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

Energy Savings Opportunity Scheme (ESOS): An Overview

Energy management is crucial to most businesses in the UK. This is primarily because energy usage substantially affects all organizations, whether large or small. The good news is that, energy costs can be controlled through improved energy efficiency. And this is exactly why Energy Savings Opportunity Scheme (ESOS) came into being ? to promote competitiveness among businesses.

Energy Savings Opportunity Scheme is the realisation of the UK Government’s ambition towards achieving the maximum potential of cost-effective energy in the economy. ESOS aims to stimulate innovation and growth, cut emissions and support a sustainable energy system.

ESOS at a Glance – Legal Perspective

The EU Energy Efficiency Directive took a major step forward on November 14, 2012 and headed towards establishing a framework to promote energy efficiency across various economic sectors. To interpret Article 8 of the Directive, the government has given birth to ESOS; requiring large enterprises to undergo mandatory energy audits and energy management systems by December 5, 2015 and at least every 4 years thereafter.

Large enterprises include UK companies that have more than 250 employees or those businesses whose annual turnover exceeds ?50 million and whose statement of financial position totals more than ?43 million. With this, over 7000 of the biggest companies in Britain will need to comply with ESOS as an approach to review their total energy use in buildings, business operations, transport and industrial processes.

Generally, ESOS is both an obligation and an opportunity. It is an obligation for the indicated target companies since they need to submit to additional regimes; focus on audit evidences; act in accordance to group structures and compliance; and observe limited penalties and note retention periods. Moreover, it is also an opportunity for companies to strive for more savings on energy projects; attempt to standardise their potential market; and effectively lower debt and legal costs.

ESOS Audits ? Looking Beyond

According to the Department of Energy and Climate Change (DECC), average first audit costs would be estimated at about ?17,000 and subsequent ones at around ?10,000. As expected, these audits will result in energy saving recommendations, of which companies need not proceed for a follow up; and substantially improve businesses in their energy management issues. DECC further states that every business that complies with ESOS could save an average of ?56,400 each year from an initial investment of ?17,000 only.

Currently, up to 6,000 UK businesses are already subject to existing CRC Carbon Reduction Scheme, Mandatory Carbon Reporting, Climate Change Levy and other compliance. This signifies that ESOS may overlap with prevailing energy efficiency legislation and may put additional pressure on energy administration. While this is true, however, ESOS holds extensive benefits. Although the scheme can be viewed as another costly compliance to environmental standards, ESOS goes straight to the bottom line and provides the organisation with competitive advantage. If large businesses act now and comply with it, they will be able to enjoy maximised payback in the long run.

Indeed, Energy Savings Opportunity Scheme is already here. It is mandatory with minimal investment. And all you have to do is act quickly, implement new improvements and earn more.

Contact Us

  • (+353)(0)1-443-3807 – IRL
  • (+44)(0)20-7193-9751 – UK
Align IT Investments With Organization Goals

While some organisation leaders loathe spending on IT, a growing number are already convinced of the necessity of investing in it. Unfortunately, a substantial fraction of those convinced to pursue IT investments are misguided as to which initiatives are really contributory to reaching their organisation’s goals.

In the end, many of their purchases either end up underutilised or become white elephants altogether. There are also those difficult to spot – IT purchases that do become integrated into daily operations but have little effect on the organisation’s growth, positioning, profitability, or efficiency.

If a purchase is to cost your company a fortune, then its positive impact on established company objectives should reflect accordingly. But how would you know it would? You can’t hope to foresee all its benefits especially if the IT solution is still quite new to you.

Our job is not only to identify the strengths of an IT system but also to determine whether these strengths are at all useful to your organisation’s thrusts.

Basically, here’s what we’ll do:

  • Conduct a rigorous analysis of your organisation to determine the specific and overall impact of certain IT solutions. We’ll be looking for areas where the effects of IT can result in the most rapid reduction of costs and, at the same time, drive the organisation in the direction of its established goals.
  • Propose cohesive best-of-breed solutions in line with the results of our analysis. Our familiarity with the IT landscape and our extensive selection of contacts in the industry will allow us to conduct insightful picks from a vast field of choices.
  • Establish best practices to make sure IT investments are optimally utilised.
  • Perform periodic reviews to ensure practices and processes are still in line with the established goals.

Find out how we can increase your efficiency even more:

Contact Us

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

Overview

ISO, or the International Organisation for Standardisation, is a global standard-setting body, made up of a network of various standards organisations from among its 162 member-nations. ISO is a vital force in the manufacturing industry, promoting industrial and commercial global standards for specifications and requirements in materials, products, procedures, information, and quality management.

ISO Certification

For a company, an ISO Certification:

? Is an assurance that the organisation, has met the required management of processes and documentation.

? Provides standards on how businesses and organisations manage information and processes;

? Does not impose any regulations;

? Is not like a license that allows a business or company to operate.

Rather, an ISO Certification merely certifies that a management system, a manufacturing process, or an offered service has all the elements for quality assurance and the capability to compete in the international market.

That said however, an ISO Certification is still vital to most businesses because it brings them up to par with global standards. For instance, in many industries, contracting companies are required ISO 9001 certification, and some government contracts, such as in the oil industry or medical technologies, depend largely on ISO 9001 compliance. Most ISO Standards are specific to different industries, processes, and products, but ISO 9001 is a management system standard that can be applied to any company.

ISO 9001

ISO 9001 is unarguably, one of the most established Quality Management Systems program in the world today that can be a useful tool for any organisation. ISO 9001 Standards is currently the recognised standard not only for quality management systems, but management systems in general, ensuring quality in all aspects ? products, services, and documentation.

Any company, regardless of size or sector, aiming to improve its operations and management, would do well with an ISO 9001 Certification, especially if the organisation is prepared to implement the standards throughout the entire organisation and not just in particular departments or divisions.

Find out more about our Quality Assurance services in the following pages:

Total Quality Management

Failure Mode and Effects Analysis

Six Sigma

Contact Us

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

Ready to work with Denizon?