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 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.

How to create a custom form with Field Elite

A common requirement for most Field Service Workers is to complete various forms and paper based inspection checklists when visiting customer sites and remote area locations.  Often the data collected is often used in collaboration efforts across multiple teams and organisations. 

Using paper forms, binders, cameras, and filing cabinets can make this process complicated, frustrating, and often, near impossible.

If you consider that, even though we are entering the third decade of the new millennium and despite the proliferation of Smart Phones and Tablet computing an incredibly large percentage of field service teams are still making use of paper based systems!

Read more about the benefits of digital forms data collection

Field Elite Customised forms

Field Elite enables Field Service organisations to easily create their own customised forms which can be attached jobs. 

The creation of forms can be done using the Web Based Administration Portal which is provided as standard to all customers when signing up for an account.

To access the form builder from Side Navigation navigate Settings –> Form Templates –> Create Form


You will then be presented with Form Builder utility which will contain an Empty Default Form and a list of fields types you are able to insert.

There are a variety of fields you can use to create all manner of forms. There is no restriction on the number of fields or field types you can choose to create forms suitable for your purpose.

If you can think it you can create it

In the example, we’ll work through, we are going to create a Simple Conference Room Inspection  Report, to be used by Facility Managers to assist in carrying room inspection reports for conference centres.

To add fields to your form simply Drag and Drop the fields onto the form.

Once you have completed adding which fields you require to your form and you are satisfied with the layout.

Select Settings tab to provide a meaningful name for your form.

You can also select a Form Layout you wish for your form.  For the purpose of this post we are going to leave it as Vertical.

Once you are satisfied with your form you can select Save Form 


Once your form has been saved it will be available for selection when defining jobs in the system.

Summary

It is really easy to define custom forms using the Field Elite from templates module.  The Form Template module enables you to create any manner of forms your organisation may require.

Importance of Field Service Management Software for Mobile Working

Technology has been evolving at a fast pace. Changes are also happening simultaneously within different industries. Making a great difference in the business world right now is the trend of mobile working.

Thanks to platforms and tools, working while on the go is now easier and more streamlined. The field service industry also benefits from these technological advances.

Mobile technicians can now give excellent performance and do their job efficiently with no hands-on management needed.

Keep in mind that field service management is no joke. So, to achieve a smooth business and mobile worker management, you’ll need to invest in good mobile service management software.

But First, what is Mobile Working?

Mobile working is a method of working that is not tied to a single physical location.

It isn’t just about checking your emails on your phone or ringing your colleagues via Bluetooth while driving your car to the next appointment. It’s so much more intricate than that.

Effective mobile working means you’re mobilising your workers. Field technicians should have everything they need to complete their day to day work. You’re giving them their entire office in the form of a mobile device.

Mobile working, via a handheld device, allows field technicians to do the following:
● Access and input information about a work order
● Collaborate on projects
● Stay in touch with colleagues, clients and management
● Utilize effectively the different software features

Your field workers should have the support of a dynamic management tool that ensures they are sent to the job that utilises their skills effectively and efficiently.

That’s where a good field service management software shows its importance.

The Role of a Field Service Management Software

Your mobile workforce is scattered across various physical locations. You’ll need to connect with them and simultaneously manage your field service business.

Thanks to the increasing connectivity and improvement of technologies for this purpose, mobile workers can easily input and access any work order details via your chosen field service management software.

What Makes a Good Field Service Management Software?

There are 3 main points to consider when investing in a good mobile workforce management software:

1. It’s simple and familiar to use. Like we mentioned before, be sure to mobilise your field technicians – not the back-office system. Make sure your chosen app or software has a simple user interface so your workers can be on-the-go easily.

2. It works offline. Rural areas and highways can have poor connectivity. Sometimes agents will need to work in areas that have little to no network coverage or are deep down working in tunnels or around heavy machines and turbines. You don’t want your field technicians unable to complete work due to connectivity issues. Make sure to choose software that can function on their device while offline.

3. It’s flexible (and maintainable). Your field service management of choice should have real-time visibility. Flexible and improved visibility for a field worker means that they can do their best in any task. They can share or get critical information about orders and customers. This drastically improves job completion rates and customer satisfaction.

Importance of Field Service Management Software to Mobile Working

Utilize the technology that is available to you. Your mobile workforce should have the right tools so they can make sure to do their fieldwork efficiently without worrying about tedious administrative work. Any back-office task can be done quickly through a field service management software.

And that’s the most important role of a great mobile service management app — effective mobile worker efficiency.

Benefits of a Field Service Management Software to Mobile Working

● Additional revenue: By simplifying the administrative work, your field technician can even double the work order in their daily shift, meaning more profit for the business.

● Cost-cutting: The cloud-based nature of a field service management software means that your business can reduce the cost of on-site IT.
Your mobile workforce can operate from wherever they have an online connection, meaning less reliance on offices and building costs.

● Boosts overall efficiency: A mobile workforce management software allows you as a manager to monitor in real-time where they are and what they are doing. It means that problems can be identified and dealt with immediately.
Your field technician, in turn, becomes more efficient because the technology allows them a quicker response, instead of taking too long finishing administrative tasks.

Invest in a great field service management software. Check out FieldElite and see how they can help you with the following mobile working features:
• Accepts jobs in the field
• Automate appointment scheduling
• Manage scheduled jobs
• Get real-time visibility into all operations
• Have a clear and easy viewing of job locations
• Resolve field service calls faster
• Enable mobile workers to get the job done right
• Keep customers updated at every step
• Create quotations and accept payments
• Analyse efficient reports from field technicians

Ready to work with Denizon?