A poster often has a short window to make an impression. I look for a central visual idea that can hold the composition together. Supporting details then need a clear place without competing for the same level of attention.
Reducing the number of elements can make that relationship easier to see. I test the work from a distance as well as close up. The main message should survive the first glance while the finer information rewards a longer look.