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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UK Government Updates ESOS Guidelines

Britain?s Environment Agency has produced an update to the ESOS guidelines previously published by the Department of Energy and Climate Change. Fortunately for businesses much of it has remained the same. Hence it is only necessary to highlight the changes here.

  1. Participants in joint ventures without a clear majority must assess themselves individually against criteria for participation, and run their own ESOS programs if they comply.
  2. If a party supplying energy to assets held in trust qualifies for ESOS then these assets must be included in its program.
  3. Total energy consumption applies only to assets held on both the 31 December 2014 and 5 December 2015 peg points. This is relevant to the construction industry where sites may exchange hands between the two dates. The definition of ?held? includes borrowed, leased, rented and used.
  4. Energy consumption while travelling by plane or ship is only relevant if either (or both) start and end-points are in the UK. Foreign travel may be voluntarily included at company discretion. The guidelines are silent regarding double counting when travelling to fellow EU states.
  5. The choice of sites to sample is at the discretion of the company and lead assessor. The findings of these audits must be applied across the board, and ?robust explanations? provided in the evidence pack for selection of specific sites. This is a departure from traditional emphasis on random.

The Environment Agency has provided the following checklist of what to keep in the evidence pack

  1. Contact details of participating and responsible undertakings
  2. Details of directors or equivalents who reviewed the assessment
  3. Written confirmation of this by these persons
  4. Contact details of lead assessor and the register they appear on
  5. Written confirmation by the assessor they signed the ESOS off
  6. Calculation of total energy consumption
  7. List of identified areas of significant consumption
  8. Details of audits and methodologies used
  9. Details of energy saving opportunities identified
  10. Details of methods used to address these opportunities / certificates
  11. Contracts covering aggregation or release of group members
  12. If less than twelve months of data used why this was so
  13. Justification for using this lesser time frame
  14. Reasons for including unverifiable data in assessments
  15. Methodology used for arriving at estimates applied
  16. If applicable, why the lead assessor overlooked a consumption profile

Check out: Ecovaro ? energy data analytics specialist 

2015 ESOS Guidelines Chapter 2 – Deadlines and Status Changes

The ESOS process is deadline driven and meeting key dates is a non-negotiable. The penalties for not complying / providing false or misleading information are ?50,000 each. Simply not maintaining adequate records could cost you ?5,000. The carrot on the end of the stick is the financial benefits you stand to gain.

Qualifying for inclusion under the ESOS umbrella depends on the status of your company in terms of employee numbers, turnover and balance sheet on 31 December 2014. Regardless of whether you meet the 2014 threshold or not, you must reconsider your situation on 31 December 2018, 2022 and 2026.

Compliance Period Qualification Date Compliance Period Compliance Date
1 31 December 2014 From 17 July 2014* to 5 December 2015 5 December 2015
2 31 December 2018 From 6 December 2015 to 5 December 2019 5 December 2019
3 31 December 2022 From 6 December 2019 to 5 December 2023 5 December 2023
4 31 December 2026 From 6 December 2023 to 5 December 2027 5 December 2027

Notes:

1. The first compliance period begins on the date the regulations became effective

2. Energy audits from 6 December 2011 onward may go towards the first compliance report

Changes in Organisation Status

If your organisation status changes after a qualification date when you met compliance thresholds, you are still bound to complete your ESOS assessment for that compliance period. This is regardless of any change in size or structure. Your qualification status then remains in force until the next qualification date when you must reconsider it.

How FieldElite helps Plumbers

While most people think that running a plumbing business is a very easy job, things are a bit different on the ground. The job goes beyond the dropping by a client’s home and fixing a few pipes. In addition to the actual plumbing work, a plumbing business also involves managing quotes, invoicing customers, dispatching field service workers, and accounting, among others. Undertaking all these operations manually is extremely demanding. Besides the tedious work that it is, you’re likely to end up with a ton of errors. 

However, you can overcome these challenges by employing technology. The use of field service management software allows you to automate tasks. Consequently, you no longer have to deal with paperwork, delayed responses to customer requests, or double assignment of tasks.

If you’re wondering which field service management software to use, FieldElite is your best bet. FieldElite is feature-rich, and it gives you way more than the simple automation of the daily operations of your plumbing business.  

Below are some of the top benefits you’ll reap by using FieldElite to run your plumbing venture.  

Convenient Scheduling

Scheduling is an important aspect of the plumbing industry. Just like other field techs, plumbers would require tasks to be dispatched on time, which is only made possible by proper scheduling. With FieldElite, managers can easily schedule single and recurring tasks for the right plumber in a matter of seconds. 

On the other hand, plumbers can also view the available jobs and job information in the FieldElite easy to use App that’s available for Android, and confirm scheduled jobs. They can also accept these jobs using their smartphones and respond to service requests instantly.

Apart from getting the scheduled tasks, the FieldElite scheduling and dispatch feature is integrated with GPS functionality so that plumbers can get information on where to go next, and the optimal route to take from their mobile phones. 

The scheduling and dispatch feature also gives plumbers the information on the specific tools required for the job to allow them to get the tools in between appointments and schedules. 

Central Data Storage

Just like other field service industries, plumbing also involves big data. Handling data manually would mean more errors for your plumbing business, which will only impact negatively on your business. To eliminate such errors, go paperless with FieldElite. 

You can view everything from one place with FieldElite?s dashboard feature, including information about your plumbers and the scheduled tasks. On the other hand, your plumbers can access job details and the pending tasks from a central place. 

Plumbers can also get service requests from customers on the FieldElite mobile app from wherever they are. All the requests are stored in a central place, making the response to customer requests easier. The end result is satisfied customers, opening doors for return orders. 

In case of an update, all plumbers receive notifications at the same time and, where necessary, respond promptly to the requests. They can update the office instantly with job status changes from a central place. 

Convenient Reporting

Reporting is part of the tasks that plumbers have to do after completing the assigned job. As a manager, you expect your plumbers to keep you updated on the status of each assignment. Reporting on paper is time-consuming, and that’s why you need the services of FieldElite. 

With FieldElite reporting feature, sending over completed job reports is only a few clicks away. Plumbers can generate reports on the mobile app and keep the office staff updated on the status of the job. Using FieldElite, you can capture customer signatures and add attachments to the job status and send them instantly using the mobile app available on Android. 

Since they can do instant reporting via the mobile app, the plumbers can proceed to attend to new service requests as soon as they’re done without having to first come back to the office to submit their reports. 

Effective Communication

Timely communication is very essential if you’re working with field technicians. Since you’ll not always be with them in the field, it’s always important to establish a proper communication channel to ensure information reaches your plumbers in time. Here, you can get much more with FieldElite, including communication automation to remind customers of appointments.

With FieldElite field service management software, plumbers receive notifications through the mobile app. The notifications can be for anything from new task requests, requests for alterations, emergencies, and more. On the other hand, office-based staff gets to access the reports once the plumber completes their given task. 

That means the plumbers in the field and the office-based team gets communication instantly, enabling them to see and manage their workloads. For this reason, plumbers can complete multiple tasks within a short time, thus improving their overall productivity.

Scalability

The biggest question for most entrepreneurs when they want to buy management software is scalability. Businesses grow and incorporate new activities that would also require to be managed from a centralised system. Where that’s not possible, the business would have to move all their information from one system to a more robust one. 

With FieldElite, however, you’re safe. It works perfectly well for startups as well as large-sized plumbing businesses. It allows you to focus on the areas that your organisation covers now, but also lets you add new areas as you introduce them into your business. Moreover, FieldElite is also receiving regular updates to that bring it up-to-speed with new technologies and new ways of doing things, meaning that your business will be in a position to take advantage of the latest and more productive features. 

From the benefits mentioned above, it’s quite clear that your plumbing industry greatly needs the services of a field service management software. Your plumbers too need easier time working on their assigned tasks, adding to the reasons why you need to integrate FieldElite in your plumbing business.

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