Q:
Will noise performance improve if I reduce filter bandwidth?
A:
Noise performance will improve for higher gain settings (i.e. 8 and 16).
However, a lower filter bandwidth will reduce the highest frequency measured (in case of frequency analysis) and the signal chain settling time.