Scoring 440,000 Cafes: The Golden Drop Algorithm

Last year I set out to build a cafe discovery platform. The dataset I ended up with was 440,000 cafes across 195 countries. The first question was obvious: how do you rank them? Star ratings are broken. A 4.2 on Google Maps tells you almost nothing —...