This shows the headquarters of start-ups by federal state for 2017/2018, hotspots include Berlin and North Rhine-Westphalia, as well as Bavaria, Baden-Württemberg, Hamburg and Lower Saxony. The other federal states have a lower representation. Data taken from the presentation by KPMG AG 2018, German Start-up Monitor 2018, Bundesverband Deutsche Start-ups e.V.