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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Why Executives Fail & How to Avoid It

The ?Peter Principle? concerning why managers fail derives from a broader theory that anything that works under progressively more demanding circumstances will eventually reach its breaking point and fail. The Spanish philosopher Jos? Ortega y Gasset, who was decidedly anti-establishment added, “All public employees should be demoted to their immediately lower level, as they have been promoted until turning incompetent”.

The Peter Principle is an observation, not a panacea for avoiding it. In his book The Peter Principle Laurence J. Peter observes, “In a hierarchy every employee tends to rise to his level of incompetence … in time every post tends to be occupied by an employee who is incompetent to carry out its duties … Work is accomplished by those employees who have not yet reached their level of incompetence.”

Let’s find out what the drivers are behind a phenomenon that may be costing the economy grievously, what the warning signs are and how to try to avoid getting into the mess in the first place.

Drivers Supporting the Peter Principle

As early as 2009 Eva Rykrsmith made a valuable contribution in her blog 10 Reasons for Executive Failure when she observed that ?derailed executives? often find themselves facing similar problems following promotion to the next level:

The Two Precursors

  • They fail to establish effective relationships with their new peer group. This could be because the new member, the existing group, or both, are unable to adapt to the new arrangement.
  • They fail to build, and lead their own team. This could again be because they or their subordinates are unable to adapt to the new situation. There may be people in the team who thought the promotion was theirs.

The Two Outcomes

  • They are unable to adapt to the transition. They find themselves isolated from support groups that would otherwise have sustained them in their new role. Stress may cause errors of judgement and ineffective collaboration.
  • They fail to meet business objectives,?but blame their mediocre performance on critical touch points in the organization. They are unable to face reality. Either they resign, or they face constructive dismissal.

The Warning Signs of Failure

Eva Rykrsmith suggests a number of indicators that an individual is not coping with their demanding new role. Early signs may include:

  • Lagging energy and enthusiasm as if something deflated their ego
  • No clear vision to give to subordinates, a hands-off management style
  • Poor decision-making due to isolation from their teams? ideas and knowledge
  • A state akin to depression and acceptance of own mediocre performance

How to Avoid a ?Peter? in Your Organization

  • Use succession planning to identify and nurture people to fill key leadership roles in the future. Allocate them challenging projects, put them in think tanks with senior employees, find mentors for them, and provide management training early on. When their own manager is away, appoint them in an acting role. Ask for feedback from all concerned. If this is not positive, perhaps you are looking at an exceptional specialist, and not a manager, after all.
  • Consider the future, and not the past when interviewing for a senior management position. Ask about their vision for their part of the organization. How would they go about achieving it? What would the roles be of their subordinates in this? Ask yourself one very simple question; do they look like an executive, or are you thinking of rewarding loyalty.
  • How to Avoid Becoming a ?Peter??Perhaps you are considering an offer of promotion, or applying for an executive job. Becoming a ?Peter? at a senior level is an uncomfortable experience. It has cost the careers of many senior executives dearly. We all have our level of competence where we enjoy performing well. It would be pity to let blind ambition rob us of this, without asking thoughtful questions first. Executives fail when they over-reach themselves, it is not a matter of bad luck.

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Successful Engineer Communication With FieldElite

Technological innovations have been on the rise in the recent past. Our news media are awash with new technologies that are being released in almost every industry. From smart buildings to sophisticated gadgets, every industry has a technological invention to flaunt. 

One area in which technology has blossomed is the field service. In the field service management, things have moved a notch higher. Right from communication, document management, monitoring and evaluation, to information storage, nothing remains where it was a couple of years ago. You no longer have to carry clipboards around to do your inspections or pile files in the office. You no longer have to wait for your field service employees to return to the office before you can receive reports. By using a field service management software like FieldElite, you have it all done at a click. 

With FieldElite, you’ve got everything under control right from the comfort of your office. Provided you’re doing what you need to do and posting updates using the app, the rest will fall into place. Your employees will receive updates from you and vice versa. If there is a client who needs attention, they can easily issue a request through the app and the next available field service officer who?s within proximity will pick it up and attend to the customer?s needs. 

Everything is just a click away. Sounds great, right?

FieldElite is a robust field service management software that’s packed with a wide array of tools meant to simplify communication between the office and the field service employees. With FieldElite, you can reach all your engineers at one go. 

Below are a few of the communication features that make FieldElite the software of choice when it comes to field service management.

Simplified Communication

It’s very important to stay in touch with your engineers in the field to monitor the ongoing activities. For this reason, you need to choose a platform that doesn’t complicate the process. You don’t want important information to reach your team late. That would drag your activities.

Fast and effective communication is, therefore, very key in field service. FieldElite has consequently been made to simplify communication in the field service. Its simplicity can be compared to the usual consumer messaging apps. On the back-end, however, there are very many complex procedures executed through refined algorithms meant to process information and generate instant reports for engineers, supervisors, and the rest of the company team members.  

With the FieldElite app, communication is as easy as dropping a message in the team members? inbox. Again, the app?s communication system is centralised and, thus, every communication trail is easily retrievable. You don’t need different apps for messaging, audio and video calling, and document sharing. You have it all in FieldElite. Simply put, FieldElite is an all-in-one field service management tool that ropes in all essential digital modes of communication. 

But what’s the benefit of having all work-related communication in one place? 

With an all-in-one communication platform like FieldElite, you’ll cut down on wasted time and field tech frustration. Again, any urgent information will reach your engineers on time, and none of them will be left out. What’s more? With effective communication, expect the performance of your team to shoot up. 

Consistent Communication

Field technicians, in this case engineers, need to be kept on toes to get the job done. You can only achieve this by communicating with them more often. Therefore, you need a field service management platform that can offer you that. Most field service management software facilitates constant communication with team members in the field. Even so, not all are as good as you expect. So, you’ve got to be a bit more critical when choosing a field service management software for your business. 

A good field service management software is one that enables you to regularly check in with field techs to make sure that they have everything they need. With FieldElite, you can achieve more than this. FieldElite app allows you to communicate with your engineers from time to time through messages, calls, or shared documents. Again, the team gets information at the same time. 

So, how important is regular communication with your business? 

Keeping in touch with your team members in the field helps you build strong relationships with them. Additionally, you can easily spot areas that need improvement that otherwise could have been hidden from your viewpoint. What’s more? Employees feel valued when you check on them from time to time. As a result, this will boost their overall productivity, which contributes positively to the well-being of your business.

So, take your business to another level by making use of FieldElite communication tools to reach out to your engineers at any time.

Two-Way Communication

Communication in field service can only be successful if you can get feedback from your field techs. As such, the field management software should make it easier for your engineers to notify you of anything that needs urgent attention. With the FieldElite app?s communication features, your engineers can give you real-time updates from any device. The app is compatible with any android device, and, therefore, the field techs can use their smart handsets to communicate important information. 

The messaging and calling features are easy to manipulate, and with a little training, anyone can use them easily. Again, FieldElite allows you to make group calls or send many messages at the same time. Therefore, in case you?d like to talk to the entire team, you can choose to make a group call or send out bulk messages. 

Real-Time Updates

With FieldElite, you don’t need to wait until you meet your team to communicate any changes. You can notify your team on any work-related changes anytime, and as many times as is necessary. The good thing about FieldElite is that the information reaches all your engineers instantly and at the same time. Provided there?s strong network coverage, you’ll not have to deal with delayed communication. Again, your field techs can always get back to you in case they need clarifications on some matters.

Timely updates are very necessary for field service management. Field techs that get real-time updates tend to be more productive than those who get information late. At least they can make necessary changes on time to avoid wasting time on tasks that aren’t urgent. Therefore, make use of FieldElite communication features to keep your engineers updated.

Would you like to take your business to another level? Well, it’s time to improve communication with your field techs. Get the FieldElite android app for successful communication with your engineers.

Data Leakage Prevention – Protecting Sensitive Information

When DuPont lost $400 million in intellectual property, it wasn’t because a hacker from the other side of the world infiltrated their system. The information was simply stolen by a former employee. Alarmingly, data loss incidents are not always caused by deliberate actions.

A file containing personal information accidentally attached to an email and sent to multiple recipients; financial data stored in a USB pen drive, accidentally left in a restaurant; or bank account data of colleagues, inadvertently posted on a company website – these are also some of the everyday causes of data loss.

A report done by research company Infowatch regarding global data leaks in 2010 showed that there were actually more accidental data leaks in that year compared to intentional ones. Accidental leaks comprised 53%, while intentional leaks comprised 42% (the rest were unidentified).

But even if they ?only? happened accidentally, breach incidents like these can still be very costly. The tens of thousands of dollars that you could sometimes end up paying in civil penalties (as in the case when you lose other people?s personal information) can just be the beginning. More costly than this is the loss of customer and investor confidence. Once you lose those, you could consequently lose a considerable portion of your business.

Confidential information that may already be leaking out right under your nose

With all the data you collect, process, exchange, and store electronically every day, your IT system has surely now become a storehouse of sensitive information. Some of them, you may be even taking for granted.

But imagine what would happen if any of the following trade secrets fell into the wrong hands: marketing plans, confidential customer information, pricing data, product development strategies, business plans, supplier information, source codes, and employee salaries.

These are not the only kind of data that you should be worried about. You could also get into trouble if your sloppy IT security fails to protect employee or client personal information such as their names; social security numbers; drivers license numbers; or bank account numbers and credit/debit card numbers along with their corresponding PINs.

In some countries, you could face onerous data breach notification requirements and heavy fines when these kind of data are involved.

There are now more holes to plug

It’s not just the different varieties of sensitive electronic information that you have to worry about. Because these data can take on different forms, i.e. data-at-rest, data-in-motion, and data-at-the-endpoints, you also need to take aim at different areas in your IT system.

Sensitive information can be found ?at rest? in each of your employees? hard disks, in your servers, storage disks, and in off-site backup disks. They can also be found ?in motion? in email, instant messaging, social networking messaging, P2P file sharing, ftp, http, and so on.

That’s not all. Your highly mobile workforce may have already introduced yet another high-risk area into your system: data-at-the-endpoints. This includes USB flash-disks, laptops, portable hard disks, CDs, and even smartphones.

The main challenge of data leak prevention

Having been made aware of the various aspects of data leakage, have you already come to grips with the extent of the task at hand?

There are two major things you need to do here to prevent data leakage.

One, you need to identify what data you have that can be considered as sensitive/confidential information. Of course you have financial information and employee salaries in your files. But do you also store personally identifiable information? Do you have trade secrets that are stored in electronic form?

Two, you need to pinpoint their locations. Are they only on your hard disks and laptops? Or have they made their way to flash drives, CDs/DVDs, or portable HDDs? Are they being transmitted through email or any other file transfer media?

The reason why you need to know what your sensitive data are as well as where they are is because you would like all efforts of securing them to be as efficient and unobtrusive as possible.

Let’s say, as a way of protecting your data, you decide to implement encryption. Since encryption can consume a lot of storage space and significantly reduce performance, it may be impractical to encrypt your entire database or all your files. For the same reason, you wouldn’t want to encrypt every single email that you send.

Thus, the best way would be to encrypt only the data that really need encryption. But again, you need to know what data needs to be encrypted and where those data can be found. That alone is no simple task.

Not only will you need to deal with the data you already have, you will also have to worry about the data that will go through your systems during the course of your day-to-day transactions.

Identifying sensitive data as it enters or leaves your system, goes through your network, or gets stored in your file system or database, and then applying the necessary security actions should be done automatically and intelligently. Otherwise, you could end up spending on a lot of man-hours or, worse, wasting them on a lot of false positives and negatives.

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