Why do the newly formed cayenne peppers keep dropping off just after the petals fade?

Question

there are 4 plants in a big pot, in a SW facing kitchen window. Bought as a kit... compost, pot and seed packet

Answer 1

I seem to remember having a problem like this years back.  I believe I may have over-watered on a couple plants and the "dropping off" thing happened.