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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Choosing Routes for ESOS Compliance

Along the introduction of Energy Savings Opportunity Scheme in UK is the quick emergence of various companies that offer ESOS compliant services. While some energy audit providers can help, qualified businesses should understand what their compliance options are, how these routes work and learn both the pros and cons in order to carefully take their pick.

Independent ISO 50001 Certification

ISO 50001 comprises the integration and application of processes geared to motivate energy saving and overall improvement. Simply stated, it is a framework that drives the organisation’s governance to realise energy saving strategies by allocating resources and participating in energy management. The good thing about ISO 50001 is that it includes an energy review that documents ideas and opportunities to save more energy.

However, ISO 50001 does not obligate organisations to cover 90% of their overall energy consumption. In case of partial coverage, the company needs to undergo additional energy assessments to evaluate all the significant energy consumption areas.

In order for an ISO 50001 certification to be valid, it must be certified by the United Kingdom Accreditation Service (UKAS), by an accreditation body which is a member of the International Accreditation Forum, or by a body accredited by another EU member state?s national accreditation body.

Display Energy Certificates and Green Deal Assessments

These two kinds of energy assessment reports can also contribute to ESOS compliance. Both of them are carried out by qualified lead assessors and valid for 10 years. However, they are only based on the building structures and services. They do not cover the overall significant areas in energy consumption. Since these reports are valid for 10 years, they would be used for two ESOS reporting periods. Thus, they would not be as current as the ISO 50001 certification. Aside from that, the assessments are purely based on energy efficiency and anyone can qualify to use the software that produce the certifications after taking the accreditation course.

Energy Audits

A successful energy audit leads to better understanding of the company?s energy consumption, identify alternatives, determine cost-effective energy saving opportunities and stimulate energy efficiency. Energy audits are beneficial to the organisation. What makes it complex is that the organisation applying it, needs to clearly define the scope and type of energy audit to use in order to comply with ESOS. Furthermore, the organisation also has to identify the teams that would be competent enough to do the audit work for the building, transport and industrial area, respectively.

Each route is not formed equal. Thus, organisations have the option to either choose one or combine the routes and meet their company needs. The options mentioned are different approaches to ESOS and the core value is to grab the opportunity towards acquiring more savings through efficient energy system.

How Ecovaro Can Help

Ecovaro is passionate about making a difference. We are knowledgeable when it comes to ESOS legislation and regulation, ISO 50001 energy management system, DECs and Green Deal Assessments. More than that, we recognise the great impact of efficient management system to your organisation. And with this, we provide an enthusiastic team of software engineers and expert project managers to offer you our professional help at reasonable price. Ecovaro comes to you fully equipped with services tailored to your organisation’s energy management needs.

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The Types of Industries That Can Benefit from Field Service Software

Initially, field service software was designed with field techs and their managers in mind. However, in the recent past, other industries have taken this path to better the performance of their businesses. Any industry that deploys skilled laborers and assets to off-site locations benefits from field service software. It’s all about resource allocation and data centralization for efficient management and running of the business? activities. With field service software, you got all your business? functions logged in one place.

So, who needs field service management software? Professionals like electricians, plumbers, IT technicians, construction workers, and carpenters all find it useful. Moreover, there?s a wide range of application in many different types of industries.

Here are some industries that benefit from field service management software.

  • Fire and Life Safety

In a fire and life safety industry, equipment and safety systems should be kept running at peak efficiency. Therefore, it’s necessary to provide appropriate services that will ensure the smooth running of processes. On top of complying with government codes, fire and security systems installed should offer reliable services. Since service is at the core of this industry?s operation, most people in fire and security industries are turning to field service software to automate operations of their service delivery. With the field service software tools, the industry can easily monitor security technologies, quickly respond to customers, and manage compliance, inspections, and procedures effectively.

  • Medical Device Enterprises

For medical device companies seeking to improve their services, sales, and compliance, field service software becomes very essential for the smooth running and operations of their functions. The medical device enterprises that greatly benefit from this software include those offering installations, repair, and maintenance of medical equipment. With the comprehensive field service tools, service delivery and performance is greatly improved.

Moreover, with the field service software, these industries find better ways of tracking critical records needed for regulatory compliance since the medical industry is one of the most regulated industries in the globe. For the companies doing the manufacturing of medical equipment, they can integrate field service software in their accounting systems to streamline their invoice processes and shorten their billing cycles.

  • IT and Communications Services Companies

With the remarkable technological advancements in the recent past, Internet service providers, cable companies, and communications organizations are looking for better ways of service delivery to keep up with the pace of the growing technology. Connections are becoming more complex day by day propelled by an explosion in new data sources, and the use of the devices. To keep up with the increased demand for instant services by customers, the IT and communication service companies, are turning to field service software to make their service delivery more effective.

A combination of the robust, advanced scheduling system and rich functionality makes this software very useful to the communication service companies. They can use the software to design and install complex internet infrastructure. Moreover, field service software can be used by these companies to set up recurring maintenance plans to maintain the installed internet systems.

  • Oil and Gas Enterprises

Most oil and gas industries are faced by complexities which need special handling for better business performance. Since the running of projects is at the cornerstone of their businesses, they’re always looking for better ways to ensure a smooth running of their project activities. For this reason, most of the oil and gas enterprises that have discovered the benefits of field service software are integrating the main activities of their projects in this software.

With the project-based software tools, there?s an efficient flow of information and transparency throughout the enterprise ensuring excellent project management. With the checklist feature included in most field service software, inspections, compliance, site surveys, and maintenance of procedures is made easier in oil and gas companies.

  • Facilities Management Industry

Given that this is a service industry, high-level of efficiency is paramount. To meet customer expectations and battle against cost, most facility management industries are turning to field service software. With the comprehensive tools included in the field service software, supervisors can assign tasks to their reports, monitor their progress, and receive alerts on critical issues while in a remote place or at the comfort of their office.

Maintenance and emergency repairs in the facility management industry are greatly supported by this software ensuring increased productivity and efficiency. Additionally, with field service software the industries benefit from a streamlined workflow and improved communication that greatly reduces administration time and cost.

  • Industrial Equipment Enterprises

Industrial equipment companies aim at maximizing their overall productivity and preventing equipment downtime. There?s a wide range of activities that take place in industrial equipment companies which require field service software for higher levels of efficiency.

From load testing, installation projects, and load testing to emergency repairs, this software, enables the managers to design work orders, and get them ready for scheduling, and distribute them in a moment. With the equipment and asset tracking software, the supervisors can gain instant visibility into the equipment and assets in the field to ensure their regular maintenance. The scheduling and resourcing tools ensure the supervisors are in full control over the dispatching of their workforce, their schedules, and the route taken by each for maximum work output. Additionally, with the field service software, industrial equipment companies can meet their customer expectations.

  • Construction Industry

Since construction work involve both site work and office work, building industries find field service software very useful in integrating their field and office activities. Field service software is designed to establish effective communication between the office staff and the field operators. With inclusive software tools, the supervisors can easily manage daily inspections and receive feedback from the field workers without leaving the office. Moreover, documentation is simplified, and everything is documented in a central place so that it’s easier to retrieve important information at any time. With field service software, building industries can manage their construction efficiently while minimizing cost, and saving on time.

Filed service software is gaining popularity in the industrial world as most enterprises seek to improve their business? performance, and keep up with the competition. Moreover, more companies are expected to come on board as the field service software companies work extra hard to add more tools to suit a wide range of functions.

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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