Does white noise impair studying, reading, recall/memory or learning?
There are recent studies that suggest that unstructured background noise, including white noise, may actually improve studying and recall. The benefits are unclear and likely person-dependent, but there is at least no obvious bad effect.

Bottom line: sounds like a safe strategy for you to try.