TLDR Dev · ARTICLES & TUTORIALS

HOW GOOGLE MAPS QUIETLY ALLOCATES SURVIVAL ACROSS LONDON'S RESTAURANTS - AND HOW I BUILT A DASHBOARD TO SEE THROUGH IT

laurenleek.substack.com12 min read

Summary from the TLDR Dev newsletter

Google Maps algorithms influence London's restaurant scene as it acts as a “market maker,” using prominence signals that create a cumulative advantage for some restaurants. This was done by scraping data from over 13,000 establishments and building a machine-learning model. To counter this, this dev developed a dashboard that identifies "underrated gems" by calculating the divergence between a restaurant's actual rating and its algorithmically predicted performance.