It is extremely common, and it is usually one of the first Challenges the plan names. Records spread across several systems, alumni who were never entered, lapsed donors nobody has looked at in years.

We do not wait for perfect data. We start with what exists, name a point person responsible for its integrity, define your constituent segments, and build from there. Every school we work with begins somewhere on that curve.