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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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.

The General Data Protection Regulation & The Duty to use Encryption

The General Data Protection Regulation, abbreviated to GDPR, raised a storm when it arrived. In reality, it merely tightened up on existing good practice according to digital security specialists Gemalto. The right to withhold consent and to be forgotten has always been there, for example. However, the GDPR brings a free enforcement service for consumers, thus avoiding the need for third party, paid assistance.

The GDPR Bottom Lines for Data Security
Moreover, the GDPR has penalties it can apply, of the order that might have a judge choking on his wig. Under it, data security measures such as pseudonymisation (substitution of identifying fields) and encryption (encoding including password protection) have become mandatory. Businesses must further respect their client data by:

a) Storing it in a secure environment supported by robust services and systems

b) Having proven measures to restore availability and access after a breach

c) Being able to prove frequent effectiveness testing of these measures.

The General Data Protection Regulation places an onus on businesses to report any data breaches. This places us in a difficult situation. We must either face at least a wrist slap upon reporting failures. Alternatively, pay a fine of up to ?10 million, or 2% of total worldwide annual turnover.

The Engineered Weak Link in the System
Our greatest threat of breach is probably when the data leaves our secure environment, and travels across cyberspace to an employee, stakeholder, collaborator, or the client themselves. Since email became open to attack, businesses and individuals have turned to sharing platforms like Dropbox, Google Drive, Skydrive, and so on. While these do allow an additional layer of password protection, none of these has proved foolproof. The GDPR may still fine us heavily, whether or not we are to blame for the actual breach.

How Hacking is Approaching Being a Science
We may make a mistake we may regret, if we do not take hacking seriously. The 10 worst data hacks Identity Force lists are proof positive that spending lots of money does not guarantee security (any more than having the biggest stock of nuclear weapons). We have to be smart, and start thinking the way that hackers do.

Hacker heaven is finding an Experian or a Dun & Bradstreet that may have shielded 143 million, and 33 million consumer records respectively, behind a single, flimsy cyber-security door. Ignorance is no excuse for them. They should simply have known better. They should have rendered consumer data unreadable at individual record level. The hackers could have found this too demanding to unpick, and have looked elsewhere.

How Data Encryption Can Help Prevent Hackers Succeeding
Encrypting data is dashboard driven, and businesses need not concern themselves about it works. There are, however, a few basic decisions they must take:

a) Purge the database of all information held without explicit permission

b) Challenge the need for the remaining data and purge the nice-to-haves

c) Adopt a policy of encrypting access at business and customer interfaces

d) Register with three freemium encryption services that seem acceptable

e) After experimenting, sign up for a premium service and be prepared to pay

Factors to Consider When Reaching a Decision
Life Hacker?suggests the following criteria although the list is a one-size-fits-all

a) Is the system fast, simple, and easy to operate

b) Can you encrypt hidden volumes within volumes

c) Can you mass-encrypt a batch of files easily

d) Do all other files remain encrypted when you open one

e) Do files automatically re-encrypt when you close them

f) How confident are you with the vendor, on a scale of 1 to 10

It may be wise to encrypt all the files on your system, and not just your customer data. We are always open to a hack by the competition after our strategic planning. If we leave the decision up to IT, then IT, being human may take the easy way out, and encrypt as little as possible.

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How Alcoa Canned the Cost of Recycling

Alcoa is one of the world?s largest aluminium smelting and casting multinationals, and involves itself in everything from tin cans, to jet engines to single-forged hulls for combat vehicles. Energy costs represent 26% of the company?s total refining costs, while electricity contributes 27% of primary production outlays. Its Barberton Ohio plant shaved 30% off both energy use and energy cost, after a capital outlay of just $21 million, which for it, is a drop in the bucket.

Aluminium smelting is so expensive that some critics describe the product as ?solid electricity?. In simple terms, the method used is electrolysis whereby current passes through the raw material in order to decompose it into its component chemicals. The cryolite electrolyte heats up to 1,000 degrees C (1,832 degrees F) and converts the aluminium ions into molten metal. This sinks to the bottom of the vat and is collected through a drain. Then they cast it into crude billets plugs, which when cooled can be re-smelted and turned into useful products.

The Alcoa Barberton factory manufactures cast aluminium wheels across approximately 50,000 square feet (4,645 square meters) of plant. It had been sending its scrap to a sister company 800 miles away; who processed it into aluminium billets – before sending them back for Barberton to turn into even more wheels. By building its own recycling plant 60 miles away that was 30% more efficient, the plant halved its energy costs: 50% of this was through process engineering, while the balance came from transportation.

The transport saving followed naturally. The recycling savings came from a state-of-the-art plant that slashed energy costs and reduced greenhouse gas emissions. Interestingly enough, processing recycled aluminium uses just 5% of energy needed to process virgin bauxite ore. Finally, aluminium wheels are 45% lighter than steel, resulting in an energy saving for Alcoa Barberton?s customers too.

The changes helped raise employee awareness of the need to innovate in smaller things too, like scheduling production to increase energy efficiency and making sure to gather every ounce of scrap. The strategic change created 30 new positions and helped secure 350 existing jobs.

The direction that Barberton took in terms of scrap metal recycling was as simple as it was effective. The decision process was equally straightforward. First, measure your energy consumption at each part of the process, then define the alternatives, forecast the benefits, confirm and implement. Of course, you also need to be able to visualise what becomes possible when you break with tradition.

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  • (+44)(0)20-7193-9751 – UK

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