Short answer: Order `BT40-ER25` when you already know the shank size you run (1–16 mm). Order a bare BT40 holder when you will change collet sizes between jobs.
7:24 taper, JIS B 6339, pull stud M16. Buying the assembled BT40-ER25 saves matching a nut and collet yourself.