Screen failure rate is the percentage of patients who complete the full screening process — including a site visit, assessments, and laboratory work — and fail to meet eligibility criteria. It is not the percentage who express interest and do not follow through. It is the percentage who get all the way to the screening visit and still do not qualify. At many sites, this number exceeds 50 percent. At some, it exceeds 70 percent.
Sponsors track screen failure rate because it is a direct measure of study cost efficiency. Every screening visit that produces no enrolled patient costs the sponsor money — the visit fee, the laboratory costs, the coordinator time. A site with a 70 percent screen failure rate is effectively charging the sponsor for three visits every time it enrolls one patient. That economics is visible to every sponsor reviewing site performance data.
The Primary Cause of High Screen Failure
The most common cause of high screen failure is insufficient pre-screening before the visit. Patients who have not been evaluated against the primary eligibility criteria before arriving for a screening visit fail at the visit for predictable reasons — a comorbidity that is clearly listed in the exclusion criteria, a medication on the prohibited list, a lab value outside the eligibility range. These failures are not discovered at the visit because nobody checked the criteria before scheduling the patient.
AI SMS Pre-Screening as the Primary Intervention
Moving the eligibility evaluation earlier — through an AI-assisted SMS pre-screening sequence that covers the primary inclusion and exclusion criteria before any visit is scheduled — directly reduces screen failure at the visit level. Patients who fail the pre-screening criteria do not get scheduled for a screening visit. The patients who reach the visit have already passed the pre-screening filter, and their visit-level failure rate drops significantly.
Tracking and Reporting Screen Failure Over Time
Screen failure rate should be tracked per study, per indication, and as a site aggregate metric. Sites that have reduced screen failure through pre-screening process improvement have a documented trend to present in feasibility responses — showing sponsors not just the current screen failure rate but the trajectory of improvement. That trend is a more powerful selection argument than a single-point metric.