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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User-Friendly RASCI Accountability Matrices

Right now, you’re probably thinking that’s a statement of opposites. Something dreamed up by a consultant to impress, or just to fill a blog page. But wait. What if I taught you to create order in procedural chaos in five minutes flat? ?Would you be interested then?

The first step is to create a story line ?

Let’s imagine five friends decide to row a boat across a river to an island. Mary is in charge and responsible for steering in the right direction. John on the other hand is going to do the rowing, while Sue who once watched a rowing competition will be on hand to give advice. James will sit up front so he can tell Mary when they have arrived. Finally Kevin is going to have a snooze but wants James to wake him up just before they reach the island.

That’s kind of hard to follow, isn’t it ?

Let’s see if we can make some sense of it with a basic RASCI diagram ?

Responsibility Matrix: Rowing to the Island
Activity	Responsible	Accountable	Supportive	Consulted	Informed
Person	John	Mary	Sue	James	Kevin
Role	Oarsman	Captain	Consultant	Navigator	Sleeper

Now let’s add a simple timeline ?

Responsibility Matrix: Rowing to the Island
?	Sue	John	Mary	James	Kevin
Gives Direction	?	?	A	?	?
Rows the Boat	?	R	?	?	?
Provides Advice	S	?	?	?	?
Announces Arrival	?	?	A	C	?
Surfaces From Sleep	?	?	?	C	I
Ties Boat to Tree	?	?	A	?	?

Things are more complicated in reality ?

Quite correct. Although if I had jumped in at the detail end I might have lost you. Here?s a more serious example.

There?s absolutely no necessity for you so examine the diagram in any detail, other to note the method is even more valuable in large, corporate environments. This one is actually a RACI diagram because there are no supportive roles (which is the way the system was originally configured).

Other varieties you may come across include PACSI (perform, accountable, control, suggest, inform), and RACI-VS that adds verifier and signatory to the original mix. There are several more you can look at Wikipedia if you like.

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.

Measure it to manage it with smart meters

Measure it to manage it. This saying applies perfectly to energy management. Effectively managing energy use is virtually impossible with unreliable measurement devices in place or worse still, no measurements at all. Smart meters are a smart way to measure energy and water usage giving you more control over the amount of energy or water usage.

Smart energy meters:
Smart meters are indeed a smart way to get insight into your energy use which brings more security and a better environment. They can also enable you to get Smart Energy Reports that are a personalised guide to energy efficiency.

Other benefits of smart meters:

? You are able to generate simple graphs and charts showing you where you use your energy and money

? Consumption of gas and electricity is broken down. This implies that one can be able to view their spending at a glance

? Smart meters track consumption on a monthly basis enabling you to compare your own consumption against other similar households

? By tracking energy consumption and spending over time, one can be able to view the history and assess the impact of their energy efficiency measures over a particular period

Smart water meters:
Smart meters are not only used for measuring energy use, they are also used to measure water usage efficiency. Water efficiency is essential for management of sustainable water resources.

Water resources have been diminishing over time posing a challenge for water users and water suppliers to seriously look for ways to manage water efficiency. The need for accurate, adequate and reliable measurement and monitoring practices of water consumption in organisations can therefore not be overlooked.

Timely collection and analysis of water use data, and relaying this data in a timely manner to the water user, can result in significant changes in water use behaviour. Other benefits include instant detection of areas where water wastage is occurring e.g. leakages hence action is taken to save water. Similar to energy data, water data collected by smart metering systems is also vital in designing water efficiency and recycling systems as well as the improvement of demand management policies and programs.

The use of smart meters to monitor water consumption enables users to analyse, and interpret the data collected. This feedback enables users to change their behaviours.