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.

Check our similar posts

IT Security and the Threats from Within

When the economy makes a downturn, companies, then eventually, employees suffer. Now, I’m sure you’re wary of frustrated laid-off employees stealing valuable data. Who knows? That information might end up in the hands of your competitors. Then as if that threat weren’t enough, there may be jobless IT specialists who turn to rogue activities either to earn a quick buck or simply out of lack of anything productive to do.

That’s not all, as we’ve got more news for you. When we think of IT Security, what instantly comes to mind are hackers and acts laced with mal-intent. However, a recent worldwide survey on IT security showed organisations were more inclined to expect data leakage as a result of accidental exposure by employees (45%) than of anything maliciously performed by an external entity (15%).

If you’re not aware of this, you’ll be focusing your spending on protection against incoming attacks while exposing your innards through accidental leakages. Our solution? While we’ll naturally provide your data with protection from outside threats, we’ll also put special attention in protecting it from the inside.

The defences we’ll put up include:

  • Data Loss Prevention
  • Network Security
  • Firewalls
  • Malware
  • Authentication and Access Control
  • Mobile Security
  • Forensics
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!

How the Dodd-Frank Act affects Investment Banking

The regulatory reform known as the Dodd-Frank Act has been hailed as the most revolutionary, comprehensive financial policy implemented in the United States since the years of the Great Depression. Created to protect consumers and investors, the Dodd-Frank Act is made up of a set of regulations and restrictions overseen by a number of specific government departments. As a result of this continuous scrutiny, banks and financial institutions are now subject to more-stringent accountability and full-disclosure transparency in all transactions.

The Dodd-Frank Act was also created to keep checks and balances on mega-giant financial firms that were considered too big to crash or default. This was especially deemed crucial after the collapse of the powerhouse financial institution Lehman Brothers in 2008. The intended result is to bring an end to the recent rash of bailouts that have plagued the U.S. financial system.

Additionally, the Dodd-Frank Act was created to protect consumers from unethical, abusive practices in the financial services industry. In recent years, reports of many of these abuses have centered around unethical lending practices and astronomically-high interest rates from mortgage lenders and banks.

Originally created by Representative Barney Frank, Senator Chris Dodd and Senator Dick Durbin, the Dodd-Frank Wall Street Reform and Consumer Protection Act, as it is officially called, originated as a response to the problems and financial abuses that had been exposed during the nation’s economic recession, which began to worsen in 2008. The bill was signed into law and enacted by President Obama on July 21, 2010.

Although it may seem complicated, the Dodd-Frank Act can be more easily comprehended if broken down to its most essential points, especially the points that most affect investment banking. Here are some of the component acts within the Dodd-Frank Act that directly involve regulation for investment banks and lending institutions:

* Financial Stability Oversight Council (FSOC): The FSOC is a committee of nine member departments, including the Securities and Exchange Commission, the Federal Reserve and the Consumer Financial Protection Bureau. With the Treasury Secretary as chairman, the FSOC determines whether or not a bank is getting too big. If it is, the Federal Reserve can request that a bank increase its reserve requirement, which is made up of funds in reserve that aren’t being used for business or lending costs. The FSOC also has contingencies for banks in case they become insolvent in any way.

? The Volcker Rule: The Volcker Rule bans banks from investing, owning or trading any funds for their own profit. This includes sponsoring hedge funds, maintaining private equity funds, and any other sort of similar trading or investing. As an exception, banks will still be allowed to do trading under certain conditions, such as currency trading to circulate and offset their own foreign currency holdings. The primary purpose of the Volcker Rule is to prohibit banks from trading for their own financial gain, rather than trading for the benefit of their clients. The Volcker Rule also serves to prohibit banks from putting their own capital in high-risk investments, particularly since the government is guaranteeing all of their deposits. For the next two years, the government has given banks a grace period to restructure their own funding system so as to comply with this rule.

? Commodity Futures Trading Commission (CFTC): The CFTC regulates derivative trades and requires them to be made in public. Derivative trades, such as credit default swaps, are regularly transacted among financial institutions, but the new regulation insures that all such trades must now be done under full disclosure.

? Consumer Financial Protection Bureau (CFPB): The CFPB was created to protect customers and consumers from unscrupulous, unethical business practices by banks and other financial institutions. One way the CFPB works is by providing a toll-free hotline for consumers with questions about mortgage loans and other credit and lending issues. The 24- hour hotline also allows consumers to report any problems they have with specific financial services and institutions.

? Whistle-Blowing Provision: As part of its plan to eradicate corrupt insider trading practices, the Dodd-Frank Act has a proviso allowing anyone with information about these types of violations to come forward. Consumers can report these irregularities directly to the government, and may be eligible to receive a financial reward for doing so.

Critics of the Dodd-Frank Act feel that these regulations are too harsh, and speculate that the enactment of these restrictions will only serve to send more business to European investment banks. Nevertheless, there is general agreement that the Dodd-Frank Act became necessary because of the unscrupulous behaviour of the financial institutions themselves. Although these irregular and ultimately unethical practices resulted in the downfall of some institutions, others survived or were bailed out at the government’s expense.

Because of these factors, there was more than the usual bi-partisan support for the Dodd-Frank Act. As a means of checks and balances, the hope is that the new regulations will make the world of investment banking a safer place for the consumer.

Contact Us

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

Ready to work with Denizon?