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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Month End Accounting the way it should Be Today

Month end accounting has always been a business critical exercise. Without the balance sheet, income statement, and other financial reports this exercise ultimately produces, management could not make informed decisions to keep the company in the right direction and at the ideal operational speed.

Now, in order to maintain optimal business velocity, month end activities have to be carried out as swiftly and as accurately as possible. Delays will only inhibit managers from reacting and effecting necessary adjustments in time. Inaccurate information, on the other hand, obviously lead to bad decisions.

But that’s not all. Never has the month end close been as demanding as it is today. Regulations like the Sarbanes-Oxley Act, Solvency II, Dodd-Frank Act, and others, which call for more stringent controls and more robust risk management practices, are now forcing companies to find better ways to face the end of the month.

Sticking to old month-end practices while striving to achieve regulation compliance can either cost a company more (if they add manpower) or simply bog it down (if they don’t). Among the worst of these practices is the use of spreadsheets.

These User Developed Applications (UDAs) are very susceptible to errors. (See spreadsheet risks)

What’s more, consolidating data from spreadsheets as well as carrying out reconciliations on them is very time consuming. These activities usually require data from outside sources – i.e. a workstation in a different department, building, or (in the case of really large corporations) geographical locations.

Furthermore, if one of these sources fail, the financial reports won’t be complete. This is not a far-fetched scenario, considering that spreadsheet storage and backup is typically carried out by the average end user. This leaves the spreadsheet data vulnerable to hard disk crashes, virus attacks, and unexpected disasters.

Thus, in order to produce accurate financial reports on time all the time, you need a financial/IT solution that offers optimal provisions for risk management, collaboration, backup, and business continuity. Learn about server-based solutions and discover a better way to carry out month end accounting.

IT Transformation Defined

Businesses depend on IT to effectively manage business processes and to provide products and services to clients. As IT technologies advance, it is crucial that businesses update their hardware to remain competitive. But businesses should do more than simply upgrade their servers and should really strive to effect IT transformation.

What is IT Transformation?

IT transformation is the ongoing process of changing the way that a company uses IT to better align it with current business goals. Through the IT transformation process, businesses try to determine whether they are meeting mission-critical benchmarks through the incorporation of new IT technologies for corporate transformation.

For example, if one of the current business concerns is whether the company can improve customer service, the IT system will need to evolve in such a way that improves customer service in a measurable way.

Successfully Aligning the Technology to Business Goals

In order to successfully align the IT system with business goals, it is important to understand the newly integrated technologies to understand how they can change business processes. If a new feature is intended to make the server more secure, the management should know exactly how the feature will improve the security of the server and whether the new implementation is redundant.

Once the business objectives have been identified, IT transformation is carried out by changing both the software and hardware used by the company. An example would be the growing trend of server migration to the cloud. Cloud computing is the growing trend of making files and data accessible from anywhere. If an organisation believes that it can improve productivity through a server cloud migration, it will need a way to test this.

The IT Transformation Process

Given that IT transformation is directly related to the core business, the IT transformation process must begin by identifying which aspects of the company must be changed. Then, the company must determine?IT services that could potentially be integrated into the business in a way that will help the company achieve benchmarks. After the key decision-makers understand the IT network well enough to effectively implement it, the company must efficiently manage the transformation process. Then, after the IT has been integrated, the company must have a system in place to measure business transformation in a numerical way.

For example, when assessing customer satisfaction, one effective strategy would be to distribute customer satisfaction surveys that ask customers to rate their experiences on a scale of one to ten. The company can then measure the results of the customer satisfaction survey to determine whether the new IT implementations are accomplishing their intended goals.

If the expected benchmarks are not being met, the next step in the IT transformation process is to determine if there is a specific reason for that. Is there a way that the feature can be better integrated to achieve desired business objectives? Are there other features that can help the company better achieve its goals?

Upgrading a network can be an expensive process and it is important to identify early on which options are the most likely to benefit the company’s bottom line.

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.