Educator / Teaching Professional (criteria-based evaluation analogous to labeling QA)
Assessed student submissions against predefined criteria, supporting consistent evaluation and quality assurance behaviors similar to labeled-dataset review. Designed structured learning materials with clear, unambiguous language to strengthen instruction comprehension and guideline interpretation for annotation tasks. Used meticulous record-keeping and precise written communication to maintain consistent judgments across repeated tasks. • Rated and evaluated outputs using defined rubrics/criteria • Interpreted instructions and translated them into consistent scoring • Produced clear documentation and materials aligned to structured guidelines • Maintained accurate records to support reliable evaluation workflows