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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Saving Energy Step 1 ? Implementing a Management System

There has been much hype down the years regarding whether management is art or science. Thankfully, where people are concerned the pendulum has swung away from standard times in sweatshops in the west. However, when it comes to measuring physical things like harvest per square meter and the amount of energy consumed there is no substitute for scientific measurement, and this implies a system.

Managing energy cost and consumption down is like any other strategy. American engineer / statistician / management consultant W. Edwards Demming may have passed on in 1993. However he was as right as ever when he said:

  1. When people and organizations focus primarily on quality, this tends to increase and costs fall over time.
  1. However, when people and organizations focus primarily on costs, costs tend to rise and quality declines over time.

Demming believed that 90% of organizational problems arise from systems we put in place ourselves. This can be because we are so accustomed to them that we fail to notice when they are no longer relevant. The currently prevailing laissez faire towards energy is a case in point. What is managed improves and what is not, deteriorates. We know this. Let us take a look at how to apply this principle to energy management.

First, you need to get the subject out the closet and talk about it. How often do you do this is your boardroom, and how does energy rank against other priorities? Good governance is about taking up a position and following through on it. Here is a handy checklist you may like to use.

  • Do we use a consistent language when we talk about energy? Is it electricity, or carbon emitted (or are we merely fretting over cost).
  • How well engaged are we as a company? Looking up and down and across the organization are there points where responsibility stops.
  • How well have we defined accountability? Do we agree on key performance areas and how to report on them.
  • Are we measuring energy use at each point of the business? When did we last challenge the assumption that ?we’re doing okay?.
  • Have we articulated our belief that quality is endless improvement, or are we simply chasing targets because someone says we should.

A management system is a program of policies, processes and methods to ensure achievement of goals. The next blog focuses on tools and techniques that support this effort.

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.

Solutions to Password Overload

If only technologists had their way, passwords and PINs would have long been replaced with more innovative (and admittedly, better) security solutions. But such is not the case. Those alternative solutions, which include biometrics, smart cards, and password fobs, effective as they may be, are just way too expensive to implement.

So although passwords and PINs may not be here to stay, they certainly won’t be going away soon either.

Why keeping passwords in memory is no longer possible

A couple of decades ago, it would have been nearly impossible to crack an eight-character password using brute force. Today, however, advancements in computing power are rendering the typical passwords of the past easily decipherable, forcing us to come up with passwords that are not only much longer, but also much more complex and hence difficult to recall.

For instance, memorable words like your favourite character (e.g. ‘skywalker’) may have been acceptable then, but not anymore. Today?s security systems will encourage you to insert numbers or even other keyboard characters as a means to once again counter brute force. Hence, ‘sk5%ywa936lker@#’ may be more acceptable.

Remembering that one alone can be pretty daunting.

To further complicate matters, the number of applications that require passwords for access is much greater than before even for a single end user. Ordinary end users have to keep track of passwords for their email account, network login, workstation login, online services, and so on.

The burden is even greater for your IT admins, who have to remember a larger collection of passwords that protect business critical systems and applications. Clearly, the team in charge of your IT security will need a way to manage all these passwords.

Password management solutions

Existing password management solutions typically come in the form of software applications that store passwords. Basically, all you need to remember are your login details for the app a.k.a. the ?master password?. Once you’ve gained access inside, you can then retrieve any password you stored there.

Some of these apps are installed in portable devices like Pocket PCs, PDAs, or smartphones, which you would normally take along with you. For as long as the device stays with you, your passwords will be in safe hands. What’s more, you can retrieve them anywhere you go.

But obviously, there’s a problem. What if the device gets misplaced or stolen? Although the person who ends up with your device may not be able to gain access into the app and your passwords, neither will you. A better solution would therefore be an app that can be accessed anywhere but is not susceptible to getting lost.

Web-based password manager

A web-based password manager fits the bill. You don’t have to take it with you, but still you can access it almost anywhere. A typical web-based password manager will have all your passwords stored in a centralised, highly secure location.

If you want, you can even use your mobile password manager along with the web-based one. Ideally, your web-based password manager would have a copy of all the end-user passwords as well as the master passwords of your organisation.

With an easy to access but highly-secure web-based password manager, you no longer have to come up with passwords that (ironically) are supposed to be easy to remember but hard to crack at the the same time.

Furthermore, password managers are ideal for keeping passwords that have to be changed every-now-and-then; a requirement that’s becoming all too common in organisations bent on enforcing more stringent controls.

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