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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Strategy and Portfolio Management

 

A well planned strategy is the necessary bridge between brilliant leadership and excellent execution. Without it, your entire organisation cannot hope to respond quickly and effectively to challenges and changes within the landscape on which it operates.

Strategic planning involves identifying objectives, understanding what resources are needed to attain them, and then allocating the resources to the appropriate units to ensure they are used optimally towards the achievement of desired objectives. Among the end results which can be reflected by your team members are:

  1. Deeper understanding of the competitive environment;
  2. Snappy execution of plans;
  3. Faster, more aligned actions; and
  4. More intelligent and apt responses against strategic moves of the competition.

We understand the need to institute strategic management in such a way that your organisation can easily adapt to unforeseen developments. As such, all our solutions are formulated to make your organisation not only well-guided but also as dynamic as possible.

Strategy Formulation

Before you can proceed to map out any strategy for your company, you’ll have to study your company’s current environment. This will help you determine what courses of action should be taken to be able to navigate through such environment on your way to the end goal.

If you’re not a full time strategist, such a task can either be very daunting or deceivingly easy… the former can prevent your team from getting started, while the latter can lead your team astray.

Ideally, strategy formulation should be carried out as quickly and as efficiently as possible so you can move on to implementation before the competition can react. Our methods can enable your leaders to hit the ground running each time they set out on a strategic plan.

How?

  • We can assist in accurately applying strategic tools like SWOT and Gap analysis, then help integrate the results into an effective strategic plan.
  • We’ll train your team how to carry out effective research techniques so that the information they gather will really be what we need. This is because the tools mentioned earlier can only work effectively if the inputs were picked intelligently. Of course, if you want the entire process expedited, we can also conduct the research ourselves.
  • We’ll establish best practices for top-down, bottom-up, and collaborative strategic management processes. We’ll even show you how to organise and hold meetings where team members are constantly engaged and in-sync, so action plans can be developed and relayed fast.
  • We’ll see to it that strategies for all functional departments (such as IT management, supply-chain, HR, marketing, and legal) are in line with your business strategies, which should in, turn be aligned with your overall corporate strategy.

Strategy Evaluation

Your strategies have to be periodically assessed if you want to determine whether they are attuned to variations affecting your organisation. These changes may include new technologies, emerging competitors, new opportunities, as well as unexpected developments in the economic environment and political climate.

While no time limit is imposed for the build-up of resources vital to the attainment of a specific objective, the window of opportunity can shut on you before you can start amassing such resources. Given this possibility, it is important for your strategies to undergo evaluation processes that will determine whether you should pursue them or not.

Using only the most reliable evaluation techniques, we’ll help you establish whether:

  • Your strategies will place your company in a position that will give it competitive advantage or will erode whatever advantage the competition already has;
  • Your strategies are consistent with the landscape on which your company currently traverses;
  • They are realistic enough in relation to the resources you have on hand;
  • The associated risks have all been identified and the appropriate control measures have already been put in place;
  • The time frames for their full realisation are both realistic and acceptable.

Portfolio Management

In today’s highly competitive market, many of the more successful enterprises are driven by project-based systems.

Now, there’s always a tendency for project managers to become overenthusiastic and to come up with a number of projects that can’t be sustained by available resources. If your project-based company frequently runs out of resources, then either you just have too many projects running or too much is being allocated to a select few.

In both instances, the problem does not necessarily lie on the individual project managers themselves. Rather, what is needed is the ability to have full control over existing projects and investments.

Your leadership should be able to rank projects in terms of their impact to your organisation’s growth, positioning, and profitability. This will give you sufficient information when deciding which projects to pursue, prioritise, or shut down. These are the benefits you’ll gain from our services:

  • A vivid presentation of the big picture. Only when you can step back from all the detail and see the interplay of investments and resources will you be able to make wise decisions regarding how and where to position them.
  • The ability to distinguish between projects with the highest potentials and those that are outdated.
  • Access to expertise that will help you distribute your present IT infrastructure, human resources, financial resources, and facilities across running projects to obtain the biggest benefits for all stakeholders.

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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.

Convert visits to sales to repeat purchases

The moment you start seeing more than a thousand unique visitors in just one day, we won’t be surprised if you’d be grinning ear to ear the entire week. But when weeks turn into months, you’ll then remember why you started off on this venture in the first place … and it wasn’t about just owning an immensely popular website.

People, like you, who’ve chosen to invest in eCommerce were most likely thinking along the lines of great ROI, revenues, and profits. Now that you have thousands of visitors, how would you like to have, say for a start, 1% of them buying the products on your site?

You know more about your own product prices; you do the math. But what might really interest you is that a slight change in that 1% conversion rate can already spell a big difference in your profits. Now imagine bringing that 1% up to at least 10%. That’s possible, but not if you simply rely on guesswork.

We rely on tests applicable to complex multi-variable systems, just like today’s typical eCommerce websites, in determining which combination of copy text, landing page images, form layouts, and background colours generate higher conversion rates.

Here’s how we’ll convert your visitors into buyers:

  • We’ll conduct A/B or even multivariate tests on your eCommerce website, thus eliminating guesswork in determining how to increase those conversion rates.
  • We’ll perform on-site and off-site web analytics to gain a deeper understanding of web usage to aid in our optimisation operations.
  • Through our expertise in copywriting, graphics and web designing, UI designing, and website QA, we can enhance and fine tune your site to give each visitor a uniquely engaging browsing experience.
  • We can also integrate CRM (Customer Relationship Management) systems so that you’ll have the technical advantage to turn one-time buyers into repeat customers.

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