From Hypothesis to Impact: Collaborating Through Classroom Scheduling Optimization at BU
In partnership with the several key University stakeholders, our classroom scheduling initiative focused on building shared understanding to create meaningful solutions to university challenges. From the outset, this was a highly collaborative effort – bringing together academic leadership, schedulers, and operational teams to shape both the questions and the approach.
We began with a set of initial hypotheses and explored them through a combination of qualitative insights and the best available data. Stakeholder interviews were critical in grounding the work, helping us understand not just how scheduling happens, but why – surfacing local practices, constraints, and priorities that data alone cannot capture. This collaboration ensured that our analysis reflected the lived reality across schools and departments, not just system outputs.
At the same time, we worked across multiple data sources to test these hypotheses and identify patterns. Where data was strong, it helped validate or challenge assumptions. Where it was incomplete or inconsistent, we named those gaps openly. This transparency became a key part of the process, enabling informed conversations about what decisions could be made and where further investment in data was needed.
Perhaps the most important takeaway is that meaningful transformation in complex environments like BU depends on shared ownership. Progress came not from a single solution, but from aligning stakeholders around common goals, trade-offs, and opportunities.
For teams navigating similar ambiguity:
- Engage stakeholders early and often to co-create both the problem statements and the path forward
- Use qualitative insights to interpret and challenge what the data suggests
- Treat data gaps as opportunities for alignment, not barriers to action
- Build shared visibility to support consistent, informed decision-making
Collaboration doesn’t eliminate complexity—but it makes it possible to move forward with clarity and confidence.
*Parts of this post were crafted with the assistance of AI.