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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Integrated eCommerce – The right way to do extend your business online

With more people spending more time on the Web, now is the perfect time to start selling your products and services online. And if you think those people are only busy posting status updates on Facebook and Twitter but avoid all other websites, think again. Many are actually buying stuff online. E-commerce has never been bigger. In the UK, it was already worth 100 Billion two years ago.

Buyers are finding it more convenient to buy products and services online because they can do so from practically anywhere; even in the comfort of their homes. What’s more, they could browse through more choices at a fraction of the time they?d have spent doing the same thing in brick and mortar establishments.

So if your potential buyers are already out there, what’s stopping you from opening your virtual doors to greet them?

Antiquated e-Commerce

Now, before you start getting excited in setting up your own idea of an eCommerce-ready website, you might want to be aware of what a sound e-commerce investment entails these days. If all you’re thinking is a site that accepts orders and have someone enter those orders in your accounting system, then you’ve got it all wrong.

You’re never going to get good returns on your investment that way. While you’re opening doors for new income streams, you’re also introducing additional costs and sophistication for processes that are highly susceptible to errors, inconsistencies, delays, and, eventually, client dissatisfaction.

Doing it right with integrated e-Commerce

To compete with others who are also offering the same products and services as yours, you need to ensure complete customer satisfaction. The best way to achieve this is to employ integrated e-commerce. This is an e-commerce system that combines your payment system, accounting, ERP, CRM, inventory management, analytics, and others into a cohesive, synchronised environment.

The idea is to do away with majority of your manual tasks in order to achieve fast, efficient, accurate, and secure transactions and other related processes.

eCommerce integration will allow you to do business 24/7 without requiring any of your staff to render the same number of hours. That means, your company continues to operate and earn even while all of you are fast sleep.

Then when you’re up, you can view reports telling you what transpired overnight, over the weekend or over any specified period of time. The information you obtain can help you make well-informed decisions and act on issues much quicker.

And because your business is on the Web, you can serve customers and obtain new ones from geographical locations far from where your office or store is actually located. If you want, you can even gain customers from halfway around the world.

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Saving Energy Step 4 – Breathing Life into the Project

Today we consider the fourth step on the road to energy saving, when we introduce key contributors who will pull it all together. We have been on quite a journey. We started by developing a management system and then followed up with practical improvements, while challenging the assumptions behind the energy bills we may have paid unchallenged in the past.

After we knock off the big-ticket savings, managing energy becomes a process of improvement characterised by smaller increments. Kaizen is the classic model and it includes everybody in the organization from the janitor to the CEO. I inverted the pyramid deliberately, because ideas deserve considering no matter where the originator parks in the company yard.

People ? our people ?are truly central to the process. Energy adds extra leverage to their efforts, keeps them warm in winter, cool in summer and powers up the ovens in the company canteen. They are brimming over with ideas because that is the nature of being human. The best managers are those who release this potential and participate in its flowering,

It is important not to threaten job security. So many savings-driven initiatives have ended in job losses that people on the shop floor automatically suspect another round. Shrinking carbon footprints is about making the world a better place for everyone. We become more effective when we turn ?increasing profit? into making the enterprise sustainable in itself.

Engaging employees is more than office circulars and speeches at the Christmas Party. Organizations are organic places where trust grows slowly but conflict can flare in a moment. Before involving your people in your energy ?kaizan? make sure your words and intentions overlap perfectly. You will be amazed at the power you unlock in your people.

The best way I know of doing this is through your health and safety structure, which then becomes your environment, health and safety structure EHS. As you explore this idea at safety committees you find these things overlap, in the sense of creating people-centric environments at work and home.

That said, there is no magic formula for achieving employee engagement. The fact that people universally want a cleaner planet is the power to tap into. One way to form a team is to create one artificially and give it a task. The other is to work together towards a shared objective. Which one do you prefer?

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What ISO 14001 Status did for Cummins Inc.

Cummins manufactures engines and power generation products, and has been a household name almost since inception in 1919. It sells its products in over 300 countries, through approximately 6,000 dealerships employing 40,000 people. Because its product line runs off fossil fuel it is under steady pressure to display a cleaner carbon footprint.

Cummins decided to go for the big one by qualifying for ISO 14001 certification. This is a subset of a family of standards relating to managing environmental impact while complying with all applicable legislation. In this sense, it is similar to the ISO 9000 quality management system, because it focuses on how products are produced (as opposed to how those products perform). Compliance with ISO 14001 was a doubly important goal, because it is part of the European Union?s Eco Management and Audit Scheme and fast becoming mandatory on suppliers to governments.

The qualification process follows the well-established principle of plan, do, check, act. It begins with gap analysis to detect materials and processes that affect the environment. This is followed by implementation of necessary changes affecting operations, documentation, emergency strategies and employee education. The third step involves measuring and monitoring performance. Finally, the project moves into a phase of ongoing maintenance, and continuous improvement as circumstances change.

In Cummins case, the project was almost worldwide and called for environmental, health and safety reporting throughout the organisation. The information was shared via a globally accessible document repository, and then processed centrally at the head office in Columbia, Indiana USA.

Measuring environmental performance almost inevitably has other benefits that make it doubly worthwhile. Speaking at the 2014 National Safety Council Congress after receiving the top award for excellence, Cummins chairman and ceo Tom Linebarger commented on a journey that was ?nothing short of amazing? yet wasn’t even a ?pathway to the finish line?.

?All of us feel like we have way more to do to make sure that our environment is as safe as it could be,? he added, ?so that our sustainability footprint is as good as it can be and that we continue to set more aggressive goals every year. That’s just how we think about it.? Linebarger concluded.

If you are taking your company on a journey to new heights of environmental excellence, then you should consider choosing ecoVaro as your travelling companion. We are environmental management specialists and have proprietary software geared to process your data. We also have a wealth of experience, and a treasure chest of roadmaps to help you achieve your goal.

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