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

Server Application Solutions – Don’t Let Spreadsheets Hold Your Business Back

The problems and limitations of spreadsheet-based systems are well documented. That’s why we at Denizon have come up with ways to give you freedom from these UDAs (User Developed Applications). With the server application solutions we offer, your IT and financial system can be:

Totally devoid of spreadsheet risks

By getting rid of spreadsheets, you also get rid of broken links, incomplete range selections, accidental deletion of cells, incorrect copy-pasting and other spreadsheet-related slip-ups.

In their place, we offer a faster but more robust and reliable centralised system. Errors are substantially minimised by built-in controls, while inconsistencies are avoided because changes made by one user are automatically reflected on the data delivered to others.

Built-in business-critical controls

Some solutions are designed to add control features on spreadsheets. We believe that such features can only be truly effective in today?s fast-paced and dynamic business environment if they are already inherent in the design of the IT solution; not something that’s merely added as an afterthought.

For one, while these band-aid solutions may succeed in adding controls, they don’t get rid of the slow, tedious, and time-consuming processes that accompany spreadsheet systems.

Less prone to fraud

Weak controls and the absence of reliable audit trails are two factors that encourage fraudsters to prey on spreadsheet systems.

With our server-based applications solutions, your data is protected by user-based access controls that allow users to see only the information that they’re supposed to see and modify data which they have been granted sufficient access rights to.

Our solutions also produce clear audit trails for painless tracking, viewing and searching of user-entered changes. This will enable you to pinpoint who changed what, as well as where and when the changes were made.

Ready for regulatory compliance and beyond

When better controls are enforced, financial reports become more reliable. That should give your company the edge it needs to easily comply with SOX as well as other regulations and, as a consequence, build stakeholder confidence.

And because our solutions can churn out accurate reports for regulation compliance at shorter turnaround times than spreadsheet systems, you end up saving more man-hours. That should give your team more time to innovate, analyse information and deliver goods or services to your customers faster.

Designed for agility

Let’s face it. Spreadsheets, which used to serve as nifty ad-hoc business tools, are no longer suitable for agile organisations. When faced with the demands of rapidly changing markets and dynamic environments, spreadsheets can instead slow a business down.

Multi-dimensional reports, dashboards, report filters, drill-downs, collaboration and automated reporting, budgeting and forecasting capabilities are needed for gaining insights and making fast critical decisions.

Sad to say, your trusty spreadsheet application is not designed to provide these features. Hence, it’s time to move on to the type of solutions that are.

Our solutions can transform your IT and financial systems and make them better-equipped to meet the demands of today?s rapidly changing economic environment. With features designed for agile businesses, our solutions can help you tackle change with ease.

Automatic consolidation eliminates errors and wasted time caused by tedious copy-pasting of data and linking of cells.

Better collaboration capabilities allows team members to bring their heads together for planning, budgeting and reporting even while on the go.

Mobility support enables users to input data or retrieve information through their wireless mobile devices.

Superior sharing features ensures that everyone is exactly on the same page and viewing real-time information.

Dashboards provide insightful information at-a-glance through KPIs, graphs and various metrics.

Drill-downs enable users to investigate unusual figures and gain a better understanding of the details that contribute to the big picture.

Easy to learn interfaces allow your organisation to cope with fast personnel turnaround or Mergers & Acquisitions.

More Spreadsheet Blogs


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Spreadsheet Reporting – No Room in your company in an age of Business Intelligence


Still looking for a Way to Consolidate Excel Spreadsheets?


Disadvantages of Spreadsheets


Spreadsheet woes – ill equipped for an Agile Business Environment


Spreadsheet Fraud


Spreadsheet Woes – Limited features for easy adoption of a control framework


Spreadsheet woes – Burden in SOX Compliance and other Regulations


Spreadsheet Risk Issues


Server Application Solutions – Don’t let Spreadsheets hold your Business back


Why Spreadsheets can send the pillars of Solvency II crashing down

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Green Business!

Carbon emissions reduction has evolved beyond simply good citizenship to being a business tool. Implementing ?green? initiatives is now a competitive weapon which defines real business opportunities and bottom line savings that can contribute significant financial value to the organisation while meeting demanding customer requirements for sustainable and low-carbon products.

Energy efficiency is a low cost resource for achieving carbon emissions reduction. Better energy efficiency simply translates to lesser carbon emissions and less energy usage which translates into saved costs.

Reduction of an organisations carbon footprint is each and everyone?s responsibility. Human activities are the key responsibility for the release of greenhouse gas emissions into the atmosphere. These include usage of electricity generated from fossil fuel, heating or driving.

At the corporate level, various measures can be instigated to increase energy efficiency. Some of these can be, having zone lighting with sensors to minimise unnecessary office lighting, timers on large IT equipment, promoting energy efficient behaviour in the office, asking staff to switch off and unplug appliances when not in use and minimising staff travel.
At the individual level; it is the small habits that count; cultivating the habit of switching off unnecessary lights, plugging out appliances that are not in use, using video conferencing or online chatting instead of having to travel to meetings, using public transport instead of taking a taxi/ personal car and using energy efficient cars.

All these initiatives assist organisations in their corporate social responsibility reports and play a role in sustainability rankings which is instrumental to customers who are increasingly considering sustainability rankings in investment decisions, while achieving the goal of cost reduction internally.

Migrating from CRM to Big Data

Big data moved to centre stage from being just another fad, and is being punted as the latest cure-all for information woes. It may well be, although like all transitions there are pitfalls. Denizon decided to highlight the major ones in the hope of fostering better understanding of what is involved.

Accurate data and interpretation of it have become increasingly critical. Ideas Laboratory reports that 84% of managers regard understanding their clients and predicting market trends essential, with accelerating demand for data savvy people the inevitable result. However Inc 5000 thinks many of them may have little idea of where to start. We should apply the lessons learned from when we implemented CRM because the dynamics are similar.

Be More Results Oriented

Denizon believes the key is focusing on the results we expect from Big Data first. Only then is it appropriate to apply our minds to the technology. By working the other way round we may end up with less than optimum solutions. We should understand the differences between options before committing to a choice, because it is expensive to switch software platforms in midstream. data lakes, hadoop, nosql, and graph databases all have their places, provided the solution you buy is scalable.

Clean Up Data First

The golden rule is not to automate anything before you understand it. Know the origin of your data, and if this is not reliable clean it up before you automate it. Big Data projects fail when executives become so enthused by results that they forget to ask themselves, ?Does this make sense in terms of what I expected??

Beware First Impressions

Big Data is just that. Many bits of information aggregated into averages and summaries. It does not make recommendations. It only prompts questions and what-if?s. Overlooking the need for the analytics that must follow can have you blindly relying on algorithms while setting your business sense aside.

Hire the Best Brains

Big Data?s competitive advantage depends on what human minds make with the processed information it spits out. This means tracing and affording creative talent able to make the shift from reactive analytics to proactive interaction with the data, and the customer decisions behind it.

If this provides a d?j? vu moment then you are not alone. Every iteration of the software revolution has seen vendors selling while the fish were running, and buyers clamouring for the opportunity. Decide what you want out first, use clean data, beware first impressions and get your analytics right. Then you are on the way to migrating successfully from CRM to Big Data.

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