I'd include a visible timer for debugging purposes.
It's convenient, as a bomber, to know that the timer has been correctly set, and is counting down in the correct manner.
It also helps prevent inadvertently setting off the bomb.
When you're building your own, that's an important thing to consider.
Also, using a classic alarm-clock type timer allows you to use the beeper impulse to trigger the bomb. That's quite convenient, if you're restricted to using home-depot grade engineering.
While some artistic license is taken, and a modern bomber would use a remote controlled detonator, or a combined timer/remote controlled device, most likely based off of mobile phones, the visible timer meme holds up to superficial inquiry.
Taking the battery out is probably the most effective way to defuse an electronically triggered bomb, by the way

Especially since it's likely that inserting the battery is how the bomb is primed in the first case. Unless there's a capacitor-based booby trap placed on the battery after the bomber checks that the electronics check out, and decides that the point of no return is reached. But that's dangerous in itself, since it increases the risk of premature detonation, and is tricky to do under field conditions. It surely requires extra practice for the operators.