Week 2: Building the First Pieces
This week felt like a real shift as I got to move from planning into actual implementation.
For Just Neighbors, I built the first version of the county reporting pipeline. It is quite simple but it works: it can now filter and aggregate their case data for specific counties, which should start cutting down on the time they spend pulling those reports together manually. For AsylumWorks, I made a start on organizing their communications data and created a simple system to identify and tag posts. This is the groundwork that will let us connect and analyze their data consistently down the line. It was incredibly satisfying to see the ideas from last week start to take shape as functioning tools.
Regarding the challenges I encountered, I definitely underestimated how much time data cleaning would take. A huge chunk of my week vanished into the black hole of fixing inconsistent formats and filling in missing values. It was a gritty reminder that there are no shortcuts. To create a sustainable system, I must first establish a solid foundation. Skimping on it instead of carefully examining the logical links and anticipating potential challenges downstream just creates bigger headaches later.
On a personal level, this week helped me see where I feel most effective. I really enjoyed translating the technical logic of what I was building into plain, practical language for the staff. It made me realize my role isn't just to be a tool-builder, but also a translator—to make these systems understandable and usable for the people who will rely on them.
This also felt like a lesson in adaptive leadership. I had to constantly check my technical ambition against their organizational reality. It’s easy to want to build a complex, elegant system, but it only matters if the staff can realistically maintain it. Leadership here meant choosing sustainability over sophistication.
Looking ahead to next week, I want to build on this momentum. I’ll expand the Just Neighbors reporting tool to work for additional counties, refine the logic for how we classify communications at AsylumWorks, and most importantly, start outlining the documentation so the staff can eventually run these systems on their own.