Workshop-friendly exports without vanity metrics

Exports exist because rooms still matter. Facilitators need printouts that survive markers, sticky notes, and skeptical questions from people who did not live inside the software.

We strip decorative chart junk and keep column headers boringly explicit. If a field is estimated, the header says so. If a cohort is small, a footnote travels with the table.

Vanity metrics creep in when tools optimize for screenshots. We optimize for continued use after the workshop ends—when someone revisits the CSV weeks later and still understands what they exported.

This philosophy also shapes permissions. Read-only embeds and kiosk modes exist so leadership portals can see the same numbers without edit anxiety.