I learned this trick from a "setting a zipper" tutorial on line and use it for almost EVERYTHING now!
Use a standard glue stick (4 for $1 in the Dollar Tree) and run a light line of it on the wrong side of the border. With a hot, dry iron, tack the border in place and sew!
No pin bumps to contend with and no shifting of the border!