A three-platform, twenty-month evaluation cycle for youth-maker documentation and critique
Trading a too-rigid tool for a too-open one, then landing on a purpose-built platform, ending in a peer-reviewed publication and a national conference presentation. Built for Learning in the Making, an NSF-funded research project at the University of Wisconsin–Madison.
1. Context
Learning in the Making studied how young people learn by making, across informal sites including a children's museum makerspace (Assemble, Pittsburgh), a Fab Lab in an underserved Detroit neighborhood (Mt. Elliott), a public school makerspace (Digital Harbor, Baltimore), and MAKESHOP at the Children's Museum of Pittsburgh. A design question sat underneath the research questions: could a web platform capture youth documentation and peer critique well enough to become part of the making process itself, rather than a separate reporting burden?
Nothing connected the informal-making experience to a lightweight way to reflect on it and get feedback.
— framing drawn from the project's NSF proposal
As platform liaison, I owned that question end to end: evaluating candidate tools, testing them by hand, observing real deployments in the field, and turning findings into recommendations the research team acted on — across three successive platforms.
3. Method Rationale
Layered evaluation before commitment
Rather than trust a feature list, I staged the evaluation to catch failures at the cheapest point possible: comparative analysis first, then a hands-on usability walkthrough, then field observation during a live pilot, then a stakeholder conversation once a specific limitation needed a decision.
Field evidence outweighs the comparison matrix
When a tool scored well on paper but failed in the field, I weighted the field result — a platform's spec sheet only matters if it survives contact with an actual Chromebook and an actual ten-year-old.
Escalate to the vendor only after the data pointed somewhere fixable
I brought a specific, evidence-backed gap to each vendor rather than a general complaint, which is what made a workaround conversation productive rather than just a support ticket.