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

What are Operational Reviews

Faced with growing competition, businesses continually need to find new innovative solutions and ideas to improved organizational performance, especially in various cut-throat industries where innovation and good management can make or break the company.

This is the reason why, businesses place greater emphasis on the evaluation of efficiency, effectiveness, and economics of its operations.

Conducting regular Operational Reviews are key to keeping your company at peak performance.

What is an Operational Review

An operational review is an in-depth and objective review of an entire organization or a specific segment of that organization. It can be used to identify and address existing concerns within your company such as communication issues between departments, problems with customer relations, operating procedures, lack of profitability issues, and other factors that affect the stability of the business.

Operational reviews allow the organization members to evaluate how well they are performing, given that they perform appropriately according to the procedures set by them, allocating their resources properly, and performing such tasks within time frame set and using cost-effective measures. More importantly, it also shows your company how well it is prepared to meet future challenges.

What are the objectives of an Operational Review

The goals of an operational review are to increase revenue, improve market share, and reduce cost.

An operational review allows the management to see their company in a different light i.e a larger perspective. That is, it gives the management the opportunity to evaluate if the entrusted resources were used wisely to achieve the desired results of operations.

Operational reviews provide a comprehensive assessment of authority in that they help define expectations, and empower people within an organization to enact? up on it. This is due feedback provided will help them to better gauge the value of tasks performed and whether the job is being done the right or wrong way, and on what areas the company can excel and improve on.

The whole is greater than the sum of its parts

Questions worth considering in an Operational Review

Are you able to view your own organization as a whole from an objective angle?

Do the different departments complement each other so that they form a cohesive unit that boosts your business in the right direction?

With our comprehensive assessment of your organization?s current systems, operations, processes, and strategies, our operational review programs aim to help you in achieving these lofty goals: to improve business profitability and identify incompetence in both operations and organizational systems.

Benefits of an Operational Review

The main objective of an operational review is to help organizations like yours to learn how to deal with and address issues, instead of simply reacting to the challenges brought about by growth and change.

Information and data gathered in an Operational Review is practical from both a financial and operational perspective. Using? data, management can then formulate recommendations, which are not only realistic, but more importantly, can help the organization achieve its goals.

The Operational Review recognizes the extent to which your internal controls actually work, and enables you to identify and understand your strengths, weaknesses, opportunities and threats.

What should be included in an operational review

  • Assess compliance within your own organizational objectives, policies and procedures
  • Evaluate specific company operations independently and objectively
  • Impartial assessment regarding the effectiveness of an organization’s control systems
  • Identify the appropriate standards for quantifying achievement of organizational objectives
  • Evaluate the reliability and value of the company’s management data and reports
  • Pinpoint problem areas and their underlying causes
  • Identify opportunities to increase profit, augment revenue, and reduce costs without sacrificing the quality of the product or service.

More Operational Review Blogs

 

Carrying out an Operational Review

 

Operational Reviews

 

Operational Efficiency Initiatives

 

Operational Review Defined

Contact Us

  • (+353)(0)1-443-3807 – IRL
  • (+44)(0)20-7193-9751 – UK
Malware

In the past, viruses were created with the sole purpose of wreaking havoc on the infected systems. A large fraction of today’s malware, on the other hand, are designed to generate revenues for the creator. Spyware, botnets, and keyloggers steal information from your system or control it so that someone else can profit. In other words, the motivation for making them is now more attractive than before.

Keyloggers can reveal your usernames, passwords, PIN numbers, and other authentication information to their creators by recording your key strokes. This information can then be used for breaking into various accounts: credit cards, payment programs (like PayPal), online banks, and others. You’re right, keyloggers are among the favourite tools of individuals involved in identity theft.

Much like the viruses of old, most present day malware drain the resources, such as memory and hard disk space, of contaminated systems; sometimes forcing them to crash. They can also degrade network performance and in extreme cases, may even cause a total collapse.

If that’s not daunting enough, imagine an outbreak in your entire organisation. The damage could easily cost your organisation thousands of euros to repair. That’s not even counting yet the value of missed opportunities.

Entry points for malware range from optical disks, flash drives, and of course, the Internet. That means, your doors could be wide open to these attacks at this very moment.

Now, we’re not here to promise total invulnerability, as only an unplugged computer locked up in a vault will ever be totally safe from malware. Instead, this is what we’ll do:

  • Perform an assessment of your computer usage practices and security policies. Software and hardware alone won’t do the trick.
  • Identify weak points as well as poor practices and propose changes wherever necessary. Weak points and poor practices range from the use of perennial passwords and keeping old, unused accounts to poorly configured firewalls.
  • Install malware scanners and firewalls and configure them for maximal protection with minimal effect on network and system performance.
  • Implement regular security patches.
  • Conduct a regular inspection on security policy compliance as well as a review of the policies to see if they are up to date with the latest threats.
  • Keep an audit trail for future use in forensic activities.
  • Establish a risk management system.
  • Apply data encryption where necessary.
  • Implement a backup system to make sure that, in a worst case scenario, archived data is safe.
  • Propose data replication so as to mitigate the after effects of data loss and to ensure your company can proceed with ‘business as usual’.

Once we’ve worked with you to make all these happen, you’ll be able to sleep better.

Other defences we’re capable of putting up include:

Integrated eCommerce – The right way to do extend your business online

With more people spending more time on the Web, now is the perfect time to start selling your products and services online. And if you think those people are only busy posting status updates on Facebook and Twitter but avoid all other websites, think again. Many are actually buying stuff online. E-commerce has never been bigger. In the UK, it was already worth 100 Billion two years ago.

Buyers are finding it more convenient to buy products and services online because they can do so from practically anywhere; even in the comfort of their homes. What’s more, they could browse through more choices at a fraction of the time they?d have spent doing the same thing in brick and mortar establishments.

So if your potential buyers are already out there, what’s stopping you from opening your virtual doors to greet them?

Antiquated e-Commerce

Now, before you start getting excited in setting up your own idea of an eCommerce-ready website, you might want to be aware of what a sound e-commerce investment entails these days. If all you’re thinking is a site that accepts orders and have someone enter those orders in your accounting system, then you’ve got it all wrong.

You’re never going to get good returns on your investment that way. While you’re opening doors for new income streams, you’re also introducing additional costs and sophistication for processes that are highly susceptible to errors, inconsistencies, delays, and, eventually, client dissatisfaction.

Doing it right with integrated e-Commerce

To compete with others who are also offering the same products and services as yours, you need to ensure complete customer satisfaction. The best way to achieve this is to employ integrated e-commerce. This is an e-commerce system that combines your payment system, accounting, ERP, CRM, inventory management, analytics, and others into a cohesive, synchronised environment.

The idea is to do away with majority of your manual tasks in order to achieve fast, efficient, accurate, and secure transactions and other related processes.

eCommerce integration will allow you to do business 24/7 without requiring any of your staff to render the same number of hours. That means, your company continues to operate and earn even while all of you are fast sleep.

Then when you’re up, you can view reports telling you what transpired overnight, over the weekend or over any specified period of time. The information you obtain can help you make well-informed decisions and act on issues much quicker.

And because your business is on the Web, you can serve customers and obtain new ones from geographical locations far from where your office or store is actually located. If you want, you can even gain customers from halfway around the world.

Contact Us

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

Ready to work with Denizon?