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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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

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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Energy Management Tips

Energy management is of interest to various stakeholders; be it heads of facilities, heads of procurement, heads of environment and sustainability, financial officers, renewable energy managers and heads of energy. Some of the energy management tips that can be used to achieve considerable energy savings are:

1) Purchasing energy supplies at the lowest possible price

2) Managing energy use at peak efficiency

3) Utilising the most appropriate technology

1. Purchasing energy supplies at the lowest possible price
Purchasing energy supplies at the lowest possible price could be the starting point to great savings of energy costs. This can be achieved through switching your energy supplier. It is always advisable for companies to always take time to compare the energy tariffs to ensure they are on the best tariff and make great savings.

2. Managing energy use at peak efficiency

(a) Free help

There are some online tools that offer energy-efficiency improvements. These could come in handy in helping someone find out where to make energy-efficiency improvements.

(b) Energy monitors

An energy monitor is a gadget that estimate in real time how much energy you’re using. This can help one see where to cut back on energy consumption.

(c) Turning down thermostats

Turning down radiators especially in rooms that are rarely used/empty rooms or programming the heating to turn off when no one is there can go a long way in saving energy and energy costs.

(d) Use energy saving bulbs

Use of energy-saving light bulbs can cut down on energy usage drastically. Replacing all the light bulbs with energy-saving ones could make significant savings on energy usage and replacement costs since energy saving bulbs also have a longer life.

(e) Switching off unnecessary lights

It is also important to switch off lights that are not in use and to use the best bulb for the size of room.

(f) Sealing all heat escape routes

It is recommended that all gaps should be sealed in order to stop heat from escaping. Some of the heat escape routes are: windows, doors, chimneys and fireplaces, floorboards and skirting and loft hatches. The ways through which this can be achieved are:

? Windows- use of draught-proofing strips around the frame, brush strips work better for sash windows

? Doors – use of draught-proofing strips for gaps around the edges and brush or hinged-flap draught excluders on the bottom of doors

? Chimney and fireplace – inflatable cushions can be used to block the chimney or fit a cap over the chimney pot on fireplaces that are not used often

? Floorboards and skirting – Using a flexible silicon-based filler to fill the gaps

? Loft hatches – the use of draught-proofing strips can help to prevent hot air escaping
It is also important to consider smaller holes of air such as keyholes and letterboxes.

3. Utilising the most appropriate technology
Utilisation of technology as an energy management tool can be by way of choosing more energy efficient gadgets and by way of running technological gadgets in an energy efficient manner.

Authentication and Access Control

Threats to your data can come from external or internal sources.

  1. There are individuals who don’t have the authorisation but are driven by malicious intentions to gain access to certain information. This may refer to individuals who already belong to your organisation (but don’t have the necessary access rights) as well as those who don’t.
  2. There are individuals who have both the authorisation and, unfortunately, the malicious intentions over certain information.
  3. Finally, there are individuals who have the authorisation, no malicious intentions, but have accidentally exposed the information in question to those without the proper authority.

While curbing threats 2 and 3 would require other methods, threat #1 can be countered if the right authentication and access control systems are in place.

Here’s what we can do for you:

  • Work with your key personnel to determine who gets access to what.
  • Help you decide whether a single factor or a two-factor authentication (2FA) is appropriate for your organisation and recommend which factors are most suitable. Login methods may include but are not limited to the following:
    • biometric devices
    • Kerberos tickets
    • mobile phones
    • passwords
    • PKI certificates
    • proximity cards
    • smart cards
    • tokens
  • Install the necessary infrastructure needed for the factors chosen. For instance, if you opt to use biometrics, then biometric scanners will be installed. We’ll make sure that the authentication terminals are situated in places where achieving optimal traffic and work flow has been taken into consideration.

Other defences we’re capable of putting up include:

Ready to work with Denizon?