Baking soda isn’t solely responsible, but yes it does help make fritters crispy. The expansion and aeration caused by the bubbles allows the frying process to make the batter crispier. It’s equally important to use oil and a hot cooking method, and ensure that there is not too much moisture in your fritter to ensure that it gets crispy.