• Home
  • Latest
  • Fortune 500
  • Finance
  • Tech
  • Leadership
  • Lifestyle
  • Rankings
  • Multimedia
AIEconomics

We’re economists who designed a chatbot to help our students reason instead of cheat. Meet ‘Macro Buddy’

By
Saharnaz Babaei-Balderlou
Saharnaz Babaei-Balderlou
,
Shishir Shakya
Shishir Shakya
, and
The Conversation
The Conversation
Down Arrow Button Icon
By
Saharnaz Babaei-Balderlou
Saharnaz Babaei-Balderlou
,
Shishir Shakya
Shishir Shakya
, and
The Conversation
The Conversation
Down Arrow Button Icon
March 6, 2026, 5:30 AM ET
education
Macro Buddy promises to be something different.Getty Images

Students using AI to cheat on homework or tests is a source of much discussion. But some scholars argue the greater risk of students using AI is that they will simply not learn.

Recommended Video

Approximately 90% of 1,100 U.S. students surveyed at two-year and four-year colleges in 2025 reported using generative AI for everything from drafting assignments to clarifying complex concepts.

But when students use AI as a tutor or study partner, not as an immediate answer generator, does it make it easier or harder for them to learn?

We are economists who tried to answer this question by designing an AI tool using ChatGPT’s custom GPT feature, with the web access of the chatbot disabled.

We named the tool Macro Buddy and trained it to guide some students at one of our undergraduate macroeconomics classes at the University of Wisconsin, La Crosse, through their reasoning rather than giving them direct answers.

We found in our research, conducted in spring 2025, that students who used Macro Buddy, alongside peer discussion, earned higher exam scores than students who worked alone, without this AI tutor.

An image shows a row of college-aged people sitting at a long desk in a library.
College students are increasingly using AI to help them with their studies. Maskot/iStock/Getty Images

Meet your new tutor

One of our macroeconomics courses enrolled 140 undergraduate students, mostly in their first or second year of college, divided across four sections.

Students’ course materials, assignments and exams were identical across all four sections. Students were generally not allowed to use AI tools or collaborate with classmates during exams. Students took all tests in person and were not allowed to reference any notes or other materials during the exam.

As a result, exam scores reflected what students understood and could explain on their own – without the help of AI or any other outside source.

After all students took their first exam, we randomly assigned the four class sections to take on a different study format.

We prompted one group of students to work individually, without Macro Buddy; another group of students worked in groups, without Macro Buddy; a third group of students worked individually, with Macro Buddy; and a fourth group of students worked in groups, with Macro Buddy.

We wanted to compare how different study approaches – working alone, working with classmates, using Macro Buddy or combining both – altered how well students did on exams.

Macro Buddy’s skills

We trained Macro Buddy with the help of lecture transcripts, slides and homework questions specifically from this macroeconomics course.

Macro Buddy had internet access turned off, so it relied only on the instructor’s course materials.

Macro Buddy was designed to act like a tutor, not an answer machine. Instead of giving students complete solutions, Macro Buddy asked follow-up questions meant to guide students toward an answer.

For example, if a student asked why lower prices might increase consumers’ spending, Macro Buddy would not offer a quick, full explanation. It might instead ask what happens to people’s purchasing power when prices fall. The student would then have to connect the concepts and explain their reasoning, in their own words, step by step.

This distinction between explaining an idea and receiving a finished answer matters.

An AI tool that simply delivers answers can allow students to skip thinking through a problem. One study found that when college students rely on a chatbot as a crutch, they perform worse when they no longer have access to it. A tool that asks questions requires students to do the work themselves, even while receiving guidance. This is the very process that makes learning stick.

What happened to students’ learning

The one group of students that continued working individually, without AI, served as our control group.

The other three groups changed how they studied: One began working in groups without AI, one worked individually with Macro Buddy, and the last group combined group work with Macro Buddy.

All of the students’ average scores declined when they took their second exam, across all four study groups.

By the third exam, however, differences across sections became clearer.

Students who used both Macro Buddy and group discussion earned the highest average scores. Students who used Macro Buddy alone also scored higher than those who worked alone without Macro Buddy. Students who worked in groups without Macro Buddy showed smaller improvements, when compared to the students in other groups.

The third exam happened several weeks after we introduced the new study formats.

By that point, students in the combined group may have grown more comfortable using Macro Buddy to test their understanding, while also explaining ideas to classmates. Working with peers meant having to articulate reasoning clearly and respond to questions, which can deepen understanding over time.

Why this matters

Some critics of AI worry that students will rely on AI to do the hardest parts of learning for them. This reflects a fear that students may stop practicing the skills that build expertise. Students become experts in their fields while struggling with confusing material, revising explanations and seeing whether they truly understand an idea.

Our experiment suggests erosion of learning when using AI is not inevitable.

We found that when AI is designed as a tutor that asks questions instead of simply giving answers – and when students are also required to explain their reasoning to classmates – the technology can support learning rather than replace it.

Most students today use general-purpose chatbots that are not designed as tutors. They type in a question and receive a response. But our findings suggest that even small design choices, such as building an AI chatbot with guiding questions, can shape how students engage with the material.

Peer discussion also adds something to the learning process that AI cannot provide: social accountability and exposure to alternative reasoning.

Together, these practices encourage students to think through problems more actively.

The evidence from our experiment highlights a practical distinction: AI can be used to replace thinking, or it can be used to support it. The impact may depend less on the technology itself and more on how it is structured and integrated into learning.

Saharnaz Babaei-Balderlou, Teaching Assistant Professor of Economics, University of Wisconsin-La Crosse and Shishir Shakya, Assistant Professor of Economics, Appalachian State University

This article is republished from The Conversation under a Creative Commons license. Read the original article.

In 2001, Fortune first convened “The Smartest People We Know,” bringing together CEOs and founders, builders and investors, thinkers and doers. Since then, Fortune Brainstorm Tech has been the place where bold ideas collide. From June 8–10, we will return to Aspen—where it all began—to mark 25 years of Brainstorm. Register now.
About the Authors
By Saharnaz Babaei-Balderlou
See full bioRight Arrow Button Icon
By Shishir Shakya
See full bioRight Arrow Button Icon
By The Conversation
See full bioRight Arrow Button Icon

Latest in AI

Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025

Most Popular

Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Fortune Secondary Logo
Rankings
  • 100 Best Companies
  • Fortune 500
  • Global 500
  • Fortune 500 Europe
  • Most Powerful Women
  • World's Most Admired Companies
  • See All Rankings
  • Lists Calendar
Sections
  • Finance
  • Fortune Crypto
  • Features
  • Leadership
  • Health
  • Commentary
  • Success
  • Retail
  • Mpw
  • Tech
  • Lifestyle
  • CEO Initiative
  • Asia
  • Politics
  • Conferences
  • Europe
  • Newsletters
  • Personal Finance
  • Environment
  • Magazine
  • Education
Customer Support
  • Frequently Asked Questions
  • Customer Service Portal
  • Privacy Policy
  • Terms Of Use
  • Single Issues For Purchase
  • International Print
Commercial Services
  • Advertising
  • Fortune Brand Studio
  • Fortune Analytics
  • Fortune Conferences
  • Business Development
  • Group Subscriptions
About Us
  • About Us
  • Lists Calendar
  • Press Center
  • Work At Fortune
  • Terms And Conditions
  • Site Map
  • About Us
  • Lists Calendar
  • Press Center
  • Work At Fortune
  • Terms And Conditions
  • Site Map
  • Facebook icon
  • Twitter icon
  • LinkedIn icon
  • Instagram icon
  • Pinterest icon

Latest in AI

Intel CEO Lip Bu Tan crushed Wall Street targets on his 1-year anniversary: We are embracing our ‘paranoid’ roots
Big TechIntel
Intel CEO Lip Bu Tan crushed Wall Street targets on his 1-year anniversary: We are embracing our ‘paranoid’ roots
By Alexei OreskovicApril 23, 2026
2 hours ago
Jensen Huang stands smiling with his arms outstretched.
Big TechBillionaires
‘Don’t leave’: Jensen Huang challenges billionaire class as he insists ‘highest taxes in the world’ are OK with him
By Jacqueline MunisApril 23, 2026
7 hours ago
anirudh
Conferencesdisruption
Cadence CEO on the AI boom and human nature: ‘there are more tools, but the human part is not different’
By Nick LichtenbergApril 23, 2026
9 hours ago
altman
AIOpenAI
OpenAI releases GPT-5.5 amid a shift to rapid-fire AI updates
By Sharon GoldmanApril 23, 2026
10 hours ago
AI security leaders gather in Washington as risks mount—and Mythos raises the stakes
NewslettersEye on AI
AI security leaders gather in Washington as risks mount—and Mythos raises the stakes
By Sharon GoldmanApril 23, 2026
11 hours ago
Sad nurse sitting on stairs reading bad news on mobile phone
Economygig economy
The tech industry is applying an Uber-style ‘gigification’ model to nursing. It means no workers’ comp, AI managers, and ‘surveillance wages’
By Tristan BoveApril 23, 2026
11 hours ago

Most Popular

When interest on national debt overtook military spending, it triggered a limit where the U.S. may ‘cease to be a great power,’ warns Hoover historian
Economy
When interest on national debt overtook military spending, it triggered a limit where the U.S. may ‘cease to be a great power,’ warns Hoover historian
By Eleanor PringleApril 23, 2026
17 hours ago
Officials will flush 50,000 toilets to flood a Utah lake in order to generate electricity
Environment
Officials will flush 50,000 toilets to flood a Utah lake in order to generate electricity
By Mead Gruver, Dorany Pineda and The Associated PressApril 22, 2026
1 day ago
Cursor’s 25-year-old CEO is a former Google intern who just inked a $60 billion deal with SpaceX
AI
Cursor’s 25-year-old CEO is a former Google intern who just inked a $60 billion deal with SpaceX
By Marco Quiroz-GutierrezApril 22, 2026
1 day ago
Despite nearing their 60s, nearly four in 10 Americans heading towards the end of their careers don’t even have a retirement account
Success
Despite nearing their 60s, nearly four in 10 Americans heading towards the end of their careers don’t even have a retirement account
By Emma BurleighApril 23, 2026
13 hours ago
Craving work-life balance is a huge red flag, says Fortune 500 Europe CEO—and like Barack Obama, he happily works through weekends
Success
Craving work-life balance is a huge red flag, says Fortune 500 Europe CEO—and like Barack Obama, he happily works through weekends
By Orianna Rosa RoyleApril 22, 2026
2 days ago
The Iran war is pushing Southeast Asia to debate the once unthinkable: Whether ships will need to pay to transit the Strait of Malacca
Economy
The Iran war is pushing Southeast Asia to debate the once unthinkable: Whether ships will need to pay to transit the Strait of Malacca
By Angelica AngApril 23, 2026
17 hours ago

© 2026 Fortune Media IP Limited. All Rights Reserved. Use of this site constitutes acceptance of our Terms of Use and Privacy Policy | CA Notice at Collection and Privacy Notice | Do Not Sell/Share My Personal Information
FORTUNE is a trademark of Fortune Media IP Limited, registered in the U.S. and other countries. FORTUNE may receive compensation for some links to products and services on this website. Offers may be subject to change without notice.