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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FUJIFILM Cracks the Energy Code

FUJIFILM was in trouble at its Dayton, Tennessee plant in 2008 where it produced a variety of speciality chemicals for industrial use. Compressed-air breakdowns were having knock-on effects. The company decided it was time to measure what was happening and solve the problem. It hoped to improve reliability, cut down maintenance, and eliminate relying on nitrogen for back-up (unless the materials were flammable).

The company tentatively identified three root causes. These were (a) insufficient system knowledge within maintenance, (b) weak spare part supply chain, and (c) generic imbalances including overstated demand and underutilised supply. The maintenance manager asked the U.S. Department of Energy to assist with a comprehensive audit of the compressed air system.

The team began on the demand side by attaching flow meters to each of several compressors for five days. They noticed that – while the equipment was set to deliver 120 psi actual delivery was 75% of this or less. They found that demand was cyclical depending on the production phase. Most importantly, they determined that only one compressor would be necessary once they eliminated the leaks in the system and upgraded short-term storage capacity.

The project team formulated a three-stage plan. Their first step would be to increase storage capacity to accommodate peak demand; the second would be to fix the leaks, and the third to source a larger compressor and associated gear from a sister plant the parent company was phasing out. Viewed overall, this provided four specific goals.

  • Improve reliability with greater redundancy
  • Bring down system maintenance costs
  • Cut down plant energy consumption
  • Eliminate nitrogen as a fall-back resource

They reconfigured the equipment in terms of lowest practical maintenance cost, and moved the redundant compressors to stations where they could easily couple as back-ups. Then they implemented an online leak detection and repair program. Finally, they set the replacement compressor to 98 psi, after they determined this delivered the optimum balance between productivity and operating cost.

Since 2008, FUJIFILM has saved 1.2 million kilowatt hours of energy while virtually eliminating compressor system breakdowns. The single compressor is operating at relatively low pressure with attendant benefits to other equipment. It is worth noting that the key to the door was measuring compressed air flow at various points in the system.

ecoVaro specialises in analysing data like this on any energy type.?

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5 Ways To Grow Your Business | How Field Service Management Software Helps

Building up any business is already hard, more so when it involves providing field services.

A field service business owner has to manage the usual tasks, like scheduling jobs efficiently or inventory checks, and you have to do it while your employees are scattered about on various locations.

It’s the reason FieldElite was created, to provide companies with a much better way to manage and monitor their field workers.

Aside from effective management for your workforce on the move, field service management software can also help your business grow.

5 Ways Using Field Service Management Software Grows Your Business

1. Management Integration

You replace manual field service processes. If your business also uses other management apps, like CRM, payroll, industry-specific software, etc., make sure to integrate them with your chosen field service management software.?

Make those software work side-by-side with your field service management app to achieve streamlined business management.

Integration also removes the possibility of duplicate input on the regular system used and your field service management software, maximising your efficiency and business growth.

2. Improved Tracking

Utilising a field service management software gives you better tracking of every aspect of your field service business.

  • Track your inventory numbers in real-time ? know exactly how much stock is on hand for parts, and when it’s time to order more
  • Constant updates on Key Performance Indicators ? ensure your business is running smoothly
  • First-time fix rates tracking ? avoid wrong rate application
  • Monitor your technician?s performance ? ensuring quality work, in turn, profit.

Grow your business by having improved tracking on meaningful data and analytics produced from your field service management software.

3. Cost Cutting

Cutting costs can improve your bottom line and a lot of businesses turn to laying off technicians to cut costs. With a field service management software, there?s no need to go this route.

You cut costs through no manual processes needing to be completed. No need to hire back-office staff to field service calls or produce paperwork orders.

Your field service software should have all your automated needs met for efficient field job management.

An example of cost-cutting using field service app:

Track how much your technicians drive and find alternate routes for them to take.

  • Reduce gas expenses
  • Reduce repair bills for the truck
  • Finding better alternate routes can give more time to get to more jobs
  • Increased efficiency for the field technician

4.? Mobile Adaptability

Field service companies are focusing on mobility to grow their business. With a field service management software, technicians have on hand the tools and information needed to complete their job.

Field technicians can utilise the following field service software features:

  • Limit how much time they spend completing administrative work with the automated work-order management
  • Complete checklists on their mobile device and follow step-by-step instructions
  • Check service history
  • Close job orders/calls, collect signatures and start the invoice process

With a mobile app, technicians can complete a call faster, increasing the number of job order scheduled each day, giving additional revenue and that helps to grow your business.

5. Automation

What good is a field service management software without automated features??

Automation, in any industry, is an important factor in managing and growing your business.

Here are some examples of automation features and tools that your software needs in field service:

  • Create and convert quotations into work orders
  • Schedule/Reschedule jobs
  • Accept jobs in the field
  • Convert jobs into invoices
  • Preventative maintenance service
  • Customer updates
  • Automated job reports

Business Growth with your Field Service Management Software

Field service management software is growing businesses through automation, tracking and workflow management.

Your operation can run smarter and more efficiently, all while empowering your field technicians to do their job smoothly.

If you haven’t turned to a field service management software yet, you’re missing out on chances to grow your business.

Check out FieldElite to help grow your field service business today!

Article 8 of the EU Energy Efficiency Directive ? Orientation

Following in-depth discussion of the UK?s ESOS response, we decided to backtrack to the source, especially since every EU member is facing similar challenges. The core purpose of the directive is to place a pair of obligations on member states. These are

  1. To promote the availability of energy audits among final customers in all sectors, and;
  2. To ensure that enterprises that are not SMEs carry out energy audits at least every four years.

Given the ability for business to look twice at every piece of legislation it considers unproductive, the Brussels legislators took care to define what constitutes an enterprise larger than an SME.

Definition of a Large Undertaking

A large undertaking meets one or both of the following conditions:

  1. It employs 250 or more people
  2. Its annual turnover is more than ?50 million and its balance sheet total exceeds ?43 million

Rules for Energy Audits

If accredited / qualified in-house specialists are unavailable then independent experts should supervise audits. The talent shortage seems common to many EU businesses. In hindsight, the Union could have ramped up slower, especially since the first compliance date of 5 December 2015 does not leave much swing room.

ecoVaro doubts there was a viable alternative, given the urgent imperative to beat back the scourge of carbon that is threatening the viability of our planet. The legislators must have been of a similar mind when laying down the guidelines. Witness for example the requirement that penalties be ?effective, proportionate and dissuasive?.

In order to be compliant, an energy audit must

  1. Be based on twelve months of verifiable data that is
    • over a continuous period beginning no more than 24 months before the beginning of the energy audit, and;
    • identifies energy saving opportunities including paths to their achievement
  2. Analyse the participant’s energy consumption and energy efficiency
  3. Have not been used as the basis for an energy audit in a previous compliance period

Measurement of current status and progress tracing are at the core of energy saving and good governance generally. EcoVaro has a powerhouse of software tools available on the cloud to help project teams save time and money.

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