Skip to content
AICPA-CIMA
  • AICPA & CIMA:
  • Home
  • CPE & Learning
  • My Account
Journal of Accountancy
  • TECH & AI
    • All articles
    • Artificial Intelligence (AI)
    • Microsoft Excel
    • Information Security & Privacy

    Latest Stories

    • Use Excel dynamic arrays to build a revenue-testing schedule that auto-refreshes
    • Optimize Windows 11 with these 8 settings tweaks
    • Elder fraud rises as scammers use AI
  • TAX
    • All articles
    • Corporations
    • Employee benefits
    • Individuals
    • IRS procedure

    Latest Stories

    • IRS tapped Inflation Reduction Act funds to cover 2025 filing season, watchdog says
    • Ways to de-risk concentrated stock portfolios
    • Transfer of for-profit colleges to nonprofit entity held to be bargain sale
  • PRACTICE MANAGEMENT
    • All articles
    • Diversity, equity & inclusion
    • Human capital
    • Firm operations
    • Practice growth & client service

    Latest Stories

    • IRS tapped Inflation Reduction Act funds to cover 2025 filing season, watchdog says
    • Americans’ financial optimism edges higher, but worries remain
    • SEC accepting Professional Accounting Fellow applications
  • FINANCIAL REPORTING
    • All articles
    • FASB reporting
    • IFRS
    • Private company reporting
    • SEC compliance and reporting

    Latest Stories

    • SEC proposes amendments to small entity definitions
    • Key signals from the SEC-PCAOB conference point to a busy new year
    • New SEC chair to CPAs: ‘Back to basics’
  • AUDIT
    • All articles
    • Attestation
    • Audit
    • Compilation and review
    • Peer review
    • Quality Management

    Latest Stories

    • Audit report card: More internal audit teams suffered cuts in 2025
    • Auditing Standards Board proposes changes to attestation standards
    • Change at the top: PCAOB will feature new chair, 3 new board members
  • MANAGEMENT ACCOUNTING
    • All articles
    • Business planning
    • Human resources
    • Risk management
    • Strategy

    Latest Stories

    • Audit report card: More internal audit teams suffered cuts in 2025
    • Optimism, while tempered, is up among finance leaders
    • AI early adopters pull ahead but face rising risk, global report finds
  • Home
  • News
  • Magazine
  • Podcast
  • Topics
Advertisement
  1. newsletter
  2. Academic Update
academic-update-header

Data storytelling: A valuable and exciting skill to introduce to students

Help students prepare for careers using and communicating big data.

By Anita Dennis
July 13, 2022

Please note: This item is from our archives and was published in 2022. It is provided for historical reference. The content may be out of date and links may no longer function.

TOPICS

  • Technology
    • Information & Data Management
  • Accounting Education

As big data use gains prevalence, it becomes increasingly important to communicate information in ways that are easily understood by internal and external stakeholders. Accounting students learn how to gather and analyze data, but data storytelling can help them take that information and use graphics and narratives to give it context and meaning.

Kimberly Church, Ph.D., has taught a variety of undergraduate and graduate courses and has incorporated data storytelling into all of them. “Whatever class it is dictates the type of data used, but the ability to use data to tell a story transcends all courses,” said Church, who is director of the school of accountancy at Missouri State University, Springfield-Branson.

Students who are familiar with and skilled in storytelling will be more valuable in the workplace. It is also a skill set that can excite and inspire them in the classroom. How can accounting faculty members incorporate storytelling into their courses? Here are some ways to introduce it to students:  

Tackle the anxiety. “When you talk about storytelling, students clam up at first because they think it’s harder than it is,” said Alicja Foksińska, an instructor at the University of Alabama at Birmingham, and lead IT auditor at Protective Life. To solve that problem, her students’ first assignment is simply to tell one of their favorite stories, whether it’s from their own lives or from another source, like a Harry Potter book. She then encourages them to think about how their favorite movies or songs tell stories. Taking it to the next step, she uses information from everyday sources, such as a water bill, to show how it can tell a very clear story about, for example, how usage goes up at certain times a year when lawns are being watered or drops when someone is on vacation. “Storytelling is not a big scary concept anymore,” she said.

Once they’ve become comfortable with telling a story, she asks students to choose a data set and use it to build a dashboard with a program such as Tableau or Power BI. The storyboard must illustrate three key takeaways that might be useful in decision-making. The ultimate questions for the students are what story the dashboard would tell others and why it would be meaningful.   

Foksińska reminds students that the dashboard may be seen by a wide spectrum of people, and the student won’t always be there to explain the charts. “This forces them to create a clear and concise message, visualized by clean charts that drive the message — the key takeaways — home,” she said.

Define what makes a story. Church cautions students that data alone, and even a flashy dashboard, doesn’t necessarily tell a story. “It’s not as simple as picking two points and making a trend line,” she said.  Before getting started, she and her students evaluate visualizations on other websites to determine how they tell their stories and which approaches are most successful.  

Advertisement

Weaving a story can begin with some simple data based on everyday topics, such as the shopping behavior of mall customers, according to Saravanan Muthaiyah, Ph.D., CGMA, professor of information technology, Multimedia University, Cyberjaya, Malaysia. The students then use cluster analysis to draw conclusions about customer satisfaction and loyalty. Muthaiyah incorporates data from case studies based on actual situations that he has worked on in his consulting practice because it can bring the material alive for students, he said. Linking the data to a real situation with an actual impact makes it easier to engage students because it is not a hypothetical exercise but genuinely meaningful, he said.

Connect to student experiences. Another option is to assign projects that revolve around businesses that are part of students’ lives. For example, in Church’s managerial accounting classes, she has paired local bike share data with weather information to create models to predict bike usage and determine how many will be required on any given day. “It’s a way to learn about managing the bike share company’s assets,” she said. In intermediate accounting classes, students have used GPS data on the bikes to consider whether it’s necessary to accelerate impairment on certain bikes based on their usage.

The Topeka Metro Bike data is available on the University of Arkansas Walton College of Business site. The enterprise datasets website is free for academic use.

Students of Pam Schmidt, Ph.D., an accounting faculty member at Washburn University, have actually presented to the City of Topeka stakeholders with their projects using the bike share data, and their work has informed actual resource decisions made by the city. “It was pretty exciting for her students to watch class projects come to life in the city around them,” Church said. It enabled Generation Z students to see how using accounting analytics can help them become purpose driven in their local communities.

Because learning how to gain access to data is important for auditors, especially when benchmarking, Foksińska encourages students to explore new areas each week. In one course, a student created a dashboard on the debt that students take on to attend different schools in the state of Alabama. “They can be very creative,” she said. Classes are not required to stick to financial data, because accountants are increasingly working with nonfinancial data. In a travel module, for example, her students created stories using data on attendance at Disney theme parks, Southwest Airlines flights and temperatures in Bali.

The students post a link to their Tableau Public profile for the class to view, providing feedback that helps them make revisions before they turn in a final. Submissions include information on which audience the students meant the data for. Students have been hired because they linked their Tableau Public profiles to their LinkedIn profiles, allowing prospective employers to see how well they can tell a story. “It was a win-win for the students as they used their school projects to land a job,” Foksińska said.

Get the building blocks in order. Foksińska believes that data and analysis come first, to prevent adjusting the data to fit a hypothesized story. Once analysis of the data is complete, students determine what stories the data can tell and create visuals that convey them. She uses a diagram to illustrate how the elements of data storytelling fit together (see chart below).  

Advertisement
Source: Accounting Information Systems: Connecting Careers, Systems, and Analytics, Arline Savage, Danielle Brannock, and Alicja Foksińska, Wiley.
Source: Accounting Information Systems: Connecting Careers, Systems, and Analytics, Arline Savage, Danielle Brannock, and Alicja Foksińska, Wiley.


Make use of available resources.
Students can also learn from YouTube videos (such as this example) and social media groups related to data storytelling. “Our job has become easier because of the resources available,” said Muthaiyah, who noted that Python resources and tutorials are useful to students without programming or statistical backgrounds.  

Data storytelling is also valuable in accounting frameworks such as the Integrated Reporting Framework or the ESG Reporting Framework, both of which require data storytelling technique to showcase a company’s value to the ecosystem in which it operates. (See the Association’s 2021 integrated report here.)

Set the stage for storytelling

Church urges faculty members to be bold when jumping into data analytics and storytelling. Gen Z members are digital natives, so faculty members may question how much they can add to students’ knowledge. However, faculty can give students the foundation they need, then allow them the freedom to explore storytelling.

— Anita Dennis is a freelance writer based in New Jersey. To comment on this article or to suggest an idea for another article, contact Courtney Vien at Courtney.Vien@aicpa-cima.com.

Advertisement

latest news

April 3, 2026

IRS tapped Inflation Reduction Act funds to cover 2025 filing season, watchdog says

April 2, 2026

Americans’ financial optimism edges higher, but worries remain

April 1, 2026

SEC accepting Professional Accounting Fellow applications

March 31, 2026

PCAOB seeks comment on strategic priorities

March 27, 2026

IESBA to assess need for standards on alternative practice structures

Advertisement

Most Read

How will accountants learn new skills when AI does the work?
IRS Dirty Dozen adds new capital gains scheme for 2026
What CPAs should know about Trump accounts
6 gear recommendations for home office and business travel
Excel’s Dark Mode: A subtle change that makes a big difference
Advertisement

Podcast

April 2, 2026

Liability lessons on documentation, high-profile clients, CAS engagement letters

March 26, 2026

The surprising way one CFO grows her network and her knowledge

March 19, 2026

Ancient Greece to AI: The past and future of bank fraud

Features

Elder fraud rises as scammers use AI
Elder fraud rises as scammers use AI

Elder fraud rises as scammers use AI

How to protect nonprofits from hidden fraud risks
How to protect nonprofits from hidden fraud risks

How to protect nonprofits from hidden fraud risks

Ways to de-risk concentrated stock portfolios
Ways to de-risk concentrated stock portfolios

Ways to de-risk concentrated stock portfolios

How are finance teams really using AI and automation?
How are finance teams really using AI and automation?

How are finance teams really using AI and automation?

ALSO FEATURED

How to protect nonprofits from hidden fraud risks

CPAs can help not-for-profits spot the red flags of common schemes, so they can take steps to tighten controls and reduce exposure.

From The Tax Adviser

March 31, 2026

Current developments in taxation of individuals: Part 1

March 31, 2026

Current Developments in Taxation of Individuals: Part 1

March 31, 2026

Considerations for intergenerational split-dollar arrangements

March 6, 2026

Navigating the Form 1099-DA reporting maze

MAGAZINE

April 2026

April 2026

April 2026
March 2026

March 2026

March 2026
February 2026

February 2026

February 2026
January 2026

January 2026

January 2026
December 2025

December 2025

December 2025
November 2025

November 2025

November 2025
October 2025

October 2025

October 2025
September 2025

September 2025

September 2025
August 2025

August 2025

August 2025
July 2025

July 2025

July 2025
June 2025

June 2025

June 2025
May 2025

May 2025

May 2025
view all

View All

http://JofA_Default_Mag_cover_small_official_blue

PUSH NOTIFICATIONS

Learn about important news

This quick guide walks you through the process of enabling and troubleshooting push notifications from the JofA on your computer or phone.

CPA LETTER DAILY EMAIL

CPA Letter Logo

Subscribe to the daily CPA Letter

Stay on top of the biggest news affecting the profession every business day. Follow this link to your marketing preferences on aicpa-cima.com to subscribe. If you don't already have an aicpa-cima.com account, create one for free and then navigate to your marketing preferences.

Connect

  • X Logo JofA on X
  • facebook JofA on Facebook

HOME

  • News
  • Monthly issues
  • Podcast
  • A&A Focus
  • PFP Digest
  • Academic Update
  • Topics
  • RSS feed rss feed
  • Site map

ABOUT

  • Contact us
  • Advertise
  • Submit an article
  • Editorial calendar
  • Privacy policy
  • Terms & conditions

SUBSCRIBE

  • Academic Update
  • CPE Express

AICPA & CIMA SITES

  • AICPA-CIMA.com
  • Global Engagement Center
  • Financial Management (FM)
  • The Tax Adviser
  • AICPA Insights
  • Global Career Hub
AICPA & CIMA

© 2026 Association of International Certified Professional Accountants. All rights reserved.

Reliable. Resourceful. Respected.