Dr. David Collins Discusses Accounting Analytics

Episode 9:  Host Jim Ray interviews Dr. David Collins Professor of Accounting at Bellarmine鈥檚 Rubel School of Business.  They discuss the creation of 2 new certificate programs (a Certificate in Accounting Analytics and a Certificate in Auditing Analytics).  They also spend time exploring the topic of analytics and the shifting role of accounting professionals in business.

Dr. Collins has been at Bellarmine since 1994.  He鈥檚 served in many capacities for the University. He鈥檚 thoroughly enjoyed his time here. He mostly teaches accounting at the undergraduate and MBA levels.  For the MBAs, he also focuses on various quantitative subjects, including analytics.

The Dean of the Rubel School of Business is Dr. Natasha Munshi. She has been a champion of the Executive Education Series and various new programs. You do not have to be a Bellarmine alumnus to participate in these programs.

Certificate in Accounting Analytics

This is a non-degree program focusing on the 鈥渢ool box鈥 for professionals who use quantitative skills to perform analytics at a higher level. This includes advanced Excel, Power BI, Tableau, Python R and others. The focus of this program is to apply these tools to the accounting function across business. 

This certificate program provides a terrific opportunity for accountants and CPAs who have been practicing for some time and may have not had exposure to these analytical programs, in the past. 

Certificate in Auditing Analytics

This is a different focus. Auditing has evolved and is now more systems- and risk assurance-oriented. Auditing looks at the process by which the data was collected and utilized. It鈥檚 less about data testing and more about process testing. 

This program explores embedded auditing modules within company programs, continuous auditing programs among others. 

The evolution of auditing represents a significant shift. Dr. Collins comments on how samples of a data set used to be audited, based on time and or bandwidth limits. Today, 100% of the data set can be audited using new approaches and tools. It鈥檚 about system-integrity.

Dr. Collins鈥 Presentation for the KYCPA Conference

The Kentucky Society of CPAs has an annual accounting and auditing conference for its members. In May 2021, David presented the topic, 鈥淭he Importance of Accounting Analytics.鈥 

Analytics is the application of quantitative techniques for problem-solving and decision making. Accounting has been doing this for over 10,000 years. The change today, is in Big Data.  It鈥檚 how we鈥檙e collecting information and using it for a particular purpose. It鈥檚 a massive change in how accountants use data. 

The 4 Vs of Big Data

This is how one can explain the effect of big data on firms today. There鈥檚 an immense amount of data available. The 4 Vs help to put that data into perspective.  Let鈥檚 explain them.

Veracity 鈥 The representational effect of data; it鈥檚 truthfulness. It鈥檚 the confidence that the data means what it says it means. 

Variety 鈥 We鈥檙e getting data from everywhere.  Someone is collecting it. Accountants are very comfortable with financial data, but now, they need to be thinking about other types of data and how it鈥檚 used in analytics.

Velocity 鈥 This refers to the speed at which data is collected. The amount of data being collected is expected to double by 2025.  The value of analytics is that it can help organizations to understand what this vast amount of data is actually indicating and how to make it meaningful in decision-making.

Volume 鈥 This is the size of the available data. It keeps building. Dr. Collins provides an example of bourbon barrels to illustrate the volume of data that is being collected and its growth rate.

Analytical Skills Organizations Should Develop

Refer back to the 鈥渢oolbox鈥 Dr. Collins initially referenced (Advanced Excel, Power BI, Tableau, Python R, SQL-coding skills, etc.). Accounting professionals are the data people. Being able to understand the new auditing tools and understanding the complex issues businesses are facing is vital. 

Processing the data is one aspect, but really understanding which numbers need to be processed is a different matter.  Understanding those intricate relationships will lead to valuable insights.

4 Different Types of Data Analytics

  1. Descriptive 鈥 鈥淲hat happened?鈥  This is the traditional domain of accounting. 
  2. Diagnostic 鈥 鈥淲hy did it happen?鈥  Accountants can review expenses to determine why a certain line item increased or decreased.  Accounting professionals are now going to move beyond diagnostic-level thinking.
  3. Predictive 鈥 鈥淲hat will happen if we do X?鈥 Accountants are familiar with this as it relates to capital budgeting.  Big data is packed with many more predictive elements to be understood and utilized. 
  4. Prescriptive 鈥 鈥淗ow do we make it happen?鈥  This may present the biggest paradigm shift for the accounting industry.  Accounting professionals should join the decision-making process, along with marketing and other functions.

 Dr. Collins Discusses Blockchain

Blockchain is typically thought of in terms of Bitcoin, but the term actually refers to a distributed database structure linked to the previous piece of data.  Theoretically, it should be unchangeable.  From a business point of view, blockchain creates a very detailed log of every transaction in various processes.  Now, everyone can see what happened all along the way.  From an auditing standpoint, blockchain enables triple-entry accounting.

Blockchain itself is a continuous audited function.  This can 鈥渢rue-up鈥 the data, thus making it more reliable.  It鈥檚 easily accessible and can be viewed in customized reporting formats. 

To contact Dr. David Collins, his office phone number is (502) 272-8248 and you can learn more about him at:  /rubel-school-of-business/undergraduate/bachelor-of-arts-in-accounting/dcollins/

Disclaimers:

The views and opinions expressed during the Bellarmine on Business podcast do not necessarily reflect those of 农夫导航, its administration or the faculty at large.  The episodes are designed to be insightful, thought-provoking and entertaining.

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