Importance of Data Availability and Usability
When transactional records are fragmented, inconsistent, unavailable at the claimant level or spread across multiple intermediaries, a claims process becomes a practical mechanism for gathering and validating information that does not otherwise exist in a usable form. In this instance, the claims process operates as a substitute for missing or unreliable data.
In some cases, the basic contours of participation may be conceptually clear. The practical difficulty lies in reconstructing purchasing activity with enough confidence to support allocation. In those instances, claims submission serves an important evidentiary and reconciliation function. In others, however, requiring each claimant to rebuild purchasing history may introduce additional friction without materially improving the accuracy of the allocation.
Commercial markets today generate enormous amounts of transactional and operational information, but more data does not automatically translate into more usable data. Through that lens, the issue is rarely whether data exists. The issue is whether it can be used reliably years later to reconstruct purchasing behavior with enough accuracy to support allocation decisions.
As a result, the presence of large datasets alone does not determine whether a claims-required process is necessary. The more relevant question is whether the available data is usable enough to support allocation without shifting the entire reconstruction burden onto claimants themselves.