"Design: The Transcript Analyzer"

1. What is the primary requirement for the AI-assisted transcript-review service according to the design guidelines?

AI makes final decisions Staff makes final decisions AI suggests; staff decide Staff inputs all data manually

2. Which process is used to convert scanned transcripts into structured course records?

Machine Learning Optical Character Recognition (OCR) Natural Language Processing Data Entry

3. What is a critical component that must be included in the analyst's overrides of suggestions?

Feedback loop Confidence score Reason code Audit trail

4. How does the system ensure transparent auditing of determinations made in the transcript review process?

By relying solely on AI models Through a versioned methodology and an audit trail By creating a single printed report By minimizing data storage