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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Proactive Preventative Maintenance: How IoT and Field Service Management Software Helps

FieldElite, our mobile workforce management software, has been key to several industries? return on investment. Whether it’s for plumbing, electrical, property management, cleaning, and maintenance, FieldElite has provided data centralisation for efficient management of these business activities.

Field service management software is important to utilise current workload, and also helps resolve future issues. We’re talking about a proactive approach to preventative maintenance.

How exactly do field service managements help in preventative maintenance?

The answer lies in how field service management is interlinked with IoT in predicting future jobs for the mobile service industry.

What is IoT?

Simply put, the Internet of Things (IoT) is a network of devices and sensors connected to the internet. These ?things? (e.g. your smartphone or smartwatch) enable data to be sent and be received without human intervention.

Fundamentally, IoT is about devices being connected to the internet to allow remote monitoring.

For many years now, remote monitoring for IT infrastructure has been widely used.

What’s new that we’re experiencing right now is even the smallest devices ? individual light bulbs and sensors ? can have a network and internet connection, allowing entire systems to be monitored in great detail.

Implementing IoT and accessing data can be challenging for most service organisations. However, when combined with predictive analytics and field management software, it can have a huge potential impact on individual businesses and the service industry as a whole.

What is Preventative Maintenance?

Preventive maintenance refers to regular, routine maintenance to help keep equipment up and running, preventing any unplanned downtime and expensive costs from unanticipated equipment failure.

The goal of preventative maintenance is to decrease the likelihood of a machine or an equipment’s failure by performing regular maintenance.

Preventative management can be very complex, especially for companies with a fleet of equipment or customers. It requires careful planning and scheduling of maintenance on equipment before there is an actual problem.

Also, preventive maintenance is evolving. It’s not just about scheduling the same work every month to prevent failure anymore. Today, working smarter with better information about equipment conditions is critical to ensure maintenance is effective.

That’s where IoT and field service management software, like FieldElite, comes in. Together, they organise and carry out preventive maintenance needs for service industries.

How IoT and FieldElite Helps in Preventative Maintenance

With FieldElite and IoT technology, you get the best in preventive maintenance management.

Evaluation of equipment or machines ? the condition of machines or equipment is evaluated in order to predict when maintenance needs to be performed.
Automated work order ? automated time-based work order creation
Full condition-based plans allows you to do the following:
- Right-size your maintenance work
- Lower costs
- Extend the life of your or customer?s assets

Quicker reporting ? due to its efficient and automated nature, IoT and field service management software can reduce a field technician?s average report time from two weeks to two days, therefore boosting your cash flow!

That’s the most important result a mobile service management software can produce (in connection with preventative maintenance). It’s cost-saving! This can be achieved over routine or time-based preventive maintenance, as tasks are only performed when they are needed.

The Internet of Things (IoT) and field service management software is changing field service as we know it.

Companies who adapt and utilise these technologies will benefit the most from the resulting competitive advantage of preventative maintenance.

Start elevating every field service experience now!

Our field service software, FieldElite helps you:

Accepts jobs in the field
Automate appointment scheduling
Manage scheduled jobs
Get real-time visibility into all operations
Have a clear and easy viewing of job locations
Resolve field service calls faster
Enable mobile workers to get the job done right
Keep customers updated at every step
Create quotations and accept payments
Analyse efficient reports from field technicians
Helps in proper preventative maintenance management.

Learn how to schedule jobs to field workers with ease. Check out FieldElite!

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Understanding Carbon Emissions

Carbon emission is one of the hottest issues in the world of energy and environment today. While it is supposedly an essential component of the ecosystem, it has already become a large contributing factor to climate change. Carbon emission might be good but abuse of this natural process has made it harmful to people across the globe.

This series of articles aims to help people understand the intricacies of carbon emission and what society can do to efficiently manage this natural occurrence.

Natural Carbon Cycle

Two important elements in the carbon cycle are carbon, which is present in every living thing all over the world; and oxygen, which is found in the air that people breathe. When these two bond together, they create a colourless and odourless greenhouse gas known as carbon dioxide, which is then crucial to trapping infrared radiation heat in the atmosphere and also for weathering rocks.

Carbon is not only found in the atmosphere of the earth. It is also an element found in oceans, plants, coal deposits, oil and natural gas from deep down the earth?s core. Through the carbon cycle, carbon moves naturally from one portion of the earth to another. Looking at this scenario, one can see that the natural carbon cycle is a healthy way to release carbon dioxide into the air in order to be absorbed again by trees and plants.

Altered Carbon Cycle

The natural circulation of carbon among the atmosphere is vital to humankind. However, studies show that humans misuse this natural cycle and abuse it instead. Whenever people burn fossil fuels such as coal, oil and natural gas, they produce carbon dioxide ? which is an excess addition to the natural flow of carbon in the environment. The problem is that the release of carbon dioxide is much more than what plants and trees can re-absorb. People are not only adding CO₂to the atmosphere, they are also influencing the ability of natural sinks, such as forests, to remove it from the atmosphere. Humans alter the carbon cycle by contributing doubled or tripled greenhouse gas to the atmosphere, faster than nature can ever eliminate. Worst, nature?s balance is destroyed.

The Result

Greenhouse gases include carbon dioxide, methane, nitrous oxide, fluorinated gas and other gases. Although these gasses contribute to climate change, carbon dioxide is the largest greenhouse gas that humans emit. The reason why people talk about carbon emissions most, is because we produce more carbon dioxide than any other greenhouse gas.

The increasing amount of carbon emissions cause global warming to become more evident. All the extra carbon dioxide causes the earth?s overall temperature to rise as well. As the temperature increases, climate also changes unpredictably. Flood, droughts, heat waves and hurricanes are now widely experienced even in places where these phenomenon never used to happen.

To be able to reduce the risk of more severe weather conditions means burning less fossil fuels and shifting more to renewable sources. This is never easy. But, definitely, it’s worth a try.

Top 10 Benefits of Using Field Service Automation Software

Just how much wastage is witnessed in your operations? Each morning your technicians report to work, they receive the day?s schedule, go through the inventory for the parts and tools that will be required, collect and fill the paperwork, before finally hitting the road- translating to hours of manual organisation. What of the information they need when they are at the site? Are they carrying around bulky files on each individual customer? Your field technicians are also responsible for lots of the equipment being handled- and you want to keep a tab on it all- knowing what is being worked on, when it is happening, how long it takes, and the materials that have been used. Dealing with all this on your end through loads of Excel sheets, calculating and updating time logs, and ticking off the inventory- it can be a strain. Field Service Automation Software comes in to handle it all- from the scheduling and tracking, to inventory control and invoicing- all on the same platform.

Eliminating the Paperwork and Optimising Your Operations

There has been a surge in demand for all-in-one Field Service Management (FSM) solutions. They leverage the power of mobile technology, cloud computing and social collaboration to boost the efficiency of field services. In fact, the FSM market is growing at rates never seen before, if the recent statistics are anything to go by. According to the latest estimates, it is worth $3.5 billion and is expected to hit $5.9 billion by 2024.

It’s understandable why this is happening. Technology is advancing, and we all know it’s every entrepreneur?s dream to optimise the use of the available resources while guaranteeing customer satisfaction. If technology can deliver this through automation, why not? Every business now wants to automate things, and the focus is to maximise resource output. You should, therefore, not be surprised to see the FSM software industry booming. If you just considered the field service industry, you’ll realise that there are so many software applications to help with service automation, whether full or partial.

A good example is FieldElite, which helps with the management of field workers. From your desktop or the palm of your hands, on a tablet or smartphone, you can take full control of your field workers, manage scheduled jobs, and use maps to manage work assignments for the already dispatched field workers. Not only does FieldElite help you handle tasks in an accountable manner but also provides options for accounting and reports, all managed in an easy to use dashboard.

10 Benefits Field Service Automation Software Brings On Board

Why would organisations need to invest in a Workforce management app? Below are some of the key benefits of using a Field Service Management software:

1. Cut down the down-time and make every minute count

From scheduling your operations, mapping out preferred routes, dispatching the service team, to staying connected with them throughout the tasks, you get to improve worker efficiency with field service software like FieldElite.

Most FSM software programs allow the administrator to send tasks directly to the field worker?s mobile. More often than not, the FSM software provides vital information, including service history, optimal route to the site, the tools required, and contact numbers, among other details.

This improves efficiency by ensuring that the client’s needs are taken care of promptly. Where it’s about machine maintenance, the downtime would be as short as possible.

2. Enhance professionalism and boost your brand image

FSM software programs are known for ensuring professionalism in the manner in which business activities are conducted. Of course, professionalism is attained through several factors, including working with a team of professionals. Such a team, using FSM software, results in enhanced efficiency and excellence.

A field service software like FieldElite helps you to consolidate all your business information into a single central database. With different access levels, your employees will access only as much information as is relevant to their respective duties.

An FSM software is ideal because the stored information can be accessed from any location, meaning field workers can pick new tasks while in the field, provided they’ve got the requisite tools. Instead of having to come back to the office, the employee would access all the information and execute the necessary task.

3. Resource Optimisation with Real-time Field Service Automation Software

Resource optimisation is one of the key determinants of a company?s profitability. While businesses vary in size and purpose, they all share one thing in common ? the desire to increase productivity while ensuring the optimal usage of resources.

Besides productivity, field service software also allows for efficient utilisation of the available resources to cut down on costs.

4. Stay connected with all your crew- and coordinate them better

FSM software facilitates improved coordination with the workforce. The software streamlines the management of the entire field service life cycle, ranging from labour to work orders, returns, contracts, warranties, and equipment.

The idea is to bring all the company?s field-related operations to a central point. And now, with easy data accessibility from a central platform, improved coordination is easily achievable.

5. Get accurate data and make well-informed decisions every step of the way

Adopting the field service management software is more than just a way to improve efficiency. It goes a long way towards improving a company?s accuracy. When a field service management software is used to trace a company?s activities, all the tasks are tracked on the mobile device, keeping the managers informed of every step.

Besides, the technicians also have a free reign to record the diagnostics, quality information, test results, and the parts consumed. All the information can be captured using text, audio, videos, and still photos. This guarantees minimal to no instances of data manipulation.

6. Improve Customer Satisfaction: Win Their Loyalty

Field service management software improves customer satisfaction. How does that happen? Well, using a field service software like FieldElite allows for quick response to customer queries. If there?s one thing that quickly turns your customers off, it’s delayed response to their requests. With the field service management software, however, you can respond to such requests quickly and effortlessly.

Moreover, your customers can also track the service engineer to ensure they’re well informed of any anticipated delays. With quick response time, customer machines have more reliable up-time, which is the desire of every client.

7. Flexibility ? because no one likes being tied down

If there?s one thing that customers like when dealing with a company, it’s flexibility. Instinctively, customers will always want different options to choose from when using a service without appearing to be confined to one provision. Having limited options would also appear boring.

To this extent, it would be wiser to adopt advanced FSM software. Advanced FSM software is compatible with mobile phones, meaning users can easily manage their tasks from isolated locations. FSM software can either be device-agnostic or device-specific. The device-specific type supports Android, Windows, and Apple iOS. This guarantees mobile-friendly tasks where users can easily manage the assignments via mobile application.

8. Store client history in secure cloud-based FSM software

Software like FieldElite stores client history precisely. All the past data, including order history, are stored separately and accurately. In so doing, the field technician gets easy access to the tools, specifications, and technician instructions that aid them in their operations. The result is increased productivity and on-time service delivery.

9. Asset Management and Inventory Control

Naturally, companies offering different repair services have plenty of assets to store. Accordingly, retrieving a specific part out of the large collection would be daunting.

With a field service application like FieldElite, the staff members can track down all the products effortlessly using the GPS. Furthermore, the FSM software ensures excellent maintenance of assets.

10. Improve oversight of field workers ? and keep them in the loop

The FSM software comes with many useful tools, including a built-in GPS tracker. The GPS tracker oversees the operations of the on-field workers, providing precise details about their geographical location, actual arrival time, and most importantly, the distance from the job site.

While this might not be useful at all times, it comes in handy when you need to assign an urgent task to the nearby technician. Call it a classic example of dynamic scheduling.

Final Thoughts

With so much at stake, it’s increasingly compelling to include the Field Service Management Software in your business. With every industry moving towards automation, your business cannot afford to lag.

Quick and efficient service delivery through FSM software may be the difference between you and your competitors.

The FSM software is no longer the cherry on the cake but a must-have tool for your survival in the highly competitive market.