OMR Exam Pipeline Case Study | Samir Mohammed

High-volume exam sheet generation and optical-mark scoring for NDMA and the Ministry of Education. Public OMR checker on GitHub; production configs withheld.

OMR exam pipeline

Internal optical-mark scoring for NDMA and the Ministry of Education
5,000+ student sheets generated in under a minute
90% match on a 14,000-response validation set
Public OMR checker on GitHub; production sheet layouts withheld