The pronunciation is wrong. I'm pretty sure Indonesian doesn't have this 'Jee' in Bagian... It's a hard 'Gee' (G)
You're right, it's not like 'jee' in Bee Gees.
Pronunciation on this page (blue speaker button) is okay, though.
Yup the pronunciation for "Bagian" is wrong