balance prior to their next likely deposit. That way, banks can help anticipate a customer’s liquidity issues, determine why it is occurring, and proactively provide options to address the situation.  Through back testing of our model, we’ve found that we can accurately anticipate approximately 70% of overdraft conditions.  With this kind of knowledge, banks can unleash their creativity in offering treatment conditions based on the customer context and the likelihood of overdraft.

Building deeper customer relationships

Overdraft fees have represented a meaningful amount of net income for banks (6-7%) and some have been reluctant to forego that revenue. However, a customer-centric overdraft program could be an even more sizable opportunity for financial institutions by deepening customer relationships

Over the coming year, we’ll see more banks leaning into their overdraft response and seeking a more proactive solution along with reactive actions. Forward-leaning institutions will look at it not as a defensive move to avoid regulatory scrutiny, but as part of a broader proactive approach where the bank operates as a trusted advisor that helps people with their money management.

The time for banks to act is now. As inflation and the cost-of-living crisis rage on, the institutions that adapt their policies with customers front of mind will not only help to improve financial health, they’ll gain lifelong customers in return.

CategoriesIBSi Blogs Uncategorized

How tech is helping to build an inclusive financial future

Patrick Reily, Co-founder, Uplinq

The World Bank cites financial inclusion as one of the key enablers to reducing extreme poverty and boosting shared prosperity. Unfortunately, many countries still fall way behind on levels of financial inclusion and are unable to offer their citizens equitable access to essential financial services. When this occurs, we get financial exclusion. Sadly, this remains an issue around the world, which is preventing nearly 1.2 billion people from fulfilling their true economic potential.

by Patrick Reily, Co-founder, Uplinq

The knock-on effects of financial exclusion are felt by everyone. Essentially, individuals who are excluded from economies are in turn, unable to make meaningful contributions to them. As a result, economic growth in these areas can be limited, which has created a tremendous incentive to promote levels of financial inclusion across the world. In particular, there’s a real need to boost financial inclusivity in regions, such as Africa and Latin America, where the issue may be leading to diminished growth.

Why is financial exclusion problematic?

There are several ways to assess the economic harm caused by financial exclusion. As mentioned, the phenomena contribute to both microeconomic and macroeconomic problems. On a personal level, financial exclusion inhibits a person’s ability to access mainstream financial services, such as savings and pension schemes. Unfortunately, such limitations increase the likelihood of personal debt and limit opportunities for education, personal development and access to employment.

What’s more, financial exclusion overlaps significantly with issues like poverty, as well as broader challenges, such as social exclusion. To this end, without equitable access to financial services, individuals may begin to feel cut off from society. Simply put, these people don’t have access to the same security frameworks afforded to others. Sadly, this can then manifest into a myriad of further economic and societal problems.

Does financial exclusion hurt businesses?

While some of us may be deeply concerned about the plight of the financially excluded, others may feel less concerned as they deal with problems of their own. However, financial exclusion has a negative economic impact on all of us. On the broader scale, financial exclusion can stymy economic growth, lower educational attainment and limit the development of innovation and intellectual property. Directly or indirectly, we all pay an enormous price.

What’s more, the concept of financial exclusion also extends to businesses. In this instance, it applies to companies who are unable to access traditional financial services in the same manner as market competitors. Primarily, this issue tends to affect small-to-medium-sized businesses (SMBs), many of whom find themselves at a disadvantage to larger counterparts when looking to access essential financial services, such as lending capital. Without equitable access to lending capital, the ability of SMBs to reach new markets is severely limited.

Why do SMBs matter?

With high levels of financial exclusion, businesses, as well as the economies they function within, are unable to reach their maximum economic potential. As such, there is a need for all of us to combat the issue. At Uplinq, we believe the fight to promote financial inclusion begins by tackling the issue within the SMB market. If we do that, we can take the first step towards building a more inclusive world for all.

Ultimately, SMBs are the lifeblood of most Western economies, providing around 63% of new private-sector jobs created in the US alone. To properly scale, many of these businesses need access to lending capital, which isn’t always available. Furthermore, on account of their size, many SMBs lack the requisite financial data to pass traditional credit checks. This is not to say these businesses aren’t worthy of receiving lending capital, but instead, simply struggle to effectively make the case within the context of existing decision-making frameworks.

Building a more inclusive world

So, how do we go about building a more financially inclusive world? At Uplinq, we believe a radical overhaul of traditional decision-making systems is required. Specifically, it’s time to update the antiquated decision-making processes used for SMB lending decisions. For too long, these services have relied on limited data sets to generate results. As such, many existing systems are unable to offer an accurate picture of a businesses’ true financial viability, which limits lending opportunities.

Thankfully, modern technologies now exist, which offer dramatic improvements in this area. Notably, solutions like Uplinq can assess billions of alternative data points to create a more comprehensive picture of a business’ financial viability, regardless of its size or status. By implementing these technologies within their systems, lending companies can begin to serve the SMB market in a far more inclusive manner.

If we can achieve this goal, then we can begin to build a more inclusive world, which will benefit us all. This is the objective we’re working towards every day. Our innovative solution can allow credit lending providers to generate the most accurate lending decisions possible. To this end, our solution can help a greater number of SMBs receive lending when they need it most, helping to close the gap between them and their more established counterparts.

CategoriesIBSi Blogs Uncategorized

Let’s not get ahead of ourselves, biometric payments are a long way off becoming mainstream

Ashish Bhatnagar, Client Partner, Cognizant

Mastercard recently announced it is trialling a new biometric card that will allow businesses to offer consumers the opportunity to pay via biometric services through an app. It’s a conversation that’s been on the radar for some time now, particularly as a means to eradicate the need for passwords. And it’s not a bad idea in theory. HSBC found that fraud was reduced by 50% when using a voice authentication system for customers. What’s more, Mastercard’s trial promises the ability to speed up payments, reduce queues, and offer more security than a standard credit or debit card.

by Ashish Bhatnagar, Client Partner, Cognizant

With such benefits on offer, it’s not surprising that the biometrics market is expected to be worth $18.6bn by 2026.

Though the question must be asked as to whether we are hyping yet another technology up a little too much too soon. Biometric payments, still very much in their infancy, in my opinion, have a long way to go before becoming mainstream, with several obstacles to overcome first.

Prepare to fail

Facial recognition, while of course a huge innovation and one that has changed the game for many use cases, is not without its problems. As most of us have now come to realise, it’s not perfect and our recognition systems continue to fail to work 100% of the time. While error rates are now less than 0.1% – a seemingly low percentage – it’s one that translates into potentially thousands of transactions when considered on a global scale.

To reduce the chance of failure, companies will need to have access to several different forms of authentication, such as fingerprints, vein patterns, iris scanning, facial recognition and more to offer multiple options when consumers experience problems. While reducing the risk of errors and fraud, each system has its own accuracy rates and problems that firms need to be aware of. For example, facial recognition can sometimes be thrown off by glare from glasses, and vein pattern relies on high-quality photos in the first instance and ensures that subsequent scans are not affected by different light conditions.

Unfortunately, though, the issues with biometric data and systems don’t end with our phones occasionally not recognising who we are mid-yawn. For example, its use by police establishments has been a huge cause of concern for citizens, rightly worried about unknown entities having access to so much of their personal data.

The ultimate trade-off

And that is perhaps the biggest obstacle to overcome in order to make biometric payment systems mainstream. The trade-off for consumers to ensure they are a success is that companies will have to have access to an increasing pot of every individual’s personal data. There’s no compromise here; personal data is simply fundamental to how the technology operates.

Such a big concern for the increasingly data-aware citizen means high stakes for any business wanting to get in on the biometric payments action. For instance, while a data breach today may result in passwords and usernames being leaked, this information can be changed and updated relatively quickly and easily. Biometric data, unsurprisingly, is impossible to change.

And it’s not just bad actors in the cyber world that consumers are or should be worried about. Sharing such sensitive and personal information with global corporates, should never just be a given especially for those which aren’t clear on how that data will be used. For example, in countries with less protection for individual rights, such as China, the facial database could be used to identify and target certain groups of people by the state authorities, as has already been seen with the Uighur people. If the public becomes distrustful and refuses to share information with payment firms as a result of such events, any biometric technology beyond just unlocking a smartphone will struggle to get off the ground in a meaningful way.

It’s down to businesses and governments to overcome these concerns by putting the appropriate regulations and processes in place that protect consumer data and put their minds at ease. This will help build trust in new technology. What’re more governments around the world need to be communicating effectively to create conformity across countries on how data should be handled and secured. Firms in turn will benefit from being able to focus on one set of rules, in the knowledge that the rights of people in different locations are being protected.

Who foots the bill for biometric payments technology?

Beyond consumer concerns, there’s an issue of cost. New technology doesn’t come cheap – so who’s responsible for paying for the new devices that will be required to make biometric payments a reality? We’re talking billions; at the moment some high-end biometric systems can cost up to $10,000, a significant and completely unrealistic cost for small business owners.

And for what? While biometric payments may well make things a little easier and quicker for consumers, it won’t win or lose their loyalty when they can just pay by other means, so there’s simply no ROI. Only when it becomes an expectation of consumers, instead of simply a novelty, will it become important for companies to jump on the bandwagon. But that could take years, at least until the technology becomes an affordable price where it is feasible for companies to make this investment. Until then, widespread adoption is a distant notion.

We need to take a step back

There’s no doubt that schemes like Mastercard’s will crop up more frequently – innovations like these are part and parcel of today’s digital world and it’s exciting to see what the future could look like. But the point here is that, once again, we’re getting a little ahead of ourselves. Privacy issues, in particular, prove a huge obstacle, not just to payments, but to all other systems attempting to make use of biometric data. The regulations required to fix the issue could take years to get right.

So, just like we won’t see flying cars zooming overhead tomorrow, biometric payment systems have a long way to go before becoming mainstream.

CategoriesIBSi Blogs Uncategorized

Is SCA enough? Adopting a multi-factor solution to fight fraud

With the European Commission first adopting the PSD2 proposals in 2015, Strong Customer Authentication (SCA) has now officially come into force across the UK. Now that this long-anticipated wait is over, we can start to look at what SCA means in practice and how merchants can do go beyond these regulations.

by Scott Dawson, Director of Operations, Pixxles

How SCA impacts merchants

Scott Dawson, Director of Operations, Pixxles

In simple terms, SCA requires a customer to verify themselves with two of the three following pieces of information, such as a password, mobile device, fingerprints, facial recognition, or even subtle cues like how they type before payments can be processed. Although these regulations introduce increased friction in the payments process, SCA is necessary to prevent fraud.

Overall, the roll-out of SCA across Europe as a whole has been smooth, despite alarming news of a third of all transactions being blocked and losses of €100 billion. This is likely to be down to the flexibility built into SCA from the outset: transactions under €30 were exempt, and many merchants will receive exemptions on transactions up to €30 if their acquirer’s fraud rate is below 13 basis points and €250 if their fraud rate is below 6bps. This flexibility encourages acquirers and merchants to be proactive about fraud, as the lowered friction from a lack of SCA challenges will likely translate into more sales.

Despite offering increased protection, European eCommerce merchants have seen fraud rates rise as much as 350%. However, this does not indicate that SCA is not effective. The sharp influx in fraud, in general, is down to the rise in new eCommerce shoppers during the pandemic. In fact, if SCA was not in place, it is possible that this figure could have been even greater. Therefore, SCA should be seen as one of many systems that a merchant should have in place if they want to reduce fraud on their eCommerce site.

A collaborative approach to reducing fraud

With that said, what then are merchants’ options for going beyond to minimise fraud rates even further than SCA regulation currently allows, whilst maintaining a frictionless payment process for legitimate customers?

First and foremost, it is important to understand the exemptions process and what level of protection is available to your company. For example, if your fraud rate is already very low, you might have the option of exempting customers from SCA. In order to do this, you will need to contact your current acquirer, and if your current payments partner can’t offer you high enough exemptions you may need to consider changing acquirers.

Next is to adopt additional security technology to support SCA. There are a number of systems that use AI and machine learning to spot the signatures of fraud before it gets to the payment stage. Very few fraud attempts are carried out by a human being on a computer – instead, bot networks with increasingly sophisticated and humanlike behaviour are used to carry out hundreds of automated attacks simultaneously. This is a powerful tool, but there are some obvious tell-tale signs when attacks are carried out by machines that AI can spot. Due to the accuracy of AI, even when attacks break through machine learning can be used to prevent them from happening again.

Lastly, attacks are not always malicious in nature. Around 90% of merchants say that ‘cardholder abuse of the chargeback process is a leading concern for their business. While sometimes this abuse can be intentional, it could also be innocent. For example, a customer might not recognise a charge on their card statement and, instead of looking into it, asks their card provider for a chargeback. It is possible to put systems in place that can dramatically reduce both malicious chargebacks and unintentional ‘friendly fraud’. Having robust order-tracking systems in place is one way to cut down on chargeback claims from customers who think that their order has been lost when it is in fact running late.

Continually evolving to fight fraud

When it comes to fraud prevention, collaboration in terms of tools and expertise is key. As we have seen, by itself SCA isn’t the one and only solution for fraud, but when combined with multiple anti-fraud systems and a focus on learning more about current threats it can become part of a multi-factor solution.

Therefore, although SCA is a step in the right direction, in order to keep up with the fraud ecosystem you will need to be continually evolving too.

CategoriesIBSi Blogs Uncategorized

Shining a spotlight on the Latin America e-commerce opportunity for FinTech

Gustavo Ruiz Moya, CEO of eCash for Latin America and Global Head of Open Banking, Paysafe

Like many places, Latin America has seen the dramatic rise of e-commerce, accelerated by the pandemic and subsequent lockdown measures. This has been accompanied by the increasing use of alternative payment methods (APMs), such as eCash, digital wallets, and bank transfers. All of this makes Latin America an attractive market for merchants. But a key question is whether these changes in consumer habits will endure in the long term?

by Gustavo Ruiz Moya, CEO of eCash for Latin America and Global Head of Open Banking, Paysafe

With a view to better understanding consumers’ payment habits in the region, Paysafe commissioned a survey of 3,000 consumers across Brazil, Chile, and Peru in April 2022.

Our survey paints a positive picture when it comes to how long-term this opportunity really is, with 74% of respondents in the Lost in Transaction survey saying their payment habits have changed permanently since the start of the pandemic.

This means it’s an exciting time for consumers and merchants. Access to the internet and e-commerce through mobile phones is growing, and different ways to pay are driving greater choice and inclusivity for consumers. Merchants can now look slightly differently at a region that might have seemed prohibitive in the past due to a lack of local knowledge and partnering opportunities, as well as payment hurdles and difficulties of cross-border transactions.

Latin American countries’ increased digitalization its support of instant payments against the backdrop of a population which is keen to adopt APMs (63% had used a digital or mobile wallet, eCash, or crypto in the last month) has made this a market with huge potential.

Driving greater inclusion through e-cash

Although there are many differences between one Latin American country and another, demographics, banking environments and regulations, and payment preferences, to name but a few, there are also some common characteristics. This includes a general tendency toward an informal economy with a large unbanked population – 45% according to the World Bank. Also, a preference for cash over debit or credit cards, largely driven by the turbulent economic climate over the last decade, access to credit, an air of mistrust of the economic system, and high fees and interest rates of debit and credit cards.

In this environment, alternative payment options are drivers of financial inclusion. Consumers avoid high fees, they conveniently pay in their neighbourhood merchants, no need to go through complex application processes, there are no credit checks, and they don’t have to share a load of sensitive information online. It’s just a better overall experience for the cash-preferred customers.

So there’s no surprise that the use of e-cash is on the rise in Latin America. Our findings tell us that 20% of respondents use e-cash more frequently than they did a year ago, with 17% saying they use it about the same amount as a year ago. Our survey also gathered responses from 8,000 consumers across the UK, US, Canada, Germany, Austria, Bulgaria, and Italy, and it highlighted more use of eCash in Latin America with 15% saying they used eCash in the last month compared to 9% across Europe and North America.

Security ranks top for consumer concerns

Alternative payment methods such as e-cash, Pix, and QR-code-based services have been increasingly popular over the last couple of years in Latin America. Although reasons such as convenience, simplicity, and speed are good indications of why we have seen this uptake, it also highlights concerns around the security of financial information.

In our survey, 45% of consumers said security is the most important factor when choosing how to pay for online purchases. Further, 66% don’t feel comfortable entering financial details online and 78% are more comfortable using a payment method that doesn’t require them to share their details with merchants.

Payment methods such as eCash remove the need to enter financial or personal details online, giving people access to e-commerce in a way that makes them feel secure. We can also see that 38% of Latin Americans feel they don’t know enough about e-cash, while 21% would use it in the next 2 years if it becomes more widely available. So the key to wider acceptance and uptake is at least in part about understanding alternative payment options as well as how they work. With greater awareness, combined with increasing smartphone adoption (81% by 2025, as mentioned above), e-cash is likely to become a more everyday payment choice across the region.

Cost of living, credit, and crypto

In terms of more general payment trends, the cost of living has had a significant impact on Latin American consumers’ choice of payment method for online purchases, with 63% saying they’ve changed the way they use certain payment methods, compared to 36% in Europe and 39% in North America.

This indicates a willingness to adapt payment habits to circumstances, whether that’s trying to avoid high fees or interest rates – of those who have said they’ve changed their habits, 63% are avoiding using pay-by-instalment plans. Or opt for a method that doesn’t involve credit – 58% are using their debit cards more often, while 45% are using direct bank transfers more regularly. Digital wallets have also seen fast adoption: 35% of consumers say they use them more often as a result of the rising cost of living. And 27% are using e-cash more often for the same reason.

Finally, crypto is starting to gain traction with 8% using it more frequently as a payment method compared to a year ago.

In summary, what once might have seemed a difficult and complex market to enter now presents a rich opportunity for businesses outside Latin America, especially for online merchants with virtual deliverables. It really can be as simple as choosing the right provider with a well-established presence ‘on the ground’ and the regulatory requirements in place to get instant access to local payment networks.

Call for support

1800 - 123 456 78
info@example.com

Follow us

44 Shirley Ave. West Chicago, IL 60185, USA

Follow us

LinkedIn
Twitter
YouTube