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.

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Can you do away with the Project Initiation Meeting?

Project initiation meetings are often skipped to fast-track projects. Once a sponsor is found, organisations go straight to project planning and execution. But based on our own experience, holding a project initiation meeting can actually eliminate many issues that may crop up in the future and hence may speed things up instead in the long run.

It is in the project initiation meeting where your project objectives and scope are clarified and all stakeholders are brought to the same page. Project sponsors and stakeholders will have to know in a nutshell what is needed from them, what the possible risks are, what different resources are required, and so on. So that, when it’s time to proceed to the next phase, everyone is already in-sync.

So what are taken up in such a meeting? Perhaps an actual example can help. Sometime in the past, we set out to work on an eCommerce website project. After conducting the project initiation meeting, these were some of the things we were able to accomplish:

  • Identified deliverables e.g. site design, interface to payment system, etc.
  • Come up with the project phases
  • Agreed what should be in and out of scope
  • Defined the acceptance test criteria
  • Identified possible risks
  • Identified the possible training and documentation work needed
  • Established whether any analysis was required, e.g. as with regards to payment interfaces
  • Formulated disaster recovery plans
  • Defined roles and responsibilities
  • Drafted timelines and due dates

Aren’t these covered in project planning? If the project is a big one, the answer is no. In a large project, project planning is a much more exhaustive activity. In a project initiation meeting, only the basic framework is defined.

Some questions may still remain unanswered after a project initiation meeting, but at least you already know what answers you need to look for. In the example we gave earlier, we left the meeting knowing that we needed:

  • a list of all necessary hardware to estimate the costs
  • to identify possible dependencies we might have with third parties
  • to identify what software had to be bought and what skills we needed to hire

When it was time to proceed to project planning, everyone involved already knew what direction we were taking. In effect, by not skipping the project initiation meeting, we were able to avoid many potential obstacles.

Energy Cooperation Mechanisms in the EU

While the original mission of the European Union was to bring countries together to prevent future wars, this has spun out into a variety of other cooperative mechanisms its founders may never have dreamed of. Take energy for example, where the European Energy Directive puts energy cooperation mechanisms in place to help member states achieve the collective goal.

This inter-connectivity is essential because countries have different opportunities. For example, some may easily meet their renewable targets with an abundance of suitable rivers, while others may have a more regular supply of sunshine. To capitalise on these opportunities the EU created an internal energy market to make it easier for countries to work together and achieve their goals in cost-effective ways. The three major mechanisms are

  • Joint Projects
  • Statistical Transfers
  • Joint Support Schemes

Joint Projects

The simplest form is where two member states co-fund a power generation, heating or cooling scheme and share the benefits. This could be anything from a hydro project on their common border to co-developing bio-fuel technology. They do not necessarily share the benefits, but they do share the renewable energy credits that flow from it.

An EU country may also enter into a joint project with a non-EU nation, and claim a portion of the credit, provided the project generates electricity and this physically flows into the union.

Statistical Transfers

A statistical transfer occurs when one member state has an abundance of renewable energy opportunities such that it can readily meet its targets, and has surplus credits it wishes to exchange for cash. It ?sells? these through the EU accounting system to a country willing to pay for the assistance.

This aspect of the cooperative mechanism provides an incentive for member states to exceed their targets. It also controls costs, because the receiver has the opportunity to avoid more expensive capital outlays.

Joint Support Schemes

In the case of joint support schemes, two or more member countries combine efforts to encourage renewable energy / heating / cooling systems in their respective territories. This concept is not yet fully explored. It might for example include common feed-in tariffs / premiums or common certificate trading and quota systems.

Conclusion

A common thread runs through these three cooperative mechanisms and there are close interlinks. The question in ecoVaro?s mind is the extent to which the system will evolve from statistical support systems, towards full open engagement.

The Types of Industries That Can Benefit from Field Service Software

Initially, field service software was designed with field techs and their managers in mind. However, in the recent past, other industries have taken this path to better the performance of their businesses. Any industry that deploys skilled laborers and assets to off-site locations benefits from field service software. It’s all about resource allocation and data centralization for efficient management and running of the business? activities. With field service software, you got all your business? functions logged in one place.

So, who needs field service management software? Professionals like electricians, plumbers, IT technicians, construction workers, and carpenters all find it useful. Moreover, there?s a wide range of application in many different types of industries.

Here are some industries that benefit from field service management software.

  • Fire and Life Safety

In a fire and life safety industry, equipment and safety systems should be kept running at peak efficiency. Therefore, it’s necessary to provide appropriate services that will ensure the smooth running of processes. On top of complying with government codes, fire and security systems installed should offer reliable services. Since service is at the core of this industry?s operation, most people in fire and security industries are turning to field service software to automate operations of their service delivery. With the field service software tools, the industry can easily monitor security technologies, quickly respond to customers, and manage compliance, inspections, and procedures effectively.

  • Medical Device Enterprises

For medical device companies seeking to improve their services, sales, and compliance, field service software becomes very essential for the smooth running and operations of their functions. The medical device enterprises that greatly benefit from this software include those offering installations, repair, and maintenance of medical equipment. With the comprehensive field service tools, service delivery and performance is greatly improved.

Moreover, with the field service software, these industries find better ways of tracking critical records needed for regulatory compliance since the medical industry is one of the most regulated industries in the globe. For the companies doing the manufacturing of medical equipment, they can integrate field service software in their accounting systems to streamline their invoice processes and shorten their billing cycles.

  • IT and Communications Services Companies

With the remarkable technological advancements in the recent past, Internet service providers, cable companies, and communications organizations are looking for better ways of service delivery to keep up with the pace of the growing technology. Connections are becoming more complex day by day propelled by an explosion in new data sources, and the use of the devices. To keep up with the increased demand for instant services by customers, the IT and communication service companies, are turning to field service software to make their service delivery more effective.

A combination of the robust, advanced scheduling system and rich functionality makes this software very useful to the communication service companies. They can use the software to design and install complex internet infrastructure. Moreover, field service software can be used by these companies to set up recurring maintenance plans to maintain the installed internet systems.

  • Oil and Gas Enterprises

Most oil and gas industries are faced by complexities which need special handling for better business performance. Since the running of projects is at the cornerstone of their businesses, they’re always looking for better ways to ensure a smooth running of their project activities. For this reason, most of the oil and gas enterprises that have discovered the benefits of field service software are integrating the main activities of their projects in this software.

With the project-based software tools, there?s an efficient flow of information and transparency throughout the enterprise ensuring excellent project management. With the checklist feature included in most field service software, inspections, compliance, site surveys, and maintenance of procedures is made easier in oil and gas companies.

  • Facilities Management Industry

Given that this is a service industry, high-level of efficiency is paramount. To meet customer expectations and battle against cost, most facility management industries are turning to field service software. With the comprehensive tools included in the field service software, supervisors can assign tasks to their reports, monitor their progress, and receive alerts on critical issues while in a remote place or at the comfort of their office.

Maintenance and emergency repairs in the facility management industry are greatly supported by this software ensuring increased productivity and efficiency. Additionally, with field service software the industries benefit from a streamlined workflow and improved communication that greatly reduces administration time and cost.

  • Industrial Equipment Enterprises

Industrial equipment companies aim at maximizing their overall productivity and preventing equipment downtime. There?s a wide range of activities that take place in industrial equipment companies which require field service software for higher levels of efficiency.

From load testing, installation projects, and load testing to emergency repairs, this software, enables the managers to design work orders, and get them ready for scheduling, and distribute them in a moment. With the equipment and asset tracking software, the supervisors can gain instant visibility into the equipment and assets in the field to ensure their regular maintenance. The scheduling and resourcing tools ensure the supervisors are in full control over the dispatching of their workforce, their schedules, and the route taken by each for maximum work output. Additionally, with the field service software, industrial equipment companies can meet their customer expectations.

  • Construction Industry

Since construction work involve both site work and office work, building industries find field service software very useful in integrating their field and office activities. Field service software is designed to establish effective communication between the office staff and the field operators. With inclusive software tools, the supervisors can easily manage daily inspections and receive feedback from the field workers without leaving the office. Moreover, documentation is simplified, and everything is documented in a central place so that it’s easier to retrieve important information at any time. With field service software, building industries can manage their construction efficiently while minimizing cost, and saving on time.

Filed service software is gaining popularity in the industrial world as most enterprises seek to improve their business? performance, and keep up with the competition. Moreover, more companies are expected to come on board as the field service software companies work extra hard to add more tools to suit a wide range of functions.

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