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HARNESSING ANALYTICS IN THE FIGHT AGAINST FRAUD

ANALYTICS

By Anna Lykourina, EMEA Fraud Analytics Expert at SAS

 

In the past, the fight against fraud has been a bit hit-and-miss. It has relied on auditors to identify patterns of behaviour that just didn’t quite fit. They often only detected problems months after the event. And then organisations had to claw back stolen funds through legal processes.

In a world where transactions happen in under a second, however, this is no longer acceptable. We need to be able to detect fraud immediately, if not before it happens. Customers want safe and protected data that is not vulnerable to identity theft through company systems. But they still want to be able to pay online and in seconds. The stakes are high, but fortunately new tools and techniques in fraud analytics are enabling companies to stay ahead of fraud.

 

Trusting machines to do the work

Machines are much better than humans at processing large data sets. They are able to examine large numbers of transactions and recognise thousands of fraud patterns instead of the few captured by creating rules. On the other hand, fraudsters have become adept at finding loopholes. Whatever rules you set, it is likely that they will be able to get ahead of them. But what if your system was able to think for itself, at least to a certain extent?

New approaches to fraud prevention combine rules-based systems with machine learning and artificial intelligence-based fraud detection systems. These hybrid systems are able to detect and recognise thousands of fraud patterns and learn from the data. Automated analytical-based fraud detection systems can reveal novel fraud patterns and identify organised crime more consistently, efficiently and quickly. This makes them a good investment for businesses across a wide range of sectors, including public sector, insurance, banking, and even healthcare or telecommunications.

How, though, can you harness analytics as a tool in your fight against fraud?

 

Identifying needs and solutions

The first step is to identify which options you need. Probably the best way to do this is through a series of company-wide workshops with the fraud analytics experts to determine what analytics you need, which data to include and techniques to use, and what results to report. They can also identify the ideal combination of rules-based and AI/ML approaches to detect fraud as early as possible.

Companies looking towards advanced analytics for fraud detection will need to make a number of decisions. They will need to optimise existing scenario threshold tuning, explore big data, develop and interpret machine learning models for fraud, discover relevant information in text data, and prioritise and auto-route alerts. There may be industry-specific decisions to make, too, such as automating damage analysis through image recognition in the insurance sector. By automating these areas, companies can both significantly reduce human effort – reducing costs – and improve their fraud detection and prevention.

 

Benefits of an analytical approach to fraud detection and prevention

Companies that are already using an analytical approach for fraud prevention have reported several important benefits. First, the quality of referrals for further investigation is better. Investigators also have a much clearer idea of why the referral has been made, which improves the efficiency of investigation. Analytics also improves investigation efficiency by reducing the number of both false positives (that is, alerts that turn out not to be fraud) and false negatives (failure to spot actual frauds). This improves customer experience and reduces risk to the company.

Analytics makes it possible to uncover complex or organised fraud that rules-based systems would miss. Companies can group together customers and accounts with similar behaviors, and then set risk-based thresholds appropriate for each scenario.

There are several sector-specific benefits too. For example, insurance firms can identify fraudulent claims faster to prevent improper payments from going out. Claims investigation is likely to be more consistent because claims are scored through technology, algorithms and analytics, rather than by people. Finally, it becomes possible to shorten the claims process through automated damage analysis. It is no wonder that organizations across a wide range of sectors are placing analytics at the heart of their anti-fraud strategy.

Business

6 STEPS FOR BUSINESSES TO ENSURE THAT THEY ARE DATA COMPLIANT

By Alex Hazell, Acxiom UK head of legal

Data compliance can be a complex – and ever changing – consideration for marketers in all sectors.

And today, where a data-driven, personalised approach is the answer to create outstanding customer experiences that beat those of competitors – as well as a crucial governance consideration – it has never been more critical to understand data compliance, and get it right. This is particularly true in financial services, where neobanks and fintechs are using data-driven approaches to gain more and more ground in the sector.

GDPR, CCPA – understanding the acronyms and regulations that apply

With the volume of consumer data of all kinds growing exponentially, understanding how to use it effectively is critical to business performance; and a growing number of governance rules is in force to ensure legal, ethical and responsible use of personal data.

Ultimately these regulations are in place to compel organisations to review and improve how they collect, store and utilise personal data, and to place greater emphasis on ethical practice and individual rights.

For example, in the UK and the EU, the General Data Protection Regulation (GDPR) came into force in 2018 to accompany the e-Privacy Directive that sits alongside it, and is focused on protecting individuals from the unlawful and unfair use of their personal data. Note that the EU is in the process of replacing the current e-privacy Directive with the e-Privacy Regulation.

Equally, the California Consumer Privacy Act (CCPA) came into force as of January 2020 and is a state statute designed to enhance privacy rights and consumer protection for residents of California, USA.

Of course there are many other regulations to consider. For example, when in heavily regulated industries such as finance, firms may have a requirement to comply with other sector-specific regulations and codes such as FCRA, HIPAA, PCI – as well as CCPA or GDPR. Or, they may need to know how to manage sensitive or special category personal data which often requires a higher level of compliance.

And because of the breadth and complexity of these ever-evolving considerations – including, but not limited to eye-watering maximum level fines for non-compliance – data compliance can seem overwhelming. So, how can marketers truly understand what’s required, and stay on top of the rich tapestry of governance and regulations that applies to their organisation?

Six steps to ensure compliant customer data use

At a top level, data compliance requires marketers to take a transparent, considered approach to consumer data, based for the most part on providing varying degrees of notice and choice; for example, in the case of the GDPR, that may be via the consent or legitimate interest grounds.

With this in mind, and a focus on driving relevancy, value and impressive experiences, aimed to surprise and delight, both marketers and consumers can benefit from data compliance – it’s the ticket to better data driven experiences on all sides!

 

So how should data-driven marketers act to be certain of best practice data use, post GDPR and CCPA?

  1. Always put the consumer first. Consumer interests and customer value must always shape how marketers collect, use and protect data, to ensure trust, transparency and compliance.
  2. Work to communicate value. Keep data use balanced across the business, not just in marketing. Always orient toward driving consumer value – to demonstrate and explain the value return that consumers will achieve from a data exchange.
  3. Build trust through transparency. Clear, simple explanations are important to ensure understanding and build trust. So be open and transparent – data used for marketing is a far cry from personal data being used for other more intrusive purposes – and those doing the right thing have nothing to hide.
  4. Ensure responsible, balanced use of data. Organisations need to make sure it has clear internal policies around data ethics, privacy and work to ensure balanced data use everywhere, for true trust. Note that in the case of GDPR, firms need to be able to demonstrate accountability, and data protection impact assessments are often required to ensure the correct safeguards and balances are in place.
  5. Remove data silos. A fragmented tech stack with disparate data makes it hard to truly see what data a company has, where it is, and how compliant it is. Creating a unified data layer and removing silos is the best way to connect the data, ensure data accuracy and hygiene – and unlock seamless customer experiences through greater personalisation. This data combination also needs to be done in a compliant and ethical way.
  6. Prioritise data protection and compliance. Adhering to data privacy legislation is a ‘must-have’ consideration, not a ‘nice-to-have’. As such, it’s critical that marketers put in place a set of accountability measures to ensure responsible and compliant handling, whether they choose to do this alone, or with the guidance of a trusted data partner.

A compliant approach to consumer data and privacy is a critical part of any business strategy – not an optional one – so it’s important to have a roadmap to compliance for the business.

Of course, knowing how to assess, consider, and (where needed) adjust how an organisation hosts, manages and uses data to remain compliant can be a challenge. For this reason, many organisations choose to seek external expertise and advice, and understand the assistance and competitive advantage that a data partnership can provide.

Ultimately, from providing clarity over governance and legislation, to ensuring data processes and technologies are compliant, secure and futureproofed – working with a data partner can help organisations understand and navigate regulations to execute ethical, legal and responsible compliance for seamless, trusted marketing.

 

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Business

FIVE REASONS WHY YOUR BUSINESS’ PROCUREMENT TEAM SHOULD BE USING A CONTRACT MANAGEMENT SYSTEM

By Daniel Ball, business development director at Wax Digital

 

Even in today’s digital-first environment some businesses are still storing documents, such as contracts, in filing cabinets making it labour intensive to retrieve, manage and even identify important paperwork. In fact, it is calculated that poor contract management practices are costing companies an average of nine percent of their annual revenues.

Moving to a contract management system online can speed up the retrieval process and help decrease the amount of time and resources required to manage contracts. Using a CMS companies can create an online database to centralise information and store documents. Not only does this help ensure contracts are well managed and kept up-to-date, but it can also help businesses save up to 20 percent of overall costs per year.

From legal departments overseeing regulation compliance to finance teams ensuring payment deadlines are met, contract management technology benefits many areas of an organisation. So, how can a good CMS help your procurement team?

 

Daniel Ball

How will a good CMS help your procurement team?

The number of suppliers your procurement team must oversee varies depending on the size of your business. It’s not uncommon for large enterprises to be working with thousands of suppliers at one time. A CMS will use automation to record, manage and streamline data, providing procurement teams with important contract details including time and location information, as well as real time alerts such as contract breaches.

Here are five reasons why your business should be using an online contract management platform:

  1. Increased spend visibility

Using a CMS can give procurement professionals full visibility of suppliers, including the company name and location of where a product is coming from and in what quantity. This transparency will also help contribute to the risk management strategy of your business as it enables you to spot vendors who may be prone to environmental, economic and political uncertainty. In the current environment, for example, suppliers’ may have decreased or ceased production due to COVID-19 or could have been heavily impacted by the negative price of oil, making visibility increasingly important for businesses.

 

  1. Eliminates maverick spend

Centralising and streamlining contract documents will ensure that buyers can instantly access up-to-date information to see if a contract already exists. This helps buyers avoid simple and common mistakes that often occur when using manual filing systems, such as onboarding new vendors when existing agreements are in place with another supplier.

 

  1. Keeps track of contract renewals

It’s easy to forget about contract renewals or sign up for another term without ending an existing agreement, especially when using a traditional filing system. Businesses using an online CMS can set up renewal alerts in advance, allowing buyers sufficient time to source new vendors or negotiate better prices.

 

  1. Improves spend management

A centralised database means that all negotiated prices, contract conditions and other important transactions can be accessed in one place, making it easier to analyse spend. A CMS can help identify discrepancies, find where contract violations have occurred and deal with any associated problems.

 

  1. Adhering to regulatory and legislative compliance

It’s important to ensure that all suppliers are meeting the terms of their contracts. A CMS will automatically audit supplier information, meaning that any failures are immediately raised to procurement teams. The platform will also provide notifications if any new data is required or updates need to be made, avoiding potential legal issues.

It’s clear that using an online CMS will benefit your business and procurement teams by increasing spend visibility, enabling access to up to date information, ensuring contracts are closely monitored while contributing to the reduction of unnecessary spend. So, now’s the time to stop relying on those dusty old filing cabinets and start using a CMS.

 

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