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Forget deepfakes, shallowfakes are the real threat to the insurance industry

Source: Finance Derivative

By Martin Rehak, CEO & Founder at Resistant AI

To believe or not to believe—the dilemma facing insurers dealing with increased digital document fraud

Fraud continues to be a serious threat to the insurance industry, rising by 73% in 2021 according to Kingsley Napley. In the face of the unprecedented challenges of the pandemic, insurers have continued to try to thwart insurance fraudsters in order to protect honest customers.

Contributing to this fraudulent scenario are so-called “deepfakes”—sophisticated forgeries of still or video images or audio recordings made with the aid of artificial intelligence (AI) technology. But while these have become increasingly prevalent in fraudulent insurance claims, the insurance industry is now seeing more of what are called “shallowfakes”.

Once limited to a social media novelty, deepfake and shallowfake fraud has emerged as a formidable threat to the insurance industry, which already suffers from over US$80 billion in annual fraud in the US alone.

The difference between deepfakes and shallowfakes is that while deepfakes require AI to create them, shallowfakes can be created using basic photo editing software, such as Photoshop. The term “shallow” might imply that they are less threatening than their deepfake counterparts. But the fact that they do not require deep AI/machine learning methods to create them means that shallowfakes can be made and deployed easier and faster—for that reason, shallowfakes are presenting a more immediate fraud risk to insurers.

Insurance fraud can range from a person providing false information to an insurance company in order to get cover on more favourable terms, or faking motor vehicle, commercial, household or other personal insurance claims.

In these and other fraud scenarios, shallowfakes can include:

  • False proof of identity or address – including photo ID documents such as driving licences, passports, national insurance cards, utility bills and bank statements
  • Fake supporting evidence – any evidence required to support a claim or transaction, such as invoices for services, contracts and agreements, no claims discount certificates, or expert reports

Of course, the problem of altered digital media is not entirely new to the insurance industry. Photo editors began to proliferate many years ago and, in fact, altered photos that falsely inflate claims have been a leading concern among insurers in tackling fraud.

What is new is the scale of the problem: it’s not uncommon to find the same document being reused tens or even hundreds of times with just name, account, and address altered, effectively creating as many fake identities from a single template. This was the case of a single Canadian passport which was reused and submitted over 2,500 times in the space of 20 days — with one day clocking in over 400 submissions, each with subtle changes in name, address, and even hairstyle on the portrait to avoid detection.

Self-service automation

While there have been some moves to reduce shallowfake fraud, the pace of touchless automation—in the form of self-service transactions and straight-through processing (STP)—has been fast and furious. Undoubtedly, the global pandemic has aided the transition to self-service since it was a natural fit for claims reporting during lockdowns.

At the same time, this has increased dependency on customer-supplied photos for settling claims—an excellent opportunity for shallowfakes as the risk of fraud from altered, manipulated or synthetic photos significantly increases.

The past couple of years have shown that touchless claims (and underwriting) transactions are here to stay, and the way digital media can be compromised has become more elaborate. As a result, proactively taking steps to implement automated fraud prevention technology to tackle shallowfakes is quickly becoming an important consideration for protecting insurers’ business.

Using AI to detect shallowfakes

While shallowfakes don’t require AI to create them, AI can significantly increase the chances of detecting them. The use of AI solutions—combined with human instinct, attention to detail, and awareness and knowledge to check the validity of what is being processed—can prove a win-win for detecting fraudulent documentation.

Having AI-powered detection built into a claims process is one way of stopping fraud and increasing accurate claim handling. Without any ability to check, for example, the authenticity of photos, damages might be exaggerated, and insurers will ultimately pay for losses that are either entirely false or inflated.

The pace of claims automation is far exceeding the pace of automated fraud prevention, which is opening new risks as well as new opportunities. Some insurance companies may be willing to risk fraud vulnerabilities in return for cost savings elsewhere and an improved customer experience. That is a fine balance that they need to strike.

In the light of increased shallowfake activity, it has become increasingly necessary for the insurance companies to pay closer attention to the documentation being submitted for claims, where fraudsters may use shallowfakes to claim for large sums of money they are not entitled to.

Document scrutiny can be significantly enhanced with AI-based “document forensics” to find fraud that the human eye can’t see in insurance claims, and verify the authenticity of digital documents.

Matt Gilham, Head of Enterprise Fraud, Esure, recently quoted: “Insurance organisations are accelerating their adoption of digital technologies to better service customers and claims.  As digitalisation and speed of processing increases, vulnerabilities are created that, if left unchecked, can be exploited by tech savvy fraudsters. The problem with shallowfakes stems from the ease with which digital documents and images can be manipulated using readily available tools. The subtlety of shallowfake alterations makes them increasingly difficult, and often impossible, to track visually. As the manipulation of digital documents becomes more prominent, AI automation technology is a vital aid in the identification of, and defence against, shallowfakes.  This enables faster and more efficient insurance processing, while also stepping up defences against fraudulent abuse.”

A direct threat

By their very nature, shallowfakes are a direct threat to the accuracy of information relating to any individual in the existing digital environment. However, the threat that they pose will only increase as our interactions with the metaverse increase, given that there will be more opportunities for their use.

The cost of inaction to the insurance industry may be high. In all likelihood, few if any insurance firms have yet addressed the growing threat posed by shallowfakes. Yet it should be a high priority for them—without immediate action being taken to mitigate the impact of shallowfakes, they could be a threat that is hard to stop.

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Business

Digital Banking – a hedge against uncertainty?

Source: Finance Derivative

Ankit Shah, Head of Digital Banking, Apex Group

The story of the 2020’s thus far is one of crisis. First the world was plunged into a global pandemic which saw the locking down of people and economies across the world. Now we deal with the inevitable economic consequences as currencies devalue and inflation bites. This has been compounded by Russia’s invasion of Ukraine and subsequent energy politics.

And the outlook remains uncertain. Tensions continue to build between China and Taiwan and inflationary conditions are forecast to continue well into 2023. This uncertainty is impacting everyone, and every sector. And finance is no exception with effects being felt everywhere from commodity and FX markets to global supply chains.

But it’s not all doom and gloom. Rollercoaster markets and an ever-evolving geopolitical situation have made 2022 a tricky year far, but, despite the challenges, digital banking has proven resilient. In fact, the adoption of digital banking services has continued to grow over the last few years, and is predicted to continue.

So, what are the forces driving this resilience?

In an increasingly digital world and economy, digital banking comes with some advantages baked in, which have seen the sector continue to succeed despite the tumult in the wider world. In fact, the crises which have shaped the decade so far may even have been to the advantage of digital banking. Just as during the pandemic, technologies which could facilitate remote working saw a huge uptick in users, so to digital banking is well suited to a world where both people, and institutions demand the convenience that online banking services offer.

And while uptake of digital banking services is widespread amongst retail consumers, a trend likely to continue as digital first generations like Gen Z become an ever-greater proportion of the consumer market, uptake amongst corporate and institutional customers has been slower. This is largely down to a lack of fintech businesses serving the more complex needs of the institutional market, but, in a post-Covid world of hybrid working business, corporate clients are looking for the same ease of use and geographic freedom in their banking that is enjoyed by retail consumers.

This is not just a pipe dream – with the recent roll out of Apex Group’s Digital Banking services, institutions can enjoy the kind of multi-currency, cloud-based banking solutions, with 24/7 account access that many of us take for granted when it comes to our personal banking.

Staying compliant

One significant difference between retail and business accounts however, for banking service providers, is the relative levels of compliance which are needed. While compliance is crucial in the delivery of all financial services, running compliance on multi-million pound transactions between international businesses brings with it a level of complexity that an individual buying goods and services online doesn’t.

For digital banking services providers, this situation is further compounded by guidance earlier this year from HM Treasury – against the backdrop of the Russia-Ukraine conflict- requiring enhanced levels of compliance and due diligence when it comes to doing business with “a high-risk third country or in relation to any relevant transaction where either of the parties to the transaction is established in a high-risk third country or with a sanctioned individual.”

So, can digital banks meet these standards while also providing institutions with the kind of easily accessible, mobile service which retail customers enjoy?

The answer is yes and again, once initial hurdles are overcome, digital banking brings with it features which give it the edge over traditional banking services. Paperless processes, for example, mean greater transparency and allow for better and more efficient use of data. This means AI can be employed to search documents, as well as provide verification. It also means compliance processes, often notoriously complicated, become easier to track. Indeed, digitising time intensive manual process means the risk of human error in the compliance process is reduced.

Digital banking can also better integrate transaction monitoring tools, helping businesses identify fraud and irregularity more quickly. This can be hugely important, especially in the times of heightened risk we find ourselves in, where falling foul of a sanctions regime could have significant legal, financial and reputational consequences.

Cross-border business

Our world is increasingly globalised, and so is business. For corporate and institutional banking customers, being able to operate seamlessly across borders is key to the operation of their business.

This brings with it challenges, which are again compounded by difficult geopolitical and economic circumstances. In recent weeks for example, we’ve seen significant flux on FX markets which can have real consequences for businesses or institutional investors who are buying and selling assets in multiple currencies and jurisdictions. The ability to move quickly then, and transact in a currency of choice, is vital. Advanced digital banking platforms can help – offering automated money market fund sweeps in multiple core currencies to help their clients optimise their investment returns and effectively manage liquidity.

Control admin uncertainty

In times of uncertainty, digital banking can provide additional comfort via customisable multi-level payment approvals to enhance control of what is being paid out of business accounts, with custom limits available for different users or members of a team. Transparency and accountability are also essential, with corporate clients requiring fully integrated digital reporting and statements and instant visibility with transaction cost and  balances updated in real-time.

Outlook

For some, the perception remains that digital banking is the upstart industry trying to offer the services that the traditional banking industry has built itself upon. Increasingly however, the reality is that the pressure is on traditional banks to try and stake a claim to some of the territory being taken by digital first financial services.

With a whole range of features built in which make them well suited to business in a digital world, digital banking is on a growth trajectory. Until now, much of the focus has been upon the roll-out of services to retail consumers, but with features such as automated compliance, effortless international transactions and powerful AI coming as standard for many digital banks, the digital offering to the corporate world looks increasingly attractive.

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Business

Anyone Can Become an R&D Tax Expert with the Right Foundations

Source: Finance Derivative

Ian Cashin is a Customer Success Manager at Fintech company and R&D tax software provider WhisperClaims

For accounting firms, R&D tax credits offer a substantial opportunity to boost revenue and strengthen client relationships. According to Ian Cashin, Customer Success Manager at WhisperClaims, perceived complexities can be overcome with the right approach and support. Indeed, by embracing a few simple practices, any company can become an expert in R&D tax.

Building Confidence

Growing revenue through new business is far more challenging than unlocking revenue from an existing client base. However, a significant number of accounting firms are losing out on value-added opportunities as a result of their lack of confidence or knowledge in R&D tax relief.

Yet, advisors who follow best practice are now in an ideal position to use their extensive client knowledge to mitigate their clients’ risk of and potential exposure to interrogation over fraudulent claims, ahead of HMRC’s introduction of more stringent R&D tax processes in April 2023.

So why are firms reluctant? There is no doubt that the R&D tax credit procedure is different. Compared to other areas of tax regulation, it leaves greater room for interpretation. But it is readily understandable by a qualified accountant – even an unqualified trainee. Understanding what HMRC considers to fall under the scope of research and development is key. Astrophysicists and Formula 1 manufacturers are not the only people who employ science and technology to overcome business challenges. Every day, UK firms of all sizes engage in R&D activities, from civil engineers to food manufacturers, yet far too many have not yet filed claims, losing out on critical cash.

The most important thing to keep in mind is that, as an accountant, you already have a far deeper relationship with your client compared to any other service provider. Once you have raised your level of understanding, you are in the perfect position to optimise this.

Leveraging  Insight

Accountants already have a unique understanding of their clients’ operations –  insight which,  as professional advisors, will help to highlight companies most likely to qualify for an R&D tax rebate. Furthermore, with access to tools like R&D tax claim preparation technology, developed by R&D tax professionals, they are able to significantly speed up the process. This technology enables accountants to easily determine the top targets within their client base, indicating where to focus the efforts of their emerging R&D tax service.

Using this priority list in conjunction with their understanding of the criteria HMRC stipulates, an accountant can leverage their client knowledge and relationship to engage in a conversation regarding daily R&D activities and unlock potential tax relief opportunities.

Moreover, facilitated by a specialist R&D tax claims preparation platform, accountants can be assured of a structured process that prompts the right questions to ask clients during these conversations, and highlights answers that are either in sync with, or fall outside of, the HMRC parameters. For instance, ca restaurant owner adding vegan alternatives to the menu is not on the same level as a food producer starting the development and manufacturing of a fully plant-based product line. The latter will undoubtedly be eligible for R&D tax assistance, but not the former. Accountants should use their position as “professional advisors” in this situation to push back against clients, especially those who may have previously been unwittingly misled.

Best Practices

For the last twenty years, since the introduction of R&D tax rebates in 2001, best practice has been the provision of a detailed report, complementary to the CT600 form, to mitigate the chance of HMRC asking supplementary questions. The technical purpose of the claim as well as the business context must be covered in this report, e.g. the challenges faced; how science and technology were used to overcome these; and the professionals employed who overcame them. Simply put, if the challenges weren’t difficult to solve, it wasn’t R&D.

It’s also critical to keep in mind that R&D claims cannot simply be copied and pasted from year to year. R&D is not necessarily a constant; demand for it changes in line with the evolution of the business’ activity or stage of development. as businesses change and go to the next stage of development.

The accountant’s already solid client relationship and interpersonal abilities come into their own in such situations. Particularly if the appropriate course of action is to suggest that the client should not submit an R&D claim, an accountant must feel comfortable advising the client accordingly. The claim belongs to the client; if it is contested, the client will be the one facing an HMRC investigation. An advisor must be self-assured enough to refuse to input erroneous claims without endangering the client relationship.

Conclusion

Recent years have seen accountancy firms strengthen their position as dependable, trusted business advisors. Discussions regarding a business owner’s long-term objectives, succession and exit plans, as well as pensions and investments, have become commonplace. It should be natural to include R&D tax into these conversations . Asking a customer about their investment in R&D should be a common practice – business as usual –  just as it is to inquire about investment in infrastructure or buildings.

The only thing preventing accountants from successfully adding R&D tax to their suite of services  is a lack of confidence. Yet, any reservations can be addressed with a straightforward ‘back to basics’ R&D training course, as well as using technology to gain access to a completely new revenue stream with their current clientele. Now that HMRC is openly calling for a much more rigorous, trusted, and evidence-based approach to R&D tax from 2023, accountants hold all the cards they need to gain confidence and give clients the trusted service they desire.

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Business

Redefining the human touch with digital transformation

Source: Finance Derivative

Simon Kearsley, CEO of bluQube

It may not be a new phrase, but digital transformation is still inducing anxiety amongst 80% of employees. Reigniting the conversation around the future role of the human workforce, the COVID-19 pandemic caused 47% of business leaders to implement new technologies, and a further 29% to develop plans to do so in the near future.

Creating increased efficiencies, cost savings, and improved customer service, several new technologies are becoming ingrained within core business operations. For example, the capabilities of cloud computing have enhanced the customer experience, and many companies are also using this to digitise their supply chain. Likewise, the combination of artificial intelligence and big data can also be used to automate nearly 80% of physical work, and 70% of data-processing.

In the digital era with so many new channels for communication, the ability to receive valuable insights from customers has in practice never been greater, which can in turn be used to inform future planning. Leveraged properly, this means that technology can drive benefits and growth for not just businesses, but also their customers and even their workforce. As technology empowers staff to transition their roles from more onerous, repetitive tasks towards impactful decisions within their organisation, this encourages the workforce to better realise the value of their contributions.

A data-driven workforce

When businesses embrace data-driven digital technologies, process optimisation across various sectors of the organisation occurs. For example, digitally-led automation, such as the use of OCR software, has been able to take over many time-consuming manual tasks, including data-entry, re-keying, and core administration roles. Although tasks of this nature may have formed a large part of some employees’ roles, this doesn’t mean that anxieties around the purpose of their job must increase.

Optimisation across the business isn’t limited to processes and costs, it also extends throughout the workforce. Less monotonous roles mean that employees are free to take on strategic roles that form a more rewarding career. In practice, this access to enhanced data empowers employees to expand beyond the limited resources they have for decision-making, instead leveraging the insight collected by analytics to make more informed decisions.

By replacing repetitive tasks, staff are becoming increasingly involved in the ideation process for new products and how to improve the company’s existing services. Besides the clear benefits this has to daily productivity and efficiency, staff are equipped with the tools to more clearly demonstrate their contribution to the business and, in turn, provide greater scope for progression.

As investment in data-led solutions continues and traditional roles are reshaped around its impact, employees’ digital skillsets will act as a key driver within the talent market and generate career progression that staff may have previously felt was unattainable. However, this outcome for staff will only be achieved if managers and senior members of the company are open to change and flexible enough to evolve alongside digital transformation. Technology adaptations are inevitable, and as its organisational applications continue to expand, managers would be wise to support new digital initiatives to remain ahead of the competition.

Organisational impact

The business value provided by enhanced insights into customer preferences and behaviours cannot be overstated. With a clear overview of key behaviours, business leaders can accurately determine which areas of their processes need to be streamlined, where to focus their efforts, and how to attain the greatest possible value. On this basis, employees’ contributions will be vital for driving fundamental changes across the business, including roles in strategy development and operational management. Likewise, employees will be free to develop new product ideas and ways to improve the current service offering to benefit the business on a wider scale.

Amidst ongoing economic constraints, it has arguably never been more important for businesses to implement sustainable technologies that support their ability to respond to changing circumstances. Indeed, the insights discerned from employees’ data analysis and increased team collaboration are essential for reducing the risk of costly errors for the business.

In the coming years, AI-backed automation will become a key driver for technological change. As AI systems learn how to fit into the organisation and are programmed to improve over time, this encourages a greater focus on people on the long term. Not only should this reassure employees of their value, but it should also reassure managers that their investment was worthwhile.

Customer preferences

Further reinforcing the value of a data-led workforce is the customer preference for real, human customer service – the value of which remains remarkably high. This is recognised by the vast majority (90%) of business leaders, who believe that the human touch of customer service has become even more important amidst advancing technology, with 40% describing the continued human touch in customer service as a ‘100% mission critical focus.’

Experienced across virtually every industry, many companies may have temporarily seen customer service levels slip during the COVID-19 pandemic. However, technology is able to reverse this trend, supporting the human element of customer service with high-value data and insight. This enables teams to make decisions based on what they have learnt from evolving customer data and feedback, which can then be leveraged to improve the customer experience on an ongoing basis.

An additional benefit of digital transformation for customer service teams is that technology streamlining businesses’ operations in turn frees up organisations to provide the other crucial strand of the human touch, with dedicated customer service teams to personally connect with customers.

The bottom line

Simply enough, data-led technology significantly benefits business leaders, employees and customers alike. Achieving just base-level insights increases job satisfaction and security, encourages client retention, and instils confidence in customers that they are receiving a high-value service. For the four out of five workers that remain anxious about the implementation of digital technologies, it must be remembered that these advancements create an exciting opportunity for the human touch to grow alongside them.

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