Spend a few minutes correcting misclassified trips and trimming GPS drift. Set default occupancy for car rides and clarify bike versus e-bike when relevant. Update grid intensity assumptions or fuel types if you move cities. These small housekeeping moments keep numbers believable, turning your weekly reports into trustworthy guides rather than noisy estimates that misdirect effort and enthusiasm.
Prefer apps that aggregate and anonymize before sharing to community maps or research dashboards. Use randomized identifiers and coarse location when precise coordinates are unnecessary. Review what is public by default. You can still contribute powerful evidence for safer bike lanes, better bus frequency, and pedestrian infrastructure while preserving privacy and avoiding unintended exposure of sensitive patterns or habits.