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

Spreadsheet Risks in Banks

No other industry perhaps handles such large volumes of critical financial data more than the banking industry. For decades now, spreadsheets have become permanent fixtures in the front-line reporting tool sets of banks, providing organised information when and where needed.

But as banks enter into a period of heightened credit risks, elevated levels of fraud, and greater regulatory scrutiny, many are wondering if continued reliance on spreadsheets is a wise decision for banks today.

The downfall of Lehman Brothers which eventually led to its filing for Chapter 11 bankruptcy protection on September 15, 2008, served as a wake up call for many institutions across the globe to make a serious examination of their own risk management practices. But would these reforms include evaluating the security of user developed applications (UDAs), the most common of which are spreadsheets, and putting specific guidelines as to when they can – or cannot be – used?

Banks and Spreadsheet Use

Banks have been known to utilise spreadsheets systems for many critical functions because most personnel are well-acquainted with them, and the freedom of being able to develop customised reports without needing to consult with the IT department offers flexibility and convenience. In fact, more than having a way to do financial budgeting and analysing customer profitability, even loan officers and trade managers have become reliant on spreadsheets for risk management reporting and for making underwriting decisions.

But there are more than a few drawbacks to using spreadsheets for these tasks, and the sooner bank executives realise these, the sooner they can adopt better solutions.

General Limitations

Spreadsheets are far from being data base systems and yet more often than not, they are expected to act as such, with figures constantly added and formulas edited to produce the presumably right set of reports.

In addition, data integrity is always a cause for concern as most values in spreadsheets are entered as manual inputs. Even the mere misplacement of a comma or a negative sign, or an inadvertent ?edit? to a formula can also be a source of significant changes in the outcome.

Confidentiality risk is also another drawback of the use of spreadsheets in banks as these tools do not have adequate?access controls to limit access to only authorised individuals. Pertinent financial information that fall into the wrong hands can lead to a whole new set of problems including the possibility of fraud.

Risks in Trading

For trading transactions, spreadsheets can prove to be of immense use – but only for small market volumes. As trade volumes increase and the types vary, spreadsheets are no longer a viable solution and may likely become more of a hindrance, with calculations taking longer in the face of bigger transaction amounts and growing transaction data.

And in trading, there is always the need for rigorous computational functions. Computing for the Value at Risk (VaR) for large portfolios for instance, is simply way beyond the capabilities of spreadsheets. Banks that persist in using them are increasing the risk of loss on those portfolios. Or, they can be opening up?opportunities for fraud?as Allied Irish Bank (in the case of John Rusnak – $690 million) learned the hard way.

Risks in Underwriting

Bankers who use spreadsheets as their main source of information for underwriting procedures also face certain limitations. Loan transactions require that borrowers? financial data be centralised and easily accessible to risk officers and lending officers involved in making decisions. With spreadsheets, there is no simple and secure way of doing that. Information can be pulled from different sources – individual tax returns, corporate tax documents, partnership documents, audited financial statements – hence there is difficulty in verifying that these reports adhere to underwriting policies.

Spreadsheet control and monitoring

Financial institutions which are having difficulty weaning themselves from the convenience and simplicity that spreadsheets offer are looking for possible control solutions. Essentially, they want to find ways that allow them to continue using these UDAs and yet somehow eliminate the?spreadsheet risks?and limitations involved.

Still, the debate goes back and forth on whether adequate control measures can be implemented on spreadsheets so that that the risks are mitigated. Many services have come forward to herald innovative solutions for better spreadsheet management. But at the end of the day, there really is no guarantee that such solutions would suffice.

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.

Advanced Business Management

Our consultants are highly trained to provide complex management solutions and strategy planning for your business. You can count on us to improve performance and your business skills, while cutting costs.

We ensure full support in a broad range of business management areas, such as:

Business Strategy

Knowing how and when to make the right strategic move is critical to your success in today?s dynamic environment. Our Strategic Management Consultants provide solutions for a tighter integration of your vision, values, and mission statements with the strategic management process.

The result is a stronger alignment of your operating activities with your goals, and also an improved internal infrastructure to support and manage the strategic management process.

Business Process Improvements

In our years of activity, we have developed a robust process to ensure Business Process Improvements projects are implemented successfully. To achieve a positive outcome a number of factors must exist and we?ll make sure your company manages to get the right mix of: sponsorship management and commitment, process improvement goals, right motivations, cultural issues management, provision of adequate resources and funding, and availability of standards and procedures.

Performance Management

An effective performance management system integrates all aspects of the organisation from a shared vision, through a common language, and establishes a culture of accountability and results. It provides more of a holistic way of managing your organization that is more powerful than its individual parts, and without forsaking the values of the organisation.

Change Management Services

Economic downturns, fast rising new competitors, and even climate change, can force companies to scale down, engage in mergers & acquisitions, or transfer to a new location. We?ll help you through every step of the change process, from: evaluating the required change by conducting diagnostics such as change complexity, causal, structural, and context analysis, managing stakeholders including your sponsors, top executives, managers, and personnel, planning for the change, and managing the change process itself.

Project Management

Whether you need help for a single project or much more, we’ve got you covered. With us you get a coordinated, presence-of-mind approach to project management that will point all of your projects to an overall strategic direction, no matter how complex or simple these might be. Our services incorporate all project-related activities including: programme management, project risk management, project review and audit, project rescue, and project governance.

Interim Management

Our resources have an MBA and/or professional accounting qualifications with an average of 10 ? 30 years of progressive work experience with public companies, in complex private equity environments, and/or privately-held middle market companies. We not only offer the most highly qualified project / interim resources to our clients, but we also allow for an interim-to-hire provision in our contracts.

It has proved mutually beneficial to our consultants and clients to have the option for longer term employment opportunities after having worked together on a project / interim basis.

 

Ready to work with Denizon?

Contact Us Today