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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5 Ways To Grow Your Business | How Field Service Management Software Helps

Building up any business is already hard, more so when it involves providing field services.

A field service business owner has to manage the usual tasks, like scheduling jobs efficiently or inventory checks, and you have to do it while your employees are scattered about on various locations.

It’s the reason FieldElite was created, to provide companies with a much better way to manage and monitor their field workers.

Aside from effective management for your workforce on the move, field service management software can also help your business grow.

5 Ways Using Field Service Management Software Grows Your Business

1. Management Integration

You replace manual field service processes. If your business also uses other management apps, like CRM, payroll, industry-specific software, etc., make sure to integrate them with your chosen field service management software.?

Make those software work side-by-side with your field service management app to achieve streamlined business management.

Integration also removes the possibility of duplicate input on the regular system used and your field service management software, maximising your efficiency and business growth.

2. Improved Tracking

Utilising a field service management software gives you better tracking of every aspect of your field service business.

  • Track your inventory numbers in real-time ? know exactly how much stock is on hand for parts, and when it’s time to order more
  • Constant updates on Key Performance Indicators ? ensure your business is running smoothly
  • First-time fix rates tracking ? avoid wrong rate application
  • Monitor your technician?s performance ? ensuring quality work, in turn, profit.

Grow your business by having improved tracking on meaningful data and analytics produced from your field service management software.

3. Cost Cutting

Cutting costs can improve your bottom line and a lot of businesses turn to laying off technicians to cut costs. With a field service management software, there?s no need to go this route.

You cut costs through no manual processes needing to be completed. No need to hire back-office staff to field service calls or produce paperwork orders.

Your field service software should have all your automated needs met for efficient field job management.

An example of cost-cutting using field service app:

Track how much your technicians drive and find alternate routes for them to take.

  • Reduce gas expenses
  • Reduce repair bills for the truck
  • Finding better alternate routes can give more time to get to more jobs
  • Increased efficiency for the field technician

4.? Mobile Adaptability

Field service companies are focusing on mobility to grow their business. With a field service management software, technicians have on hand the tools and information needed to complete their job.

Field technicians can utilise the following field service software features:

  • Limit how much time they spend completing administrative work with the automated work-order management
  • Complete checklists on their mobile device and follow step-by-step instructions
  • Check service history
  • Close job orders/calls, collect signatures and start the invoice process

With a mobile app, technicians can complete a call faster, increasing the number of job order scheduled each day, giving additional revenue and that helps to grow your business.

5. Automation

What good is a field service management software without automated features??

Automation, in any industry, is an important factor in managing and growing your business.

Here are some examples of automation features and tools that your software needs in field service:

  • Create and convert quotations into work orders
  • Schedule/Reschedule jobs
  • Accept jobs in the field
  • Convert jobs into invoices
  • Preventative maintenance service
  • Customer updates
  • Automated job reports

Business Growth with your Field Service Management Software

Field service management software is growing businesses through automation, tracking and workflow management.

Your operation can run smarter and more efficiently, all while empowering your field technicians to do their job smoothly.

If you haven’t turned to a field service management software yet, you’re missing out on chances to grow your business.

Check out FieldElite to help grow your field service business today!

Big Energy Data Management

Recent times have seen the advent of cloud based services and solutions where energy data is being stored in the cloud and being accessed from anywhere, anytime through remote mobile devices. This has been made possible by web-based systems that can usually bring real-time meter-data into clear view allowing for proactive business and facility management decisions. Some web based systems may even support multi utility metering points and come in handy for businesses operating multiple sites.

Whereas all this has been made possible by increased use of smart devices/ intelligent energy devices that capture data at more regular intervals; the challenge facing businesses is how to transform the large data/big volume of data into insights and action plans that would translate into increased performance in terms of increased energy efficiency or power reliability.

A solution to this dilemma facing businesses that do not know how to process big energy data, may lie in energy management software. Energy management software?s have the capability to analyse energy consumption for, electricity, gas, water, heat, renewables and oil. They enable users to track consumption for different sources so that consumers are able to identify areas of inefficiency and where they can reduce energy consumption, Energy software also helps in analytics and reporting. The analytics and reporting features that come with energy software are usually able to:

? Generate charts and graphs ? some software?s give you an option to select from different graphs

? Do graphical comparisons e.g. generate graphs of the seasonal average for the same season and day type

? Generate reports that are highly customisable

While choosing from the wide range of software available, it is important for businesses to consider software that has the capacity to support their data volume, software that can support the frequency with which their data is captured and support the data accuracy or reliability.

Energy software alone may not make the magic happen. Businesses may need to invest in trained human resources in order to realise the best value from their big energy data. Experts in energy management would then apply human expertise to leverage the data and analyse it with proficiency to make it meaningful to one?s business.

New Focus on Monitoring Soil

There is nothing new about monitoring soil in arid conditions. South Africa and Israel have been doing it for decades. However climate change has increased its urgency as the world comes to terms with pressure on the food chain. Denizon decided to explore trends at the macro first world level and the micro third world one.

In America, the Coordinated National Soil Moisture Network is going ahead with plans to create a database of federal and state monitoring networks and numerical modelling techniques, with an eye on soil-moisture database integration. This is a component of the National Drought Resilience Partnership that slots into Barrack Obama?s Climate Action Plan.

This far-reaching program reaches into every corner of American life to address the twin scourges of droughts and inundation, and the agency director has called it ?probably ?… one of the most innovative inter-agency tools on the planet?. The pilot project involving remote moisture sensing and satellite observation targets Oklahoma, North Texas and surrounding areas.

Africa has similar needs but lacks America?s financial muscle. Princeton University ecohydrologist Kelly Caylor is bridging the gap in Kenya and Zambia by using cell phone technology to transmit ecodata collected by low-cost ?pulsepods?.

He deploys the pods about the size of smoke alarms to measure plants and their environment.?Aspects include soil moisture to estimate how much water they are using, and sunlight to approximate the rate of photosynthesis. Each pod holds seven to eight sensors, can operate on or above the ground, and transmits the data via sms.

While the system is working well at academic level, there is more to do before the information is useful to subsistence rural farmers living from hand to mouth. The raw data stream requires interpretation and the analysis must come through trusted channels most likely to be the government and tribal chiefs. Kelly Caylor cites the example of a sick child. The temperature reading has no use until a trusted source interprets it.

He has a vision of climate-smart agriculture where tradition gives way to global warming. He involves local farmers in his research by enrolling them when he places pods, and asking them to sms weekly weather reports to him that he correlates with the sensor data. As trust builds, he hopes to help them choose more climate-friendly crops and learn how to reallocate labour as seasons change.

Ready to work with Denizon?