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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How Energy Management Software Benefits Your Business

We’re in an era of price volatility in gas and electricity prices, coupled with greater scrutiny on the environmental impact of businesses in their day-to-day operations. According to the Department of Energy & Climate Change, the average SME can slash its energy bill by 18-25% simply by installing energy efficiency solutions in their facility.

Are you looking to improve energy use in your business? Prevent wastage, track consumption, identify opportunities to save on energy and reduce your carbon footprint while at it? It can be a daunting process to do it all manually. Taking those meter readings, preparing spreadsheets and combing through quotes and energy bills to validate them – this is not something you should be enduring in this day and age. Not when there are dedicated systems built for the task. That’s where Energy Management Software (EMS) comes in.

Importance Of Energy Management Software

Wasted energy = Wasted money

Failing to improve energy efficiency is costing SMEs loads of funds, with it coming to between £5,801 and £12,109 of missed annual savings for individual businesses. These are 18% – 24% of their energy costs. Where do you stand?

Take timers and thermostats for instance. When not properly set and controlled, or even simply forgetting to turn them down when not in the room, it can easily lead to unnecessary costs. How often do your staff forget to turn off the air conditioning when they leave the meeting rooms? Do you account for weekends or bank holidays when setting the controls of the AC? Mistakes like turning the temperature high on the thermostat to “quickly warm the room” are common, yet heating costs go up by about 8% with every 1°C rise.

There are installations that you can make to minimize wastage. For example, the Chinese Contemporary Arts Centre in Manchester is able to save £4,363 annually just by having a £100 timer installed to its heating system.

Some energy saving measures won’t even cost you a penny. For instance, did you know that you can save up to 30% of your heating costs simply by preventing cold air from entering the building? This means not keeping the doors just open for convenience. So how can you find points of weakness and areas of improvements in your facility? Install an EMS.

While businesses vary from one industry to the next, energy management basically boils down to:

Metering systems where the consumption is recorded
Determining how much energy can be saved by identifying opportunities for this
Implementing policies and changing existing systems to take advantage of these opportunities
Tracking progress after the improvements have been made

Benefits Of EMS For Your Business

Data Acquisition – Where accuracy and reliability matters

Energy data comes from different angles and formats. From the building automation systems and IoT devices that have been set up, bills sent in by the utility company to the spreadsheets needed to analyse them – what if you had it all from one point of reference? The EMS gives you a “bird’s eye view” of all your energy data from one interface. It collects the data from any system – and being cloud-based, is accessible from anywhere in the world.

The ecoVaro data loggers can be connected with the Wi-Fi network of the facility or function independently, depending on your specific requirements. They monitor readings 24/7, retaining the data even when they have been powered off. The end-to-end encryption assures you of the security of the information that is being obtained.

Integrating the EMS into the existing systems will simplify the data collection process, and even for the cases where there isn’t a direct method transferring the data into the system, the setup wizards that come with the EMS allow you to prepare the required data and import it.

Data Analysis: From consumption, energy leaks to areas of improvement

The first step is accurately collecting the data. The next step is making sense of it. The analysis modules with the EMS allow you to monitor the energy consumption of the facility in real-time.

The energy data is displayed in engaging graphics that are easy to understand at a glance. The dashboard setup, with its customised layout, enables you to monitor the performance of the specific information you want, toggling through usage and savings data, to the meters and sites that are being tracked. With the ecoVaro Energy Management Software, you get Consumption Charts, Regression Charts, Cusum Charts and Heatmaps right to the submeter level. This information can be broken down into 15-minute durations, with the daily, weekly and monthly consumption reports.

Getting everyone on board

Making changes to company-wide energy policies needs to have the different parties on board – from the energy manager in charge of crunching the numbers and presenting the information, the CFO of the business, the staff running day-to-day operations, all through to plant operators for those in industries. An easy mode of communication is needed, that will be understood and availed in reports that can be shared with the relevant parties in the organization. The graphical displays that come with the EMS enable actionable information to be displayed in a simplified manner – that way all members of the business or organization will be able to comprehend it.

Meet your Energy Goals

The baseline that is created in the EMS is used as a standard when assessing the impact of future changes to the energy consumption. Using the information that has been obtained, the management can set up energy saving policies and implement changes, and track KPIs (key performance indicators) along the way. For instance, the market research company DJS Research installed a timer switch that turns off their two water coolers when they aren’t in use. This action saves them £144 annually, and had already paid for itself within 35 days.

You will be in a position to assess the actions that provide your business with the best ROI over time, monitoring the progress and verifying the savings from one central dashboard. Cutting costs here will enable you to divert the funds to other areas of your business, including promotions, marketing, and product development.

For businesses in the energy sector- including electric, oil and gas plants, they specifically need carbon emission reports, to pinpoint areas where the building’s energy efficiency can be improved. ecoVaro EMS allows you to set alarms and KPIs in the facility for issues to be identified and resolved immediately they crop up.

Turn to ecoVaro

EMS systems are used across the board – from optimising energy use in hotel rooms and hospitals, mapping out usage patterns for those in the agriculture and supply chain niches, running facilities for utility providers, all through to increasing the efficiency of equipment operation for business in the food and beverage sector. Want to learn how you can cut down your energy bills and make your business more eco-friendly? EcoVaro’s team is ready to get you started.

ESOS What is the Truth?

When the UK administration introduced its ESOS Energy Savings Opportunity Scheme reactions from business people followed a familiar theme.

Do nothing it will go away
The next Westminster will drop this
Another stealth tax. I don’t have time for this
Give the problem to admin and tell them to fix it

ecovaro decided to share three facts with you. These are

(1) ESOS is not a government money spinner

(2) all major political parties support it, and

(3) it is a cost-effective way to put money back in your pocket while feeling better about what business pumps into the environment.

Four More ESOS Facts

1. You Cannot Give the Problem to Admin ? Energy is technical. The lead belongs with your operations staff because they understand how your systems work. Some things are best outsourced though. ecovaro is here to help.

2. ESOS is Not Going to Go Away ? A company inside the regulation net must submit its first report by 6 December 2015. Non-compliance risks the following penalties:

?5,000 for not maintaining adequate records
?50,000 for not completing the assessment

?50,000 for making a false or misleading statement

3. The Employee Count is the Annual Average – The employment criteria (unlike balance sheet and turnover) is the monthly average of full and part-time employees taken across the full financial year. The fact you have <250 employees in December 2015 when the first report is due does not necessarily let you off the hook.

4. The 6 December 2014 Report is No Big Deal ? When you think about it the administration is hardly likely to spend years wading through 9,000 detailed company energy plans. It has no authority to comment in any case. All that is required is for a senior director to confirm reading the document, and a lead assessor to agree it complies with the law.

Does this mean that ESOS is a damp squib? We do not think so, although some firms may take the low road. ecovaro believes the financial benefits will carry the process forward, and that the imperative to make the world a better place will do the rest.

Uncover hidden opportunities with energy data analytics

What springs to mind when you hear the words energy data analytics? To me, I feel like energy data analytics is not my thing. Energy data analytics, however, is of great importance to any organisation or business that wants to run more efficiently, reduce costs, and increase productivity. Energy efficiency is one of the best ways to accomplish these goals.

Energy efficiency is not about investment in expensive equipment and internal reorganization. Enormous energy saving opportunities is hidden in already existing energy data. Given that nowadays, energy data can be recorded from almost any device, a lot of data is captured regularly and therefore a lot of data is readily available.

Organisations can use this data to convert their buildings’ operations from being a cost centre to a revenue centre through reduction of energy-related spending which has a significant impact on the profitability of many businesses. All this is possible through analysis and interpretation of data to predict future events with greater accuracy. Energy data analytics therefore is about using very detailed data for further analysis, and is as a consequence, a crucial aspect of any data-driven energy management plan.

The application of Data and IT could drive significant cost savings in company-owned buildings and vehicle fleets. Virtual energy audits can be performed by combining energy meter data with other basic data about a building e.g. location, to analyse and identify potential energy savings opportunities. Investment in energy dashboards can further enable companies to have an ongoing look at where energy is being consumed in their buildings, and thus predict ways to reduce usage, not to mention that energy data analytics unlock savings opportunities and help companies to understand their everyday practices and operating requirements in a much more comprehensive manner.

Using energy data analytics can enable an organisation to: determine discrepancies between baseline and actual energy data; benchmark and compare previous performance with actual energy usage. Energy data analytics also help businesses and organisations determine whether or not their Building Management System (BMS) is operating efficiently and hitting the targeted energy usage goals. They can then use this data to investigate areas for improvement or energy efficient upgrades. When energy data analytics are closely monitored, companies tend to operate more efficiently and with better control over relevant BMS data.