In a world where interdisciplinary collaboration fosters innovation, students at Northwestern University have successfully bridged the gap between the arts and sciences. Through the analysis of college fight songs, Andre Bianchi and Sophia Perez have crafted an award-winning data visualization project that not only showcases their technical skills but also highlights cultural narratives embedded within these musical traditions.

The Competition and Its Significance
During the 2026 Northwestern Data Visualization Championship, participants were challenged to explore and interpret data derived from college fight songs. Bianchi and Perez seized this opportunity, culminating their efforts in a project that ultimately distinguished them as champions on January 27. Their victory granted them the chance to represent Northwestern at the forthcoming Big Ten Academic Alliance Data Visualization Championship, scheduled for February 13.
Bianchi, a second-year student studying Industrial Engineering and Management Sciences, expressed his excitement about winning. Despite initial reservations about competing against seasoned peers, the recognition affirmed their dedication and the quality of their work.
Analyzing Musical Trends
The duo developed a comprehensive dashboard that uncovers thematic patterns within the fight songs. By evaluating the prevalence of specific words like “fight” and “victory,” they traced historical trends across different years, conferences, and song authors. Their visualization not only reflects the evolution of fight songs but also illustrates how these musical pieces convey the essence of each institution’s identity and traditions.
For Perez, who grew up immersed in Texas football culture, this project resonated on a personal level. She focused on the frequency of recurring tropes, finding that nearly half of the dataset’s variables were dedicated to these themes. Through tools like Python and Shiny, Perez and her collaborator merged computational analysis with design to narrate how fight songs encapsulate broader cultural elements.
Overcoming Challenges
One of the most significant hurdles the team faced was the lack of a defined prompt for their data analysis. They approached the dataset with curiosity, searching for patterns that could yield compelling narratives. This exploration led them to focus on trope usage, enabling a multifaceted examination of the songs.
The project also involved a steep learning curve, particularly in creating a polished, user-friendly dashboard using Shiny. With no previous experience in user interface design or web application development, they dedicated substantial time to mastering these skills. This endeavor not only enhanced their technical capabilities but also emphasized the importance of accessibility in presenting data.
The Importance of Communication
Bianchi highlighted the essential role of effective communication in research. He noted that even the most rigorous analysis loses its impact if it is not presented clearly. The duo prioritized crafting engaging visuals and narratives that would resonate with their audience, recognizing that storytelling is crucial in scientific communication.
This project provided both students with insights into the intersection of data science and creative design, a skill set that will benefit them in future research initiatives and career paths.
Lessons Learned and Future Aspirations
Throughout this experience, both Bianchi and Perez gained valuable insights into the power of combining quantitative analysis with creative visualization. Perez emphasized her commitment to further developing this approach in her academic and professional journey, eager to explore how data can illuminate human experiences.
Their successful navigation of the project underscores the value of interdisciplinary collaboration. This blend of technical skills and artistic sensibility is increasingly vital in a data-driven world where context and narrative enrich understanding.
Key Takeaways
- Bianchi and Perez’s project exemplifies the fusion of data analysis and narrative storytelling, showcasing the cultural significance of college fight songs.
- The team overcame challenges related to UI design and data interpretation, highlighting the necessity of adaptability in research.
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Effective communication is crucial for impactful data presentation, reinforcing the importance of engaging visuals in scientific discourse.
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The project illustrates how interdisciplinary collaboration can lead to innovative outcomes, inspiring future explorations in data visualization.
In conclusion, the journey of Bianchi and Perez serves as a testament to the transformative potential of data visualization. Their work not only celebrates the rich traditions of college fight songs but also demonstrates how interdisciplinary thinking can yield profound insights. As they continue to refine their skills, the duo is poised to make meaningful contributions to the ever-evolving landscape of data science and communication.
Read more → www.mccormick.northwestern.edu
