The Better Way of Applying Benford’s Law for Fraud Detection

Applying Benford’s Law on large collections of data is an effective way of detecting fraud. In this article, we?ll introduce you to Benford’s Law, talk about how auditors are employing it in fraud detection, and introduce you to a more effective way of integrating it into an IT solution.

Benford’s Law in a nutshell

Benford’s Law states that certain data sets – including certain accounting numbers – exhibit a non-uniform distribution of first digits. Simply put, if you gather all the first digits (e.g. 8 is the first digit of ?814 and 1 is the first digit of ?1768) of all the numbers that make up one of these data sets, the smallest digits will appear more frequently than the larger ones.

That is, according to Benford’s Law,

1 should comprise roughly 30.1% of all first digits;
2 should be 17.6%;
3 should be 12.5%;
4 should be 9.7%, and so on.

Notice that the 1s (ones) occur far more frequently than the rest. Those who are not familiar with Benford’s Law tend to assume that all digits should be distributed uniformly. So when fraudulent individuals tinker with accounting data, they may end up putting in more 9s or 8s than there actually should be.

Once an accounting data set is found to show a large deviation from this distribution, then auditors move in to make a closer inspection.

Benford’s Law spreadsheets and templates

Because Benford’s Law has been proven to be effective in discovering unnaturally-behaving data sets (such as those manipulated by fraudsters), many auditors have created simple software solutions that apply this law. Most of these solutions, owing to the fact that a large majority of accounting departments use spreadsheets, come in the form of spreadsheet templates.

You can easily find free downloadable spreadsheet templates that apply Benford’s Law as well as simple How-To articles that can help you to implement the law on your own existing spreadsheets. Just Google “Benford’s law template” or “Benford’s law spreadsheet”.

I suggest you try out some of them yourself to get a feel on how they work.

The problem with Benford’s Law when used on spreadsheets

There’s actually another reason why I wanted you to try those spreadsheet templates and How-To’s yourself. I wanted you to see how susceptible these solutions are to trivial errors. Whenever you work on these spreadsheet templates – or your own spreadsheets for that matter – when implementing Benford’s Law, you can commit mistakes when copy-pasting values, specifying ranges, entering formulas, and so on.

Furthermore, some of the data might be located in different spreadsheets, which can likewise by found in different departments and have to be emailed for consolidation. The departments who own this data will have to extract the needed data from their own spreadsheets, transfer them to another spreadsheet, and send them to the person in-charge of consolidation.

These activities can introduce errors as well. That’s why we think that, while Benford’s Law can be an effective tool for detecting fraud, spreadsheet-based working environments can taint the entire fraud detection process.

There?s actually a better IT solution where you can use Benford’s Law.

Why a server-based solution works better

In order to apply Benford’s Law more effectively, you need to use it in an environment that implements better controls than what spreadsheets can offer. What we propose is a server-based system.

In a server-based system, your data is placed in a secure database. People who want to input data or access existing data will have to go through access controls such as login procedures. These systems also have features that log access history so that you can trace who accessed which and when.

If Benford’s Law is integrated into such a system, there would be no need for any error-prone copy-pasting activities because all the data is stored in one place. Thus, fraud detection initiatives can be much faster and more reliable.

You can get more information on this site regarding the disadvantages of spreadsheets. We can also tell you more about the advantages of server application solutions.

Check our similar posts

How SOA can help Transformation

Undoubtedly, today’s business leaders face myriad challenges ranging from fierce market competition to increasing market unpredictability. In addition, the modern consumer is more informed and in control of what, where and how they purchase. Couple these challenges with effects of globalization, and you will appreciate that need for business transformation is more of a necessity than a privilege.

As recent business trends show, top companies are characterized by organizational and operational agility. Instead of being shaken by rapid technological changes and aftershocks associated with market changes, they are actually invigorated by these trends. In order to survive in these turbulent times, business leaders are opting to implement corporate transformation initiatives to develop leaner, more agile and productive operations. In line with this, service oriented architecture (SOA) has emerged as an essential IT transformation approach for implementing sustainable business agility.

By definition, service oriented architecture is a set of principles and techniques for developing and designing software in form of business functionalities. SOA allows users to compile together large parts of functionality to create ad hoc service software entirely from the template software. This is why it is preferred by CIOs that are looking to develop business agility. It breaks down business operations into functional components (referred to as services) that can be easily and economically merged and reused in applicable scenarios to meet evolving business needs. This enhances overall efficiency, and improves organizational interconnectivity.

SOA identifies shortcomings of traditional IT transformation approaches that were framed in monolithic and vertical silos all dependent on isolated business units. The current business environment requires that individual business units should be capable of supporting multiple types of users, multiple communication channels and multiple lines of business. In addition, it has to be flexible enough to adapt to changing market needs. In case one is running a global business enterprise, SOA-enabled business transformation can assist in achieving sustainable agility and productivity through a globally integrated IT platform. SOA realizes its IT and business benefits by adopting a design and analyzing methodology when developing services. In this sense a service consists of an independent business unit of functionality that is only available through a defined interface. Services can either be in the form of nano-enterprises or mega-enterprises.

Furthermore, with SOA an organization can adopt a holistic approach to solve a problem. This is because the business has more control over its functions. SOA frees the organization from constraints attributed to having a rigid single use application that is intricately meshed into a fragmented information technology infrastructure. Companies that have adopted service oriented architecture as their IT transformation approach, can easily repurpose, reorganize and rescale services on demand in order to develop new business processes that are adaptable to changes in the business environment. In addition, it enables companies to upgrade and enhance their existing systems without incurring huge costs associated with ‘rip and replace’ IT projects.

In summary, SOA can be termed as the cornerstone of modern IT transformation initiatives. If properly implemented great benefits and a sharp competitive advantage can be achieved. SOA assists in transforming existing disparate and unconnected processes and applications into reusable services; creating an avenue where services can be rapidly reassembled and developed to support market changes.

Contact Us

  • (+353)(0)1-443-3807 – IRL
  • (+44)(0)20-7193-9751 – UK
Web Design and Development

The first few seconds of a first-time website visitor is very crucial. If they don’t like what they see or if they think it takes too long just to load what they’re supposed to see, chances are, that would be the last time you’d ever catch them on your site.

Therefore, striking a balance between your website’s appearance and its loading speed is important for first impressions. Once you’ve captured the visitor’s attention, the next objective is to keep them glued long enough for them to browse through your merchandise. It is at this point that the benefits of a well organised and highly intuitive graphical user interface come into play.

An excellent combination of stylish web design and sharp web development can play a major role in lowering bounce rates and increasing returning visitors. We see to it that our web designers and developers not only excel at what they do individually, but also understand the interplay between their individual creations and how it affects the overall appeal of the website.

This is what you can expect from our brand of web design and development:

  • Conversion-motivated web design. Since we understand that your primary motivation for entering into the eCommerce arena is to turn torrential web traffic into sales, we’ve put conversion as a primary consideration in our web designs.
  • SEO-friendly content. First-time visitors don’t reach your site because they entered your URL somewhere. Rather, they must have stumbled upon your links on search engine results or on other websites.
  • Engaging web content. Because excellent graphics alone can’t sell products but engaging web content can, we invest in excellent copywriters.
  • Visitor-friendly user interface. Before a visitor will ever read content on the current and succeeding pages, they’ll need to interact with your site’s UI first. We’ll make sure your user interface is visually appealing enough to invite visitors to click on your buttons.
  • Superior expertise in web development technologies. Our web developers are certified experts in web related technologies including Javascript, AJAX, SQL, PHP, CSS, Java, Silverlight, CMSes, and Magento, among others. Thus, we can offer extreme flexibility and scalability in our web development services.

See more related services

Advanced Business Management

Our consultants are highly trained to provide complex management solutions and strategy planning for your business. You can count on us to improve performance and your business skills, while cutting costs.

We ensure full support in a broad range of business management areas, such as:

Business Strategy

Knowing how and when to make the right strategic move is critical to your success in today?s dynamic environment. Our Strategic Management Consultants provide solutions for a tighter integration of your vision, values, and mission statements with the strategic management process.

The result is a stronger alignment of your operating activities with your goals, and also an improved internal infrastructure to support and manage the strategic management process.

Business Process Improvements

In our years of activity, we have developed a robust process to ensure Business Process Improvements projects are implemented successfully. To achieve a positive outcome a number of factors must exist and we?ll make sure your company manages to get the right mix of: sponsorship management and commitment, process improvement goals, right motivations, cultural issues management, provision of adequate resources and funding, and availability of standards and procedures.

Performance Management

An effective performance management system integrates all aspects of the organisation from a shared vision, through a common language, and establishes a culture of accountability and results. It provides more of a holistic way of managing your organization that is more powerful than its individual parts, and without forsaking the values of the organisation.

Change Management Services

Economic downturns, fast rising new competitors, and even climate change, can force companies to scale down, engage in mergers & acquisitions, or transfer to a new location. We?ll help you through every step of the change process, from: evaluating the required change by conducting diagnostics such as change complexity, causal, structural, and context analysis, managing stakeholders including your sponsors, top executives, managers, and personnel, planning for the change, and managing the change process itself.

Project Management

Whether you need help for a single project or much more, we’ve got you covered. With us you get a coordinated, presence-of-mind approach to project management that will point all of your projects to an overall strategic direction, no matter how complex or simple these might be. Our services incorporate all project-related activities including: programme management, project risk management, project review and audit, project rescue, and project governance.

Interim Management

Our resources have an MBA and/or professional accounting qualifications with an average of 10 ? 30 years of progressive work experience with public companies, in complex private equity environments, and/or privately-held middle market companies. We not only offer the most highly qualified project / interim resources to our clients, but we also allow for an interim-to-hire provision in our contracts.

It has proved mutually beneficial to our consultants and clients to have the option for longer term employment opportunities after having worked together on a project / interim basis.

 

Ready to work with Denizon?