If your device is rooted it should 100% work, however there are other ways they can tell your location other than GPS, such as IP location, device timezones, Cell-ID, wifi, and a few more.
I think it's better you use tinder on a browser if you want to spoof location as it'll be much harder to detect the spoofing, if done correctly.
Good luck.