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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Align IT Investments With Organization Goals

While some organisation leaders loathe spending on IT, a growing number are already convinced of the necessity of investing in it. Unfortunately, a substantial fraction of those convinced to pursue IT investments are misguided as to which initiatives are really contributory to reaching their organisation’s goals.

In the end, many of their purchases either end up underutilised or become white elephants altogether. There are also those difficult to spot – IT purchases that do become integrated into daily operations but have little effect on the organisation’s growth, positioning, profitability, or efficiency.

If a purchase is to cost your company a fortune, then its positive impact on established company objectives should reflect accordingly. But how would you know it would? You can’t hope to foresee all its benefits especially if the IT solution is still quite new to you.

Our job is not only to identify the strengths of an IT system but also to determine whether these strengths are at all useful to your organisation’s thrusts.

Basically, here’s what we’ll do:

  • Conduct a rigorous analysis of your organisation to determine the specific and overall impact of certain IT solutions. We’ll be looking for areas where the effects of IT can result in the most rapid reduction of costs and, at the same time, drive the organisation in the direction of its established goals.
  • Propose cohesive best-of-breed solutions in line with the results of our analysis. Our familiarity with the IT landscape and our extensive selection of contacts in the industry will allow us to conduct insightful picks from a vast field of choices.
  • Establish best practices to make sure IT investments are optimally utilised.
  • Perform periodic reviews to ensure practices and processes are still in line with the established goals.

Find out how we can increase your efficiency even more:

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Top 10 Benefits of Using a Field Service Automation Software

The Field Service Management (FSM) Software market is growing at rates never seen before if the recent statistics are anything to go by. According to the latest estimates, the FSM market is worth $3.5 billion and is expected to hit $5.9 billion by 2024.

It’s understandable why this is happening. Technology is advancing, and we all know it’s every entrepreneur?s dream to optimise the use of the available resources while guaranteeing customer satisfaction. If technology can deliver this through automation, why not? Every business now wants to automate things, and the focus is to maximise resource output. You should, therefore, not be surprised to see the FSM software industry booming. If you just considered the field service industry, you’ll realise that there are so many software applications to help with service automation, whether full or partial.

A good example is FieldElite , which helps with the management of field workers. From your desktop or the palm of your hands, on a tablet or smartphone, you can take full control of your field workers, manage scheduled jobs, and use maps to manage work assignments for the already dispatched field workers. Not only does FieldElite help you handle tasks in an accountable manner but also provides options for accounting and reports, all managed in an easy to use dashboard.

But why would organisations need to invest in a Workforce management app? Below are some of the key benefits of using a Field Service Management software.

Field Service Software: Improves Efficiency

Improved worker efficiency is one of the main advantages of field service software like FieldElite. 

Most FSM software programs allow the administrator to send tasks directly to the field worker?s mobile. More often than not, the FSM software provides vital information, including service history, optimal route to the site, the tools required, and contact numbers, among other details.

This improves efficiency by ensuring that the client’s needs are taken care of promptly. Where it’s about machine maintenance, the downtime would be as short as possible.

Field Service Software: Enhances Professionalism

FSM software programs are known for ensuring professionalism in the manner in which business activities are conducted. Of course, professionalism is attained through several factors, including working with a team of professionals. Such a team, using FSM software, results in enhanced efficiency and excellence.

A field service software like FieldElite helps you to consolidate all your business information into a single central database. With different access levels, your employees will access only as much information as is relevant to their respective duties.

An FSM software is ideal because the stored information can be accessed from any location, meaning field workers can pick new tasks while in the field, provided they’ve got the requisite tools. Instead of having to come back to the office, the employee would access all the information and execute the necessary task.

Field Service Software: Enables Resource Optimization

Resource optimization is one of the key determinants of a company?s profitability. While businesses vary in size and purpose, they all share one thing in common ? the desire to increase productivity while ensuring the optimal usage of resources.

Besides productivity, field service software also allows for efficient utilization of the available resources to cut down on costs.

Field Service Software: Ensures Better Coordination

FSM software facilitates improved coordination with the workforce. The software streamlines the management of the entire field service life cycle, ranging from labour to work orders, returns, contracts, warranties, and equipment.

The idea is to bring all the company?s field-related operations to a central point. And now, with easy data accessibility from a central platform, improved coordination is easily achievable.

Field Service Software: Guarantees Higher Accuracy

Adopting the field service management software is more than just a way to improve efficiency. It goes a long way towards improving a company?s accuracy. When a field service management software is used to trace a company?s activities, all the tasks are tracked on the mobile device, keeping the managers informed of every step.

Besides, the technicians also have a free reign to record the diagnostics, quality information, test results, and the parts consumed. All the information can be captured using text, audio, videos, and still photos. This guarantees minimal to no instances of data manipulation.

Field Service Software: Improves Customer Satisfaction

Field service management software improves customer satisfaction. How does that happen? Well, using a field service software like FieldElite allows for quick response to customer queries. If there?s one thing that quickly turns your customers off, it’s delayed response to their requests. With the field service management software, however, you can respond to such requests quickly and effortlessly.

Moreover, your customers can also track the service engineer to ensure they’re well informed of any anticipated delays. With quick response time, customer machines have more reliable uptime, which is the desire of every client.

Field Service Software: Provides Flexibility

If there?s one thing that customers like when dealing with a company, it’s flexibility. Instinctively, customers will always want different options to choose from when using a service without appearing to be confined to one provision. Having limited options would also appear boring.

To this extent, it would be wiser to adopt advanced FSM software. Advanced FSM software is compatible with mobile phones, meaning users can easily manage their tasks from isolated locations. FSM software can either be device-agnostic or device-specific. The device-specific type supports Android, Windows, and Apple iOS. This guarantees mobile-friendly tasks where users can easily manage the assignments via mobile application..

Field Service Software: Stores Client History

The mentioned software stores client history precisely. All the past data, including order history, are stored separately and accurately. In so doing, the field technician gets easy access to the tools, specifications, and technician instructions that aid them in their operations. The result is increased productivity and on-time service delivery.

Field Service Software: Enables Asset Management

Naturally, companies offering different repair services have plenty of assets to store. Accordingly, retrieving a specific part out of the large collection would be daunting.

With a field service application like FieldElite, the staff members can track down all the products effortlessly using the GPS. Furthermore, the FSM software ensures excellent maintenance of assets.

Field Service Software: Improves Oversight of Field Workers

The FSM software comes with many useful tools, including a built-in GPS tracker. The GPS tracker oversees the operations of the on-field workers, providing precise details about their geographical location, actual arrival time, and most importantly, the distance from the job site.

While this might not be useful at all times, it comes in handy when you need to assign an urgent task to the nearby technician. Call it a classic example of dynamic scheduling.

Final Thoughts

With so much at stake, it’s increasingly compelling to include the Field Service Management Software in your business. With every industry moving towards automation, your business cannot afford to lag.

Quick and efficient service delivery through FSM software may be the difference between you and your competitors.

The FSM software is no longer the cherry on the cake but a must-have tool for your survival in the highly competitive market.

A Definitive List of the Business Benefits of Cloud Computing ? Part 4

Lowers cost of analytics

Big data and business intelligence (BI) have become the bywords in the current global economy. As consumers today browse, buy, communicate, use their gadgets, and interact on social networks, they leave in their trail a whole lot of data that can serve as a goldmine of information organisations can glean from. With such information at the disposal of or easily obtainable by businesses, you can expect that big data solutions will be at the forefront of these organisations’ efforts to create value for the customer and gain advantage over competitors.

Research firm Gartner’s latest survey of CIOs which included 2,300 respondents from 44 countries revealed that the three top priority investments for 2012 to 2015 as rated by the CIOs surveyed are Analytics and Business Intelligence, Mobile Technologies, and Cloud Computing. In addition, Gartner predicts that about $232 million in IT spending until 2016 will be driven by big data. This is a clear indication that the intelligent use of data is going to be a defining factor in most organisations.

Yet while big data offers a lot of growth opportunities for enterprises, there remains a big question on the capability of businesses to leverage on the available data. Do they have the means to deploy the required storage, computing resources, and analytical software needed to capture value from the rapidly increasing torrent of data?

Without the appropriate analytics and BI tools, raw data will remain as it is – a potential source of valuable information but always unutilised. Only when they can take the time, complexity and expense out of processing huge datasets obtained from customers, employees, consumers in general, and sensor-embedded products can businesses hope to fully harness the power of information.

So where does the cloud fit into all these?

Access to analytics and BI solutions have all too often been limited to large corporations, and within these organisations, a few business analysts and key executives. But that could quickly become a thing of the past because the cloud can now provide exactly what big data analytics requires – the ability to draw on large amounts of data and massive computing power – at a fraction of the cost and complexity these resources once entailed.

At their end, cloud service providers already deal with the storage, hardware, software, networking and security requirements needed for BI, with the resources available on an on-demand, pay-as-you-go approach. In doing so, they make analytics and access to relevant information simplified, and therefore more ubiquitous in the long run.

As the amount of data continues to grow exponentially on a daily basis, sophisticated analytics will be a priority IT technology across all industries, with organisations scrambling to find impactful insights from big data. Cloud-based services ensure that both small and large companies can benefit from the significantly reduced costs of BI solutions as well as the quick delivery of information, allowing for precise and insightful analytics as close to real time as possible.

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