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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What GDPR Means in Practice for Irish Business

The General Data Protection Regulation (GDPR) is a European directive aimed at ring-fencing consumer data against illegal or unnecessary access. There is nothing to discuss or debate with local politicians, or the Irish Data Protection Commissioner for that matter. As a European directive, it has over-riding power. To obtain an English version, please visit this link, and select ?EN? from the table of languages.

As you reach for your tea, coffee or Guinness after sighting it, you will be glad to know the Irish Data Protection Commissioner has the lead in turning this into business English we understand. The following diagram should assist you to obtain a quick overview of the process we all have to go through. In this article, we briefly describe what is inside Boxes 1 to 12. The regulation comes into force on 25 May 2018 so we have less than a year to get ready.

The 12 Essential Steps to Implementing the General Data Protection Act

1. Create awareness among your people of what is coming their way. The GDPR has given our regulator discretion to dish out fines up to ?20,000,000 (or 4% of total annual global turnover, whichever is greater) so there is determination to make this happen.

2. Become accountable by understanding the consumer data you hold. Why are you retaining it, how did you obtain it, and why did you originally collect it. Now you know it is there, how much longer will you still need it? How secure is it in your hands, have you ever shared it?

3. Open a communication channel with your staff, your customers, and anyone else using the data. Share how you feel about how accountable you have been with the information in the past. Explain how you plan to comply with the GDPR in future, and what needs to change.

4. Understand the personal privacy entitlement of the subjects of the information. They have rights to access it, correct mistakes, remove information, restrict its use, decline direct marketing, and copy it to their own files. What needs to change in your systems to assure these rights?

5. Issue a policy for allowing consumers access to their information you hold. You must process requests within a month, and you may not charge for the service unless your cost is excessive. You may decline unfounded or excessive demands within your policy guidelines.

6. Adapt to the requirement that you must have a legal basis for everything you do with, and to consumer data. You need to be in a position to justify your actions to the Irish Data Protection Commissioner in the event of a complaint. Having a legitimate interest is no longer sufficient.

7. Ensure that consumer consent to collect, use, and distribute their data is ?freely given, specific, informed, and unambiguous.? From 25 May 2018 onward, this consent will be your only ground to do so. You cannot force consent. Your benchmark becomes what the GDPR says.

8. Issue rules for managing data of underage subjects. This is currently under review and we are awaiting results. Put systems in place to verify age. Set triggers for where guardians must give consent. Make sure age is verifiable. Use language young people understand.

9. Introduce a culture of openness and honesty, whereby breaches of the GDPR are detected, reported, investigated, and resolved. You will have a duty to file a GDPR report with the Data Protection Commissioner within 72 hours, thus it is important to fast track the process.

10. Introduce a policy of conducting a privacy assessment before taking new initiatives. The GDPR calls for ?privacy by deign?, and we need to engineer it in. This may be the right time to appoint a data controller in your company, and start implementing the GDPR while you have time.

11. You may also need to appoint a data protection officer depending on the size of your business. Alternatively, you need to add managing data protection compliance to an employee?s duties, or appoint an external data-protection compliance consultant.

12. Finally, and you will be glad to know this is the end of the list, the GDPR has an international flavour in that multinational organisations will report into the EU Lead Supervisory Authority. This will manage the process centrally while consulting national data authorities.

The GDPR is a project we all need to complete. If we are out of line, it is in our interests to get things straightened out. Once everything is in place, the task should not be too onerous. Getting there could be the pain.

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Energy Savings Opportunity Scheme (ESOS): An Overview

Energy management is crucial to most businesses in the UK. This is primarily because energy usage substantially affects all organizations, whether large or small. The good news is that, energy costs can be controlled through improved energy efficiency. And this is exactly why Energy Savings Opportunity Scheme (ESOS) came into being ? to promote competitiveness among businesses.

Energy Savings Opportunity Scheme is the realisation of the UK Government’s ambition towards achieving the maximum potential of cost-effective energy in the economy. ESOS aims to stimulate innovation and growth, cut emissions and support a sustainable energy system.

ESOS at a Glance – Legal Perspective

The EU Energy Efficiency Directive took a major step forward on November 14, 2012 and headed towards establishing a framework to promote energy efficiency across various economic sectors. To interpret Article 8 of the Directive, the government has given birth to ESOS; requiring large enterprises to undergo mandatory energy audits and energy management systems by December 5, 2015 and at least every 4 years thereafter.

Large enterprises include UK companies that have more than 250 employees or those businesses whose annual turnover exceeds ?50 million and whose statement of financial position totals more than ?43 million. With this, over 7000 of the biggest companies in Britain will need to comply with ESOS as an approach to review their total energy use in buildings, business operations, transport and industrial processes.

Generally, ESOS is both an obligation and an opportunity. It is an obligation for the indicated target companies since they need to submit to additional regimes; focus on audit evidences; act in accordance to group structures and compliance; and observe limited penalties and note retention periods. Moreover, it is also an opportunity for companies to strive for more savings on energy projects; attempt to standardise their potential market; and effectively lower debt and legal costs.

ESOS Audits ? Looking Beyond

According to the Department of Energy and Climate Change (DECC), average first audit costs would be estimated at about ?17,000 and subsequent ones at around ?10,000. As expected, these audits will result in energy saving recommendations, of which companies need not proceed for a follow up; and substantially improve businesses in their energy management issues. DECC further states that every business that complies with ESOS could save an average of ?56,400 each year from an initial investment of ?17,000 only.

Currently, up to 6,000 UK businesses are already subject to existing CRC Carbon Reduction Scheme, Mandatory Carbon Reporting, Climate Change Levy and other compliance. This signifies that ESOS may overlap with prevailing energy efficiency legislation and may put additional pressure on energy administration. While this is true, however, ESOS holds extensive benefits. Although the scheme can be viewed as another costly compliance to environmental standards, ESOS goes straight to the bottom line and provides the organisation with competitive advantage. If large businesses act now and comply with it, they will be able to enjoy maximised payback in the long run.

Indeed, Energy Savings Opportunity Scheme is already here. It is mandatory with minimal investment. And all you have to do is act quickly, implement new improvements and earn more.

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Systems Integration as a means to cost reduction

System integration in an organisation refers to a process whereby two or more separate systems are brought together for the purpose of pooling the value in the separate systems into one main system. A key component of process consolidation within any organisation is the utilisation of IT as a means to achieve this end. As such, system integration as a means to cost reduction offers organisations the opportunity to adopt and implement lean principles with the attendant benefits. The implementation of lean techniques requires an adherence to stated methods to facilitate the elimination of wastage in the production of goods and services. In summary, the lean philosophy seeks to optimise the speed of good and service production, through the elimination of waste.

While analysing some of the traditional sources of waste in organisational activities, things like overproduction, inventory, underutilised ideas, transmission of information and ideas, transportation of people and material, time wastage and over-processing stand out. The fact is that companies can eliminate a significant portion of waste through the utilisation of IT to consolidate processes within their organisation.

Adopting lean principles calls for the identification of all of the steps in the company value stream for each product family for the purpose of the eliminating the steps that do not create any value. In other words, this step calls for the elimination of redundant steps in the process flow. This is exactly what the utilisation of IT to consolidate processes offers a company. For instance, the adoption of a central cloud system across a large organisation with several facilities could increase efficiencies in that company. Such a company would drastically reduce the redundancies that used to exist in the different facilities, eliminate the instances of hardware and software purchase, maintenance and upgrade, modernise quality assurances processes and identify further opportunities for improvement.

Perhaps, from the company’s point of view, and from the perspective of lean process implementation, the most important factor is?the effect it has?on the bottom line.’reducing the number of hardware, eliminating the need for maintaining and upgrading hardware, removing the necessity for software purchase and upgrade across facilities also contributes to a significant reduction in operational costs.?This reduction in the cost of operations leads to a corresponding increase in the profit margin of the company.

Applying system integration as a means to cost reduction can also lead to the reduction in the number of people needed to operate the previous systems that have been integrated into one primary unit. Usually, companies must hire people with specialised knowledge to operate and maintain the various systems. Such employees must also receive special training and frequent ongoing education to constantly stay informed of the latest trends in process management. With the integration of the system, the number of people needed to maintain the central system will be significantly reduced, also improving the security of information and other company trade secrets.

Based on an analysis of the specific needs that exist in a particular company environment, a system integration method that is peculiar to the needs of that organisation will be worked out. Some companies may find it more cost-effective to use the services of independent cloud service providers. Others with more resources and facilities may decide to set up their own cloud service systems. Often, private cloud service system capabilities far exceed the requirements of the initiating company, meaning that they could decide to “sell” the extra “space” on their cloud network to other interested parties.

A company that fully applies the lean principles towards the integration of its systems will be able to take on additional tasks as a result of the system consolidation. This leads to an increase in performance, and more efficiency due to the seamless syncing of information in a timely and uniform manner.

Companies have to combine a top-down and a bottom-up approach towards their system integration methods. A top-down approach simply utilises the overall system structure that is already in place as a starting point, or as a foundation. The bottom-up approach seeks to design new systems for integration into the system. Other methods of system integration include the vertical, star and horizontal integration methods. In the horizontal method, a specified subsystem is used as an interface for communication between other subsystems. For the star system integration method, the subsystems are connected to the system in a manner that resembles the depiction of a star; hence, the name. Vertical integration refers to the method of the integration of subsystems based on an analysis of their functionality.

The key to successful system integration for the purpose of cost reduction is to take a manual approach towards identifying the various applicable lean principles, with respect to the system integration process. For instance, when value has been specified, it becomes easier to identify value streams. The other process of removing unnecessary or redundant steps will be easier to follow when the whole project is viewed from the whole, rather than’the part. Creating an integrated system needs some?patience?in order to work out kinks and achieve the desired perfect value that creates no waste.

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