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Episode 401 — BlueConduit and the Flint Water Project

On the season 4 premiere episode of Business and Society, Professor Eric Schwartz, co-founder of BlueConduit, discusses his experience using machine learning and AI to tackle the Flint Water Crisis.

In 2014, the city of Flint, Michigan, switched its drinking water supply from the Detroit system to the Flint River to save money, resulting in a decade-long public health crisis in which Flint’s residents faced lead contamination and other serious health issues. A major challenge for Flint and hundreds of cities looking to update their aging water infrastructure is efficiently and accurately predicting the location of lead pipes. Enter BlueConduit, a Ross School of Business start-up that originated the approach of using machine learning to do just that. Since the company's foundation in 2016, they've rapidly expanded, working with over 100 customer accounts spanning over 400 different towns and cities in more than 25 states. For this work, Schwartz was recently awarded the 2025 Robert J. Lavidge Global Marketing Research Award from the American Marketing Association Foundation

From Machine Learning Startup to Shifting Public Policy

Utilizing pattern recognition and machine learning, BlueConduit started using historical records to accurately predict the locations of lead pipes. As these predicted locations became dig sites, the data was validated and verified in real time.

“At first, this was really just an engaged research project — engaged with a community, engaged with the local government,” Schwartz says. “We started realizing we can use this approach elsewhere, too. And that's when we started getting inbound requests. ‘Hey, can you do that in our community?’”

In 2020, when the EPA proposed a new lead and copper rule for the first time since 1991, it referenced Schwartz and his co-founder, Professor Jake Abernathy's research. The agency continues to reference BlueConduit in the guidance it gave for executing this work in other cities. 

Data Science as a Driving Force for Public Good

Schwartz has always been interested in using data science as a force for good, and speaks to how meaningful it’s been to invite a wide variety of students, Ross alums, and other hires seeking mission-oriented data jobs into the company.

“That's been our goal from the beginning. My co-founder and I have wanted to create not just impact, primarily in communities where these issues are happening, but also to create these opportunities for folks that want to do data for good.”

Looking forward, he’s interested in continuing to solve optimization problems for public utilities and infrastructure fields, working to continually improve predictions and prioritize limited resources.

Imparting Newfound Wisdom to Ross Students

Going down the challenging road of starting a company, Schwartz shares that it’s important to have a vision for how things might go, while understanding it’s not going to go perfectly. 

“I think my own personal experience with entrepreneurship and leadership has made me quite a bit more empathetic to other folks going down a startup path,” Schwartz states.


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Business Beyond Usual LogoBusiness Beyond Usual: Full-time MBA students at Michigan Ross tackle burning issues on campus and the world beyond. In every episode, the student hosts discuss a topic of importance for current and prospective students through interviews with current students, alumni, faculty, and administrators.

Business and society LogoWorking for the Weekend: A deep dive into the daily life of part-time MBAs at Michigan Ross. Weekend and online MBA students discuss their experiences and advice for prospective and current students.

Business and society LogoDown to Business: Join Dean Sharon Matusik as she interviews Michigan Ross alums in the C-Suite to learn how Ross set them on a path to organizational leadership.


About the participants

  • Host: JT Godfrey
  • Producers:  JT Godfrey and Jeff Karoub
  • Guests:  Professor Eric Schwartz
  • Audio Engineer: Jonah Brockman
  • Editorial Production: Mads Henke 
Featured Faculty
In this series
  1. Michigan Ross Accounting Alumni Honored for Significant Contributions to the Industry
  2. Michigan Ross Moves Up 10 Spots, Enters the Top 10 of U.S. News and World Report’s Ranking for Best Online MBA Programs
  3. Episode 306 — AI Business Challenges
  4. Vishal Chandawarkar, BBA ’13/MBA ’20: Translating Ideas into Opportunities
  5. Alumni-Driven Advancement: Lichtensteins Propel Marketing Innovation at Michigan Ross
  6. Episode 906 — History of MAP
  7. Influencing Without Authority: The Currency of Collaboration
  8. From Theory to Practice: How Students Are Using AI at Michigan Ross
  9. Entrepreneurship in Action: How Ross Students Are Turning Ideas into Impact
  10. The Mitchell Lecture Series Explores Business, Ethics, and Satire with Ben Collins
  11. On Pace to Succeed, In Running and In Business
  12. Opening Doors: How the Michigan Ross Annual Fund Empowers Students to Explore, Grow, and Give Back
  13. 20 Questions with Quanda Hunter, MBA '09
  14. Episode 401 — BlueConduit and the Flint Water Project
  15. New U-M Dual-Degree Program Trains Leaders at the Intersection of Engineering and Business
  16. Michigan Ross Ranked No. 1 Executive Education Provider in the United States by Financial Times
  17. Scholarship Spotlight: How Ross Donors Pave the Way for Future Business Leaders
  18. Michigan Ross Celebrates 2025 Alumni Awardees
  19. Professor Andy Hoffman Named 2025 Poets&Quants MBA Professor of the Year
  20. Michigan Ross Announces New AI Concentration for Full-Time MBA Students
  21. Michigan Ross Hosts Second Annual Summit on Private Equity and Alternative Investments
  22. Michigan Ross Releases 2025 Full-Time MBA Career Report: Improved Outcomes in a Challenging Market