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.

Check our similar posts

Why Spreadsheets can send the Pillars of Solvency II Crashing Down


Solvency II is now fast approaching and while it may provide added protection to policy holders, its impact on the insurance industry is not all a bed of roses. Expect insurance companies to restructure, increase manpower, and raise spending on actuarial operations and risk management initiatives. Those that cannot, will have to go. But what have spreadsheets got to do with all these?

Well, spreadsheets aren’t really the main casts in this blockbuster of a regulatory exercise but they certainly have a significant supporting role to play. Pillar I of Solvency II, which calls for improved supervision on internal control, risk management, and corporate governance, and Pillar II, which tackles supervisory reporting and public disclosure of financial and other relevant information, both affect systems that have high-reliance on spreadsheets.

A little background about spreadsheets might help.

Who needs an IT solution when you can have spreadsheets?

Everyone in any organisation just love spreadsheets; from the office clerk to the CEO. Because they’re so easy to use (not to mention they’re a staple in office computers), people employ them for processing numbers and as an all-around tool for planning, forecasting, reporting, complex modelling, market data analysis, and so on. They make such tasks faster and easier. Really?

You probably haven’t heard of spreadsheet hell

Unfortunately, spreadsheets do have certain shortcomings. Due to their inherent structure and lack of controls, it is so easy to commit simple errors like an accidental copy paste, an omission of a negative sign, an incorrect data input, or an unintentional deletion. Such shortcomings may seem harmless until your shareholders discover a multi-million discrepancy in your financial report.

And because spreadsheet errors can go undetected for a long time, they are constant targets of fraudsters. In other words, spreadsheets are high risk applications.

Solvency II Impact on Spreadsheet-based Financial and IT Systems

Regulations like Solvency II, are aimed at reducing risks to manageable levels. Basically, Solvency II is a risk-based system wherein a company?s capital requirements will depend on its measured riskiness. If companies want to avoid facing onerous capital requirements, they have to comply.

The three pillars of Solvency II have to be in place. Now, since spreadsheets (also known as User Developed Applications or UDAs) are high-risk applications with weak control features and prone to produce inaccurate reports, companies will have a lot of work to do to establish Pillars II and III.

There are at least 8 articles that impact spreadsheets in the directive. Article 82, for example, which requires firms to ensure a high level of data quality and accuracy, strikes at the very core of spreadsheets? weakness.

A whitepaper by Raymond Panko entitled ?Spreadsheets and Sarbanes-Oxley: Regulations, Risks, and Control Frameworks? mentioned that 94% of audited real world operational spreadsheets that were included in his study were found to have errors and that an average of 5.2% of all cells in the audited spreadsheets had errors.

Furthermore, many articles in the directive call for the enforcement of better documentation. This is one thing that’s very tedious and almost unrealistic to do with spreadsheets because just about anyone uses them. Besides, with different ‘versions? of the same data existing in different workstations throughout the organisation, it would be extremely difficult to keep track of them all.

Because of spreadsheets you now need an IT solution

It is clear that, with the growing number of regulations and the mounting complexity of tasks needed for compliance, spreadsheets no longer belong in this era. What you need is a server-based solution that allows for seamless collaboration, data reliability, data consistency, increased security, automatic consolidation, and all the other features that make regulation compliance more doable.

One important ingredient for achieving Solvency II compliance is sound data risk management. Sad to say, the ubiquitous spreadsheet will only expose your data to more risks.

More Spreadsheet Blogs


Spreadsheet Risks in Banks


Top 10 Disadvantages of Spreadsheets


Disadvantages of Spreadsheets – obstacles to compliance in the Healthcare Industry


How Internal Auditors can win the War against Spreadsheet Fraud


Spreadsheet Reporting – No Room in your company in an age of Business Intelligence


Still looking for a Way to Consolidate Excel Spreadsheets?


Disadvantages of Spreadsheets


Spreadsheet woes – ill equipped for an Agile Business Environment


Spreadsheet Fraud


Spreadsheet Woes – Limited features for easy adoption of a control framework


Spreadsheet woes – Burden in SOX Compliance and other Regulations


Spreadsheet Risk Issues


Server Application Solutions – Don’t let Spreadsheets hold your Business back


Why Spreadsheets can send the pillars of Solvency II crashing down

Advert-Book-UK

amazon.co.uk

Advert-Book-USA

amazon.com

Contact Us

  • (+353)(0)1-443-3807 – IRL
  • (+44)(0)20-7193-9751 – UK
Increase Customer Loyalty with Field Service Management Software

One sure way to turn off customers is to give them a disappointing experience. It cuts across the board- from plumbing jobs, electrical installation and maintenance projects, window cleaning or repair, tenants in the property you’re managing, to package delivery firms. If your customers keep witnessing delays, cancelled appointments, to oversights like double booking which end up messing their individual schedules, they are likely to stop hiring your services and seek out a competitor.?

Field service jobs are particularly prone to such blunders, especially with the traditional manual way of doing things. While smartphones and computers have been infused into the day-to-day running of businesses, it is still common to find companies relying on manual processes to schedule their appointments, track the employees providing the services, monitor the progress of the jobs and ask for status updates, to managing inventory and invoices for completed tasks. This creates a major bottleneck in operations. The Small & Medium Business Trends Report, that took responses from nearly 500 SMB owners and leaders, showed that they spend an average of 23% of each workday manually inputting data. This is time that would have otherwise been spent tending to the customers? needs. It creates a backlog of tasks, forcing the customers to wait for longer to get their issues handled.?

The inefficiencies witnessed in these traditional methods led to the advent of field service business management software. These systems come in to optimise operations and enhance your service delivery. As a business, automating your scheduling, job tracking, routing procedures and handling the invoicing, all through a single platform, greatly reduces your workload. Managing inventory, communicating with your employees out in the field through handy apps on their phone, giving them access to a database of reports and notes on the various jobs they have been tasked with – these all aid in smoothing out the sorting of tasks, and gets rid of the mounds of paperwork that would have been required.?

From Your Customer’s Perspective

When you’re facing a plumbing leak at home, electrical faults that result in power outages in the office building, damaged gas boilers that are hampering operations in the industrial plants- you want them to be addressed. Homeowners, business owners and facility managers in these situations are anxious about getting the issue resolved- yet the firm they are relying on to handle it is caught up in a logistical nightmare, boggled down by paperwork that prevents them from sending their technicians to the location. You really don’t want to hear a series of excuses about why your problem could not be addressed in time. While delays can be a nuisance, cancelled appointments are altogether exasperating. See, the customer is left in a difficult position, since the problem is not resolved, and they have to contend with having to make a subsequent appointment- of which they will not be sure if they can bank on the hired firm to deliver on its mandate. With an FSM, you get to prevent such incidents from occurring.

How Your Customers Benefit From Field Service Job Management Software

Reliable services

Firstly, the customer wants services that they can count on. When an issue arises and an appointment scheduled, they want it to be honoured. With the FSM, you get to accurately schedule the tasks, from the timing involved to assigning it to the appropriate technician, who is skilled in the task. With the automated scheduling and dispatching, the technician downtime that was previously witnessed is reduced- which has the welcome benefit of cutting down your operational costs.?

Speaking of which, the confusion that was previously seen when perusing through documents and simply calling up the first employee whose skill is similar to the job description, is avoided. Here, the field service management platform enables you to determine the most appropriate member of your workforce to handle the task. This makes them more motivated at their job, resulting in higher quality results- whether it’s an installation task, repair and maintenance project, or cleaning service for companies providing them in residential and commercial buildings.?

Get it done right the first time around

The field service scheduling software enables the technician to have all the information pertaining to the job accessible in real-time. This is availed via app– that the technicians will have on their phones. It is through this very app that they will make updates of the tasks being handled, sending in notes, photos and reports to the system. These will, in turn, be monitored at the head office all through the progress of the job, being managed through the interactive FSM dashboard.?

With the customer’s history being accessed by the technician, information that includes the specs and hazards about the particular job being handled, notes from the previous technicians who had been tasked to the building- such as the installation crew and previous repairs that had been done, will enable the personnel on the ground make well-informed decisions throughout the course of the task. Any issues that arise will also be taken note of, equipment and parts ordered through the app as well, ensuring that things proceed seamlessly. That way, the percentage of situations getting fully resolved during the first appointment increases- which translates to fewer cases of complaints being made.?

Instant invoicing

Immediately the job is done, the customer inputs their e-signature through the app, and the technician marks the task as completed, the very same FSM is used to process the invoice and send out an emailed copy to the customer. This will be an accurate invoice, without any data loss, and the customer can then proceed to make the payment through their preferred mode- from credit card payments to cash, without having to wait for hours for paperwork to be processed. All this information is securely stored on the cloud-based platform.

Creating a great first impression

Your image is a core part of your operations. Certainly, you don’t want to come off as disorganised- and your customers will be quick to note this with issues like missing records, outdated reports, lateness, and improper assigning of tasks. On the other hand, having a modern digital solution integrated into your field service operations will enable you to make a great first impression, showing the level of professionalism with which you offer your services.

Customer access

FSM platforms like FieldElite also give the customers themselves access to the system, through their own dashboard. This is particularly handy given that there are cases where the customer will have multiple jobs to be carried out- like property managers who keep on having cases of plumbing accidents, electrical faults, and cleaning service needs in the different buildings that they are in charge of.?

Through the customer portal, they will be able to make appointments, track the history of repair and maintenance jobs carried out on the property, and follow up on queries. What’s more, together with the IoT where FieldElite links to ecoVaro, one can have an interactive energy management system in place to keep accurate tabs on the energy consumption, efficiency, point out areas where repairs are needed, and have technicians come over- with the bookings being made through the FSM.

Enhance Customer Experience And Score New Business Opportunities

Customer service is a key aspect of your operations. When your customers are well tended to, with their needs being met in a timely and proficient manner, it wins you their loyalty, and they’ll be more open to sending referrals your way- growing your market share. Feedback- from testimonials on your site to the reviews on your social media handles, also aids in this- and you want to have satisfied clients who will put out a good word about your brand. By investing in field software for service businesses, you will increase your employees? productivity, monitor trends, improve communication between your head office and the technicians on the ground, all of which come together to increase customer satisfaction.

How SOA can help Transformation

Undoubtedly, today’s business leaders face myriad challenges ranging from fierce market competition to increasing market unpredictability. In addition, the modern consumer is more informed and in control of what, where and how they purchase. Couple these challenges with effects of globalization, and you will appreciate that need for business transformation is more of a necessity than a privilege.

As recent business trends show, top companies are characterized by organizational and operational agility. Instead of being shaken by rapid technological changes and aftershocks associated with market changes, they are actually invigorated by these trends. In order to survive in these turbulent times, business leaders are opting to implement corporate transformation initiatives to develop leaner, more agile and productive operations. In line with this, service oriented architecture (SOA) has emerged as an essential IT transformation approach for implementing sustainable business agility.

By definition, service oriented architecture is a set of principles and techniques for developing and designing software in form of business functionalities. SOA allows users to compile together large parts of functionality to create ad hoc service software entirely from the template software. This is why it is preferred by CIOs that are looking to develop business agility. It breaks down business operations into functional components (referred to as services) that can be easily and economically merged and reused in applicable scenarios to meet evolving business needs. This enhances overall efficiency, and improves organizational interconnectivity.

SOA identifies shortcomings of traditional IT transformation approaches that were framed in monolithic and vertical silos all dependent on isolated business units. The current business environment requires that individual business units should be capable of supporting multiple types of users, multiple communication channels and multiple lines of business. In addition, it has to be flexible enough to adapt to changing market needs. In case one is running a global business enterprise, SOA-enabled business transformation can assist in achieving sustainable agility and productivity through a globally integrated IT platform. SOA realizes its IT and business benefits by adopting a design and analyzing methodology when developing services. In this sense a service consists of an independent business unit of functionality that is only available through a defined interface. Services can either be in the form of nano-enterprises or mega-enterprises.

Furthermore, with SOA an organization can adopt a holistic approach to solve a problem. This is because the business has more control over its functions. SOA frees the organization from constraints attributed to having a rigid single use application that is intricately meshed into a fragmented information technology infrastructure. Companies that have adopted service oriented architecture as their IT transformation approach, can easily repurpose, reorganize and rescale services on demand in order to develop new business processes that are adaptable to changes in the business environment. In addition, it enables companies to upgrade and enhance their existing systems without incurring huge costs associated with ‘rip and replace’ IT projects.

In summary, SOA can be termed as the cornerstone of modern IT transformation initiatives. If properly implemented great benefits and a sharp competitive advantage can be achieved. SOA assists in transforming existing disparate and unconnected processes and applications into reusable services; creating an avenue where services can be rapidly reassembled and developed to support market changes.

Contact Us

  • (+353)(0)1-443-3807 – IRL
  • (+44)(0)20-7193-9751 – UK

Ready to work with Denizon?