A Lifetime of Analytics

At the end of the year, I tend to reflect back on what I have done or not done.  It occurred to me that 2023 will be my 35th year using ACL Analytics (Galvanize, Diligent) on a daily basis. Throughout the years I have had many failures and successes. I have learned from identifying lessons-learned when things worked and even more importantly when they did not. I also took responsibility…

December 27, 2022
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Audit: Developing a Continuous Monitoring Program for use by Management

I was fortunate it my early career by a forward-thinking manager. Back in 1990, my manager allowed me to explore the notion of data analytics to support audit. The manager also had the view that the analytics developed for the audit (e.g., AP analytics) should be handed over to management for their use (e.g., AP manager does continuous monitoring). So, I began my analytics career with the notion that analytics…

October 13, 2022
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Generic Approach to Data Analysis for Audit

After years and years of mistakes, missteps, or invalid analysis, I have developed a series of steps that can reduce the likelihood or errors and increase the success of analytics for audit purpose. The first step is to ensure that you understand the goals and objectives of the audit.  Then the following steps should be performed: Based upon the audit objectives and risks, and mitigating controls identify analytics that will…

September 5, 2022
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Data Analysis and Data Integrity – part #2

Part #1 looked at why assessing data integrity is an important, value-added activity that supports management decision making.  Part #2 examines things you can do to improve the integrity of the data and your analytic results.  While I will be looking at data integrity primarily from a data analytics perspective, it is important to recognize that many people play a role in the integrity of data.  Ensuring data integrity is…

August 19, 2022
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Duplicates Invoices – Root Cause Analysis

Cost recovery firms make millions of dollars identifying and recovering duplicate payments.  They often have well developed analytics that can identify duplicate payments while reducing the number of false positives.  You will pay 25-50% but you are getting money back, so it feels like a win-win.  However, there are two things to keep in mind: 1) they go after the low hanging fruit and the largest possible duplicates; and 2)…

June 10, 2022
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Better Audit Reports

Here are my top eight best practices for creating better internal audit reports that hit the mark: Audit Objective: ensure that the audit objective addresses the risks to the goals and objectives of the organization.  It should drive the risk identification and assessment; and be a foundation for the audit workplan and the conduct of the audit.  And ultimately, is it the statement upon which the audit concludes. Audit Workplan:…

April 24, 2022
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Audit Finding Attribute: Recommendation

This is the seventh in a series of articles on data analytics and internal audit. This article looks at the audit finding statement: recommendation. The focus will be on the use of data analytics to assist you in determining the recommendation. In simple terms, the recommendation is the action that management should take – putting in a control, changing a business process, etc.  If the other components of the finding…

April 4, 2022
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Audit Finding Attribute: Impact

This is the sixth in a series of articles on data analytics and internal audit. This article looks at the audit finding statement: Impact. The focus will be on the use of data analytics to assist you in determining the impact of what was observed (the condition) and to support the recommendation. In simple terms, the impact answers the ‘why should I care.’  What is the impact of controls failing…

March 21, 2022
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Audit Finding Attribute: Cause

This is the fifth in a series of articles on data analytics and internal audit. This article looks at the audit finding statement: Cause. The focus will be on the use of data analytics to assist you in determining the cause of what was observed (the condition) and to support the development of the recommendation. In simple terms, the cause answers the ‘why.’  Why are controls failing to prevent and/or…

March 9, 2022
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Audit Finding Attribute: Condition

This is the fourth in a series of articles on data analytics and internal audit. This article looks at the audit finding statement: Condition. The focus will be on the use of data analytics and how the condition supports the development of the recommendation. In simple terms, the condition is “what is.” Typically, the analytics are testing for the existence of something, and the results are the condition. For example,…

February 28, 2022
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