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

How FieldElite helps Electricians

The need to hire an electrician arises more often than we expect. It’s quite common to come across problems with structure-wiring, whether at home or in your business premises. It’s, therefore, not surprising to come across a home or a business owner in search of electrical services.

Whether a startup or a fully-fledged business that offers electrical services, there are challenges that come with running the venture. Where you have field service electricians, the challenges are even compounded, more so on matters of assigning tasks, receiving complaints from customers, and receiving field service reports.

As we all know, an electrical business isn’t just limited to the management of field service electricians. You’ll have to manage all the processes, a responsibility that can be quite daunting.

It doesn’t have to be difficult, though. You can take advantage of a field service management software program to make the entire management process effortless.

FieldElite is one such software. With FieldElite, you can assign tasks, communicate, and receive reports from your electricians on the go. Incorporating field service management in your electrical business enables you to run your business operations smoothly. 

Below are some of the benefits of using FieldElite field service management software. 

Increased Efficiency

Improved efficiency is the number one benefit electricians can get from field service management software. With FieldElite, electricians can accept jobs while in the field and add attachments together with client signatures using their smartphones or tablets. From the field management software, they can get information on the optimal route to the site, the tools required for the job, the service history of the customer, and contractual commitments.

Managing and scheduling tasks on FieldElite are just a few clicks away for office-based operators. That means reduced travel times and delays that often cripple workforce management.

Improved Professionalism

FieldElite field management software gives you a professional edge over your competitors. With this field management software, you can store all your business-related information in a central place. Therefore, each of your electricians can access the data from anywhere using their smartphone or tablet installed with the FieldElite mobile application. As such, there?s no breach in communication, and that means the electricians will get the scheduled tasks on time. Building such relationships with your team in the field encourages teamwork and motivates each team member to play their part. Again, since you can monitor what’s going on in the field, you can address the issues raised by your electricians or customers as soon as possible. 

Effective Communication

Timely communication is very essential if you’re working with field technicians. Since you’ll not always be with them in the field, it’s always important to establish a proper communication channel to ensure information reaches them in time. With FieldElite field service management software, electricians receive notifications and details about tasks assigned to them via the FieldElite mobile app.

On the other hand, office-based staff can access the report with the details of the job once the electrician completes the given task. This implies that both the electricians and the office-based operators can get communication instantly, enabling them to see and manage their workloads. Individual electricians can close jobs on-site and proceed to the next task without having to do paperwork reporting. For this reason, electricians can complete multiple tasks within a short time, which improves their overall productivity.

High Accuracy

With FieldElite field service management software, missing data or incomplete information is a thing of the past. Electricians no longer have to deal with paperwork, which can be daunting and time-consuming, yet with a million and one errors. With FieldElite advanced mobile features, all field service processes and operations are automated. The electricians are left with quite little to do, and that minimises data entry errors.

Because the managers get real-time updates from the field techs, they can accurately maintain and track the field processes. With FieldElite mobile features, managers can get information regarding the job status, the actual time of arrival, and the time taken to complete the task. With such updates, the electricians are better placed to do the job well without wasting much time, thus improving their overall productivity. 

Improved Co-ordination With The Team 

Apart from improving the productivity of the electricians, FieldElite improves coordination with the entire management team. For instance, an electrician can be assigned new tasks within the same area where they’re currently assigned instead of sending another to complete a task in that same place. FieldElite makes this possible by always capturing the current location and job status.

Whenever a new request is made in an area, FieldElite first checks the database to confirm if there is an electrician already assigned in that area. If the status of the ongoing assignment is complete or almost complete and the new task request can wait for the remaining time, the electrician in the field would be assigned the new task. By doing so, the business saves on cost and time and minimises movements. 

Improved Customer Satisfaction

As an electrician, you’ll only be satisfied if the service you offer makes the customer happy. Apart from fixing their wiring problems, they?d be happy if you responded quickly to their request. This is only made possible with field service management software. With FieldElite, managers can notify the electricians on the service requests in their respective areas, allowing them to respond to the call within a very short time. Not only does this give you some level of satisfaction as the business owner but it’s also a win for the company. 

Make your field work-flow better with FieldElite, and improve the productivity of your electricians. With FieldElite releasing regular and timely updates, users aren’t left behind whenever there are changes in the field service industry. The updates introduce new features and capture new standards to ensure that you get the best experience with the software at all times.

A Definitive List of the Business Benefits of Cloud Computing ? Part 4

Lowers cost of analytics

Big data and business intelligence (BI) have become the bywords in the current global economy. As consumers today browse, buy, communicate, use their gadgets, and interact on social networks, they leave in their trail a whole lot of data that can serve as a goldmine of information organisations can glean from. With such information at the disposal of or easily obtainable by businesses, you can expect that big data solutions will be at the forefront of these organisations’ efforts to create value for the customer and gain advantage over competitors.

Research firm Gartner’s latest survey of CIOs which included 2,300 respondents from 44 countries revealed that the three top priority investments for 2012 to 2015 as rated by the CIOs surveyed are Analytics and Business Intelligence, Mobile Technologies, and Cloud Computing. In addition, Gartner predicts that about $232 million in IT spending until 2016 will be driven by big data. This is a clear indication that the intelligent use of data is going to be a defining factor in most organisations.

Yet while big data offers a lot of growth opportunities for enterprises, there remains a big question on the capability of businesses to leverage on the available data. Do they have the means to deploy the required storage, computing resources, and analytical software needed to capture value from the rapidly increasing torrent of data?

Without the appropriate analytics and BI tools, raw data will remain as it is – a potential source of valuable information but always unutilised. Only when they can take the time, complexity and expense out of processing huge datasets obtained from customers, employees, consumers in general, and sensor-embedded products can businesses hope to fully harness the power of information.

So where does the cloud fit into all these?

Access to analytics and BI solutions have all too often been limited to large corporations, and within these organisations, a few business analysts and key executives. But that could quickly become a thing of the past because the cloud can now provide exactly what big data analytics requires – the ability to draw on large amounts of data and massive computing power – at a fraction of the cost and complexity these resources once entailed.

At their end, cloud service providers already deal with the storage, hardware, software, networking and security requirements needed for BI, with the resources available on an on-demand, pay-as-you-go approach. In doing so, they make analytics and access to relevant information simplified, and therefore more ubiquitous in the long run.

As the amount of data continues to grow exponentially on a daily basis, sophisticated analytics will be a priority IT technology across all industries, with organisations scrambling to find impactful insights from big data. Cloud-based services ensure that both small and large companies can benefit from the significantly reduced costs of BI solutions as well as the quick delivery of information, allowing for precise and insightful analytics as close to real time as possible.

Contact Us

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

Ready to work with Denizon?

Contact Us Today