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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Vendor Selection

When shopping for an IT solution for your enterprise, there are two things you should scrutinise: the product (or service) itself and its vendor. Many times, companies overlook the importance of the latter, giving the reason that “it’s only the product we need”.

Wrong.

What about after-sales technical support and training? Ok, so you have an in-house team with the required competency for that IT solution in question… not that I believe it’s reasonable basis to pass up on the expertise that the vendor can provide. How about upgrades, patches, and documentation?

Still unperturbed? Here’s one factor that you may not have started to consider – What happens to your product if the vendor goes bankrupt or gets swallowed by a merger and acquisition? Surely, you no longer believe this is far from possible, do you?

But how are you supposed to know the financial stability of each vendor or whether it is an acquisition target? Well, you can either conduct your own research or you can leave that up to us. Part of our job includes not only establishing linkages in the industry but also being in-the-know on such relevant information.

Evaluation of Business Needs

You can’t separate vendor selection from the process of choosing the desired IT tool. That’s why our vendor selection services starts by defining exactly what your business needs are.

Once we’ve pinned down your needs, we can then narrow down the list of possible IT solutions. Only then can we proceed with the main vendor selection process.

Have you ever been caught in a situation wherein you thought you knew what you wanted, only to end up realising it’s not what you were looking for after all? We’re here to make sure you don’t get caught in that kind of situation when choosing an enterprise-class IT solution.

With the TCO (total cost of ownership) of such solutions typically running up to hundreds of thousands of euros, you can’t afford to arrive at what you really want by way of trial and error.

These are the things you stand to benefit the moment we start working with you:

Thorough assessment of your IT needs. We’ll consult the people in your organisation who’ll be affected the most in order to obtain a clear picture of what your specific needs really are. Most IT solution purchases are made with very little consultation that, after installation, many of the end users don’t benefit at all.
Minimal interruption during assessment. As with all our other services, we see to it that the interruptions we make are absolutely necessary. So the moment we start with our work, you can still continue with yours.
Insightful suggestions of the required IT solution. You still know your business better. So even after we’ve gone through the assessment and given our recommendations, the decision as to what IT tool should be pursued will still be up to you. The difference now is, you’ll be making a decision based on expertly gathered information put forward in an insightful proposal.

Request and Evaluation of Vendor Proposals

With so many IT solutions companies mushrooming, it is becoming more difficult to keep track of them, their specialities, strengths, and weaknesses.

Companies selling best-of-breed products may be relatively easy to spot. But there are also other attributes that are equally important but not as well publicised. For instance, which companies offer better quality management philosophies? Which companies have strategic visions running parallel to yours? Which of them possess implementation capabilities that can cater to your rapidly growing IT requirements?

Vendors who answer positively to these queries need to be given the appropriate importance in the selection process. We see to it that these and other relevant attributes are factored into our scorecards and evaluation processes.

These are the things you can look forward to when you grant us the opportunity to serve you.

Experience is a vital item in our vendor selection criteria. Our vast knowledge of the reliable players in the industry will lead you to experienced vendors who can hit the ground running from day one and continue with the same vigour onward.
We can help you draw positive response for each of your Request For Proposals (RFPs) or Request For Information (RFIs). Did you expect these vendors to be enthusiastic in sending out proposals each time you asked them to? Think again. You’ll have to persuade them first of your sincerity to become a potential customer. With our help, your RFPs will make preferred vendors see “opportunity” written all over.
No need to go “Eany, meeny, miny, moe”. Deciding which vendors should move up in the selection process can take up a lot of time if you don’t know which criterion should be given more weight. Our scorecards are designed to collect the most relevant information and to generate results that will help you decide on these matters at a glance.

Interview, Negotiation, and Monitoring

As soon as you start getting positive response to your Request For Proposals, the interview process should be next. It’s at this point that vendors can present and highlight their strengths while we try to glean as much information of their true capabilities as well as their dedication to the project.

Some companies can provide proof-of-concepts and we may require them as part of the interview process. This will not only give us a better idea as with regards to their product’s capabilities, but also to their level of expertise on the solution in question.

We’ll help you set up the interview process and organise the evaluation committee. Members of the committee will typically include representatives from each department that will be affected by the new technology, which we would have already identified during our Evaluation of Business Needs.
Since our scorecards are designed to expedite the filtering and selection process, you may eventually be able to choose the finalists yourself. However, in the event that two or more vendors turn out evenly matched, we’ll help you identify the better company.
We’re very familiar with the price ranges of various IT solutions, including the effects on price of certain variables. As such, we can tell you whether a product’s price tag is justified or not.
Our exceptional familiarity on both the IT industry and the entire negotiation processes itself will give you the edge when it’s time for us to haggle for the best bang for the buck.
After the contract is awarded, we’ll even be on hand to monitor whether deliverables are handed over and milestones are achieved as promised.

What are the benefits of digital forms data collection

Field Service Workers are regularly engaged to collect data or carry out inspections and assessments when visiting customer sites or remote area locations. The data collected by Field Service workers, will be used by businesses who will analyse, process and build reports based on the large volumes of data collected. The accuracy and reliability of data collected is vitally important. Traditionally businesses may have deployed mail surveys, telephone interviews, door-to-door surveys and interviews performed by Field Workers to collect data. Digital Transformation is gradually changing many business operations and a great deal of processes which were traditionally executed manually are now accomplished making use of digital methods. Technology is having a major impact not only how businesses research and analyse data, but primarily how data and information is collected. New tools and processes to data collection are improving data collection and analysis, leading to dramatic improvements and maximisation and optimisation of resources and operations. Utilising Digital Data Collection methods enables organisations to not only obtain results quicker but also use the data to make data based decisions faster.

What is a Digital Form?

Digital Forms, also known as Mobile Forms are electronic versions of paper forms that can be completed using:

Laptop
Tablet
Smart Phone
Any Mobile Device

Why Use Digital Forms ?

Digital forms can be a simple yet highly effective solution to overcome the challenges presented by paper based forms. Digital forms can be filled out directly using Smart phones and tablets in the field

When not connected to the internet or even low speed internet connections
When working in remote locations
To avoid damage, illegible handwriting or even lost and misplaced forms.

Digital forms can also include data validation logic to ensure field workers complete every form as expected and required, which will enforce and ensure data integrity . Field Service teams appreciate these features and help ensure the validity and accuracy of the data and insights they collect and can be confident regarding making business critical data based decisions. Data and Information collected using mobile forms can be accessible in near real-time, helps enable field teams to sidestep potential obstacles to productivity, and act on opportunities and increasing business agility.

Advantages of Digital Forms

Time and Cost Saving

Using Digital Forms instead of paper-based forms provides a significant impact on improving time and cost savings on printing, storing and distribution costs. Businesses also spend a significant amount of time and money in Administration and double data entry processes incurred by paper based forms. Transferring information from paper based surveys is an error prone process.

Digital Forms can save up to 20 man hours a week in administration costs
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Improve data accuracy

Digital Forms can auto-populate fields based on prior data entered and also enable field-level validation. Digital data collection also eliminated data entry errors and data loss. Additional data can also be automatically be gathered such as Username, Geo-location and Time & Date.

Real Time Reporting

The issue with Paper-based data collection is that there will always be a time lag before reports or decision can be made. With a digital platform, such as FieldElite – Mobile Workforce Management , data can be processed and analysed as it is collected. Providing data driven insights to provide proactive rather than reactive reports to improve and optimise operations in real time.

It’s time to go Digital Forms!

Data Collection using Digital Forms will propel your company into the future and transform your data collection, data entry and analysis providing accurate data driven insights in real time. Digital forms are also mobile-optimized, updated in real time, and accessible by multiple parties, eliminating unnecessary meetings and emails. If you have a business and still haven’t used digital forms to gather information, contact Denizon today to organise a Demo of FieldElite – Mobile Workforce Management and discover how we can help you to transform your Field Service Operations

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

How FieldElite helps Electricians

The need to hire an electrician arises more often than we expect. It’s quite common to come across problems with structure-wiring, whether at home or in your business premises. It’s, therefore, not surprising to come across a home or a business owner in search of electrical services.

Whether a startup or a fully-fledged business that offers electrical services, there are challenges that come with running the venture. Where you have field service electricians, the challenges are even compounded, more so on matters of assigning tasks, receiving complaints from customers, and receiving field service reports.

As we all know, an electrical business isn’t just limited to the management of field service electricians. You’ll have to manage all the processes, a responsibility that can be quite daunting.

It doesn’t have to be difficult, though. You can take advantage of a field service management software program to make the entire management process effortless.

FieldElite is one such software. With FieldElite, you can assign tasks, communicate, and receive reports from your electricians on the go. Incorporating field service management in your electrical business enables you to run your business operations smoothly.

Below are some of the benefits of using FieldElite field service management software.

Increased Efficiency

Improved efficiency is the number one benefit electricians can get from field service management software. With FieldElite, electricians can accept jobs while in the field and add attachments together with client signatures using their smartphones or tablets. From the field management software, they can get information on the optimal route to the site, the tools required for the job, the service history of the customer, and contractual commitments.

Managing and scheduling tasks on FieldElite are just a few clicks away for office-based operators. That means reduced travel times and delays that often cripple workforce management.

Improved Professionalism

FieldElite field management software gives you a professional edge over your competitors. With this field management software, you can store all your business-related information in a central place. Therefore, each of your electricians can access the data from anywhere using their smartphone or tablet installed with the FieldElite mobile application. As such, there?s no breach in communication, and that means the electricians will get the scheduled tasks on time. Building such relationships with your team in the field encourages teamwork and motivates each team member to play their part. Again, since you can monitor what’s going on in the field, you can address the issues raised by your electricians or customers as soon as possible.

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 them in time. With FieldElite field service management software, electricians receive notifications and details about tasks assigned to them via the FieldElite mobile app.

On the other hand, office-based staff can access the report with the details of the job once the electrician completes the given task. This implies that both the electricians and the office-based operators can get communication instantly, enabling them to see and manage their workloads. Individual electricians can close jobs on-site and proceed to the next task without having to do paperwork reporting. For this reason, electricians can complete multiple tasks within a short time, which improves their overall productivity.

High Accuracy

With FieldElite field service management software, missing data or incomplete information is a thing of the past. Electricians no longer have to deal with paperwork, which can be daunting and time-consuming, yet with a million and one errors. With FieldElite advanced mobile features, all field service processes and operations are automated. The electricians are left with quite little to do, and that minimises data entry errors.

Because the managers get real-time updates from the field techs, they can accurately maintain and track the field processes. With FieldElite mobile features, managers can get information regarding the job status, the actual time of arrival, and the time taken to complete the task. With such updates, the electricians are better placed to do the job well without wasting much time, thus improving their overall productivity.

Improved Co-ordination With The Team

Apart from improving the productivity of the electricians, FieldElite improves coordination with the entire management team. For instance, an electrician can be assigned new tasks within the same area where they’re currently assigned instead of sending another to complete a task in that same place. FieldElite makes this possible by always capturing the current location and job status.

Whenever a new request is made in an area, FieldElite first checks the database to confirm if there is an electrician already assigned in that area. If the status of the ongoing assignment is complete or almost complete and the new task request can wait for the remaining time, the electrician in the field would be assigned the new task. By doing so, the business saves on cost and time and minimises movements.

Improved Customer Satisfaction

As an electrician, you’ll only be satisfied if the service you offer makes the customer happy. Apart from fixing their wiring problems, they?d be happy if you responded quickly to their request. This is only made possible with field service management software. With FieldElite, managers can notify the electricians on the service requests in their respective areas, allowing them to respond to the call within a very short time. Not only does this give you some level of satisfaction as the business owner but it’s also a win for the company.

Make your field work-flow better with FieldElite, and improve the productivity of your electricians. With FieldElite releasing regular and timely updates, users aren’t left behind whenever there are changes in the field service industry. The updates introduce new features and capture new standards to ensure that you get the best experience with the software at all times.