EVIDENCE IN PRACTICE
UNIVERSITY PROJECT
A large applicant dataset processed as one controlled batch.
Results returned in days rather than a prolonged manual exercise.
Qualification information returned for the substantial majority of records.
WHAT CHANGED
Understand qualifications across the whole submitted group, compare patterns across the cohort and avoid treating each applicant as a separate research exercise.
Use consistent applicant and qualification fields rather than assembling individual search results, with customer references retained for downstream analysis.
Resolve possible matches and understand the sample output before purchasing the final dataset, keeping human judgement inside the workflow.