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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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.

Quality Assurance

 

There is a truism that goes “The bitterness of poor quality is remembered long after the sweetness of low price has faded from memory”.

While every consumer can probably relate to this idea, business enterprises offering goods and services are the ones that should heed this the most.

Quality Management Systems

The concept of quality was first introduced in the 1800’s. Goods were then still mass-produced, created by the same set of people, with a few individuals assigned to do some “tweaking” on the product to bring it to acceptable levels. Their idea of quality at that time may not have been that well-defined, but it marked the beginnings of product quality and customer satisfaction as we know it now.

Since then, quality has developed into a very basic business principle that every organisation should strive to achieve. Yet while every business recognises the importance of offering product and service quality, it is not something that can be achieved overnight.

If you’ve been in any type of business long enough, you should know that there is no “quick-fix” to achieving quality. Instead, it is an evolving process that needs to be continually worked on. And this is where the importance of having a workable Quality Management System (QMS) in an organisation comes in.

Whatever Quality tools and processes you need to implement the change needed in your organisation, we can help you with it. We are ready to work in partnership with your team to develop strategic systems which will produce significant performance improvements geared towards the achievement of quality.

What is a Quality Management System?

A Quality Management System is defined as the set of inter-related objectives, processes, and operating procedures that organisations use as a guide to help them implement quality policies and attain quality objectives.

Needless to say, the ultimate goal of every quality management system is to establish quality as a core value of the company among all employees, and across all products and services. Why? Because quality services make for happy customers, and satisfied customers ensure continued business for the company.

A Quality Management System does not stop with simply having a set of guidelines that the leaders of a company can easily have their organisation members accept and adhere to. Rather, effective QMS can be implemented when management provides a culture of pride and patience, which will inspire acceptance of individual and group responsibility.

In this manner, not only the heads of the organisation but the employees as well, will develop the desire to achieve company goals that will benefit:

  • All contributing teams;
  • The customers; and
  • The company as a whole.

Find out more about our Quality Assurance services in the following pages:

Maturing Into CMMI

 

In all likelihood, the reason why you landed on this page was because you were seeking CMMI experts to help you meet the demands of a growing number of potential clients who require CMMI compliance.

Whether or not you’re here for that reason, you might want to know why CMMI or Capability Maturity Model Integration is steadily becoming a common denominator among highly successful software and engineering development companies. If you stay for a while, we can show you how CMMI can substantially increase your organisation’s chances of:

  • reducing development costs;
  • acquiring new customers and retaining old ones;
  • beating deadlines;
  • bringing down development time;
  • increasing the overall quality of your products and services; and
  • improving the level of satisfaction of customers, employees, and all other stakeholders.

Surely, no organisation can be too small or too big to aspire for such benefits of attaining high levels of maturity and capability.

If you want to look beyond Maturity Level ratings, then you’ve come to the right place. We focus on introducing CMMI principles and blending them into your organisation’s culture to achieve a truly superior and sustainable business advantage. Compliance will then be an inevitable offshoot of the actions you make.

Likewise, if you simply want to obtain a deeper understanding of CMMI and learn how it can be applied either to your entire organisation or to specific projects, we’d be happy to assist you in that regard as well.

Finally, when you’re ready, we can also conduct CMMI appraisals either for benchmarking purposes or simply for determining how well your process improvement initiatives are going.

CMMI Consulting

Are you worried that implementing CMMI might entail an overhaul of your current processes? Don’t be.

CMMI is all about improving current processes, not replacing them. Ideally, the final result of all process improvement activities should be hinged on your own business objectives and context, so we’ll make sure it remains that way when we work with you.

We rely on our extensive knowledge and experience in CMMI, engineering, software development, and technologies as well as in change and project management in providing model-based process improvement services. Whether you’re gearing up for an appraisal or simply want to employ CMMI-based practices, these are the things we can do for you.

  • Help you interpret how CMMI can be implemented in relation to your business.
  • Assist in convincing sponsors and stakeholders to support your CMMI implementation initiatives.
  • Introduce the necessary training to all individuals who need to undertake them.
  • Conduct a Gap Analysis to find out where your company’s current processes stand relative to their CMMI specifications.
  • Assemble a process group that will champion your process improvement initiatives. We’ll facilitate effective collaboration among its team members, transforming them into a cohesive force designed to carry out plans and motivate everyone else down the line.
  • Introduce tools and practices that will improve the efficiency of our process improvement initiatives.
  • Carry out periodic evaluations and produce reports to provide sponsors and stakeholders a clear picture of our progress.

CMMI Training

Still not convinced CMMI is right for you? There’s only one way to fully grasp the benefits of implementing CMMI – take the Introduction to CMMI course. Although what happens next is entirely up to you, we’re pretty sure you’ll make the right decision after passing it.

Do you need to include people from your organisation in a SCAMPI (Standard CMMI Appraisal Method for Process Improvement) team? They’ll have to undergo this course too. The Introduction to CMMI is for systems and software engineering managers and practitioners, appraisal team members, process group members, and basically anyone who want to grasp CMMI fundamentals.

This is what you’ll be able to do after going through 3 days of lectures and exercises:

  • Gain a deeper understanding of the various components of CMMI-DEV models and their relationships.
  • Discuss the process areas in CMMI-DEV models.
  • Extract and interpret aspects in the model relevant to your own organisation’s processes.

We also offer highly specialised training and workshops such as those for:

  • Achieving High Maturity Levels
  • Top Executives
  • Team Building in Preparation for Appraisals

CMMI Appraisal

An organisation new to CMMI will want to know first how far their current processes are relative to the implementation of model-based improvements in order to determine the resources and time that have to be spent to get there.

Similarly, an organisation already well acquainted with CMMI and has begun taking steps in improving processes, will eventually want to know how close it has come to the Maturity Level it has aimed for.

In both cases, these organisations will have to be assessed by a qualified CMMI appraiser to obtain an accurate picture of their current status. We can perform appraisals on either your entire organisation or on specific projects/practices within a process area. Our appraisers can conduct the following SCAMPI (Standard CMMI Appraisal Method for Process Improvement) appraisals:

  • SCAMPI Class A – This is what you’ll need if you’re aiming for a level rating.
  • SCAMPI Class B – You may want to use this for process reviews or for preparing for a SCAMPI Class A.
  • SCAMPI Class C or Gap Analysis – We typically conduct this for organisations who have yet to implement CMMI-based initiatives so that they can design the most cost-effective road map for the implementation proper.

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