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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Making Click-and-Collect click

In my previous post, I introduced you to integrated e-commerce and explained why it is the right way to extend your business online. If you already have a brick-and-mortar retailing business and you’re looking to improve your online presence, you could start offering a click-and-collect service.

With click-and-collect, customers order online and then collect their merchandise from one of the retailer?s local branches. Why would they want to do that?

Apparently, there are buyers who now prefer a click-and-collect service over the delivery service of a purely online retailer. With the latter, they sometimes have to wait forever for the delivery van to arrive or contend with a missed-delivery card.

Basically, customers who want both the convenience of placing orders online and better control of their time find click-and-collect a better option.

Last December 2011, IMRG (Interactive Media in Retail Group) reported a ?significant rise in the percentage of click-and-collect e-retail sales in the 3rd quarter of 2011?. This accounted for 10.4% of all e-retail sales in that quarter. More specifically, the gain was 7.4%, which was also the strongest quarterly gain since IMRG started collecting this data.

Clearly, this particular service is gaining popularity. But how do you meet the rising demand in this area?

A click-and-collect service requires a highly synchronised ecosystem. You don’t want to have a customer order items from your online store, drive a couple of minutes from his house to your nearest outlet, only to find out that one of the items is no longer available.

This can only work if all systems involved are interconnected. Changes in the inventory in your individual outlets should reflect on your database in real time. In turn, these changes have to be reflected instantly on your online store. Conversely, once a buyer has picked items online and is already directed to a local outlet, those items have to be reserved there.

But that’s not all. Your system has to be seamless enough to support fast and reliable service. You don’t want your buyer to have to wait a long time before the items are ready for pick-up. It also has to be capable of tracking the status of ordered products, handling uncollected orders, and monitoring inventory.

By implementing an integrated e-commerce system, these won’t be the only things you?d be able to do. You can even add more value to your service. For example, you can connect to your CRM and learn more about your customers? purchase history, buying habits, and preferences.

That way, it would be easier for you to provide a faster and more convenient buying experience for them in the future.

Click-and-collect is a very promising way to increase your sales and improve customer loyalty.

Mobile Workforce Management in a nutshell

It is fairly common for businesses to have staff working across many different locations across the country or even the world. Engaged in various activities like door-to-door sales, delivery and installations, service maintenance, conducting inspections & investigations or even data collection.

Managing and co-ordinating tasks, scheduling activities, planning and monitoring activities and communicating can often be challenging.

Mobile Workforce Management is the automation of the entire end-to-end workflow management and operations of any field service workers.

Mobile Workforce Management Synonyms

Mobile Workforce Management is also known as

Field Service Management
Job Scheduling Software
Job Management Software

Advantages of Mobile Workforce Management

It is increasingly clear that there needs to be a certain sense of discipline and streamlining of field operations and important to automate certain tasks within field sales and operations, primarily because it helps you to track your assets remotely and ensuring contact with your workforce when required. Enabling your team to get in touch when required.

Most importantly, engineers, sales representatives and customer care executives can easily send information, scan receipts, Invoice customers and retrieve other crucial information in a standardized and streamlined manner. Assisting in regulating your business and also bringing some order to what is usually a very chaotic mode of working.

Why choose Mobile Workforce Management

Work Force Management tools help you to stay in control. They assist in automating what can and should be automated leaving only the crucial human-human interactivity. Helping you to keep a record of all interactions and important data within a database, without you having to manually go through sales receipts, complaint slips and other such details.

A Field Force Management tool is a time-saver and efficiency tool for companies. Moreover, these tools help to automate several aspects of your day to day operations, leading to an increase in productivity and motivation.

Streamlining operations, will also ensure that important stakeholders are well informed and management visibility is enhanced. Helping your business to make smarter decisions and help serve your customers better.

Field Force Management is similar to an Enterprise Resource Planning (ERP) solution but is vastly different. It is specifically targeted at staff that work on the field and is intended to make their and your work more streamlined, transparent and easy to track.

Cloud based solutions help you automate

Field Force Management is usually cloud based which means all data is stored and accessible on secure cloud servers. There is no question of losing important data or not being able to retrieve something important. If something goes missing, there will usually be a backup available. Field force management tools include the software, the hardware and also the kind of training that is required for users to use it efficiently.

The software usually helps in saving and processing information while the hardware helps employees to enter important data into devices while they are on the job. Sometimes, field force solutions can also be a mobile app which negates the need for a specific or special device.

This is very important when it comes to field jobs as carrying different devices can prove to be a cumbersome job. At the end of the day, field force solutions are meant to reduce the burden on staff and not actually inadvertently increase it.

Denizon?s FieldElite Mobile Workforce management application provides significant improvements in efficiency and service with a switch to digital working and the elimination of paperwork.

All the information that is stored on the cloud can be run through analytics software so that you get the kind of reports that you are looking for to improve your business.

Field Force Management Process

A field force management tool helps you to remain in contact with your staff while they are at work on the field. This helps you to track your personnel in real time. Field personnel or your staff can log in and enter their attendance using a smartphone. You can assign that particular day?s task remotely using a web console or your own smartphone.

Next, they can carry out whatever duties they need to while you get all the alerts that you set to receive. This helps to increase transparency. You can choose to receive alerts on your phone or on your desktop.

Finally, staff can tag completed tasks with audio and images, instead of they having to type reports. This helps to focus more on the job than on job reporting. Last but not the least, location tags help you to ensure that the job is done at the right place. Your staff will not be able to take your generosity for granted.

All in all, a field force management tool helps you to track and control your staff without you having to be physically present with them and this is the beauty of this tool.

Summary

Field Force Management helps companies to reduce administration expense and improve productivity. This helps to automate data integration which is usually done with the help of cloud servers. Moreover, you can set invoice parameters that help you to also keep track of stocks, inventories and engage in P.O. and task management.

A number of field force management users also use it as a tool to engage in credit management. Banks and insurance companies particularly find this tool helpful as payments can be received on the job, instead of asking customers to pay online or offline. This also helps in building valuable customer relationships and enhance loyalty.

Thirdly, a field force management tool helps to increase planning efficiency. This means, you will be able to allocate tasks and optimize routing. All this helps to increase your ROI at the end of the day and get back the money you invest on field force management.

Finally, you will have more control over productivity and sales thanks to automation of data collection. You will also have more control over the execution of tasks and that will invariably make your company leaner and smarter.

Total Quality Management

Total Quality Management (TQM) is another business management approach that focuses on the involvement of all members of the organisation to participate in improving processes, products, services, and the culture in which they work in. It is important that every team member realises how each individual and each activity affects, and in turn is affected by, others.

With the use of combined quality and management tools, TQM also aims to reduce losses brought about by wasteful practices, a common concern in most companies. Using the TQM strategy, business would also be able to identify the cause of a defect, thereby preventing it from entering the final product.

Deming’s 14 Points

At the core of the Total Quality Management concept and implementation is Deming’s 14 points, a set of guidelines on quality as conceptualised by W Edwards Deming, one of the pioneers of quality. Deming’s 14 points are as follows:

Create constancy of purpose for improving products and services.
Adopt the new philosophy.
Cease dependence on inspection to achieve quality.
End the practice of awarding business on price alone; instead, minimise total cost by working with a single supplier.
Improve constantly and forever every process for planning, production and service.
Institute training on the job.
Adopt and institute leadership.
Drive out fear.
Break down barriers between staff areas.
Eliminate slogans, exhortations and targets for the workforce.
Eliminate numerical quotas for the workforce and numerical goals for management.
Remove barriers that rob people of pride of workmanship, and eliminate the annual rating or merit system.
Institute a vigorous program of education and self-improvement for everyone.
Put everybody in the company to work accomplishing the transformation.

But if you were to reduce to bare bones the TQM philosophy from Deming’s 14 points, it would all come down to two simple goals:

To make things right the first time; and
To work for continuous improvement.

As with all other quality management process, the end goal is to be able to offer products and services that meet and even exceed customer’s expectations.

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