In-Class Question Bank

Workbook-grounded and author-clarified; proposed reconstruction. Teachers use questions across lectures, tutorials, workshops, laboratories, studios and online sessions to support engagement, retrieval, discussion, application and formative diagnosis. A multimodal bank turns curriculum-grounded unit and teaching content into reusable question–answer pairs, polls, quizzes, prompts and checkpoints.

Proposed and author-clarified. One-off question generation produces uneven difficulty, accidental ambiguity and weak curriculum coverage. Static banks become familiar or outdated and may omit answers, expected reasoning, follow-up prompts, participation modes and guidance about when a question should be used. Without careful boundaries, low-stakes engagement can also become hidden assessment or unnecessary student profiling.

Proposed and author-clarified. Develop a curated, multimodal bank of low-stakes questions from authorised unit content, curriculum outcomes, lesson plans and teaching materials. Generate question–answer pairs, polls, quick quizzes, discussion prompts, worked checkpoints and follow-up probes. Link each item to its source, outcome, concept, classroom purpose, expected reasoning and participation method. Require teachers to verify accuracy, demand, accessibility and likely consequences, then store approved versions with facilitation notes and proportionate aggregate use observations. Keep examinations, secure assessment and automated judgements about individual students outside the pattern.

• A curated bank of levelled questions linked to outcomes and classroom purposes.
• Approved question–answer pairs, prompts, follow-ups, expected reasoning and facilitation notes across several delivery formats.
• Source and curriculum links supporting relevance, answer checking and later revision.
• Metadata supporting selection, multimodal variation, review and retirement.
• A teacher-governed feedback loop using aggregate classroom observations without converting the bank into an examination or student-profiling system.

Teachers define purpose, authorise content, verify questions and answers, choose participation methods and decide how responses affect the next explanation or activity. Students participate in low-stakes learning interactions and may inform accessibility, but their responses do not become training data or persistent performance profiles by default. GenAI generates, reformats and organises candidates; it cannot establish accuracy, actual demand, classroom safety or individual learning by itself.

Reconstructed risks

• Questions are factually wrong, ambiguous or mislabelled for difficulty.
• Generated content embeds cultural assumptions or inaccessible language.
• Public reuse compromises assessment or creates inequitable familiarity.
• The bank privileges rapid verbal response over other forms of participation.
• Unreviewed student responses are retained as personal performance data.
• Low-stakes items are silently repurposed for graded or secure assessment without stronger controls.
• Reformatting a question changes its meaning, difficulty or participation consequences without review.

• Minimum viable implementation: provide an approved assistant with one lesson, its outcomes and source content; request several question formats with answers and rationales; then have the teacher verify and store a small reviewed set.
• Robust implementation: add a structured item schema, curriculum and source links, format variants, expected reasoning, facilitation notes, versioning, exposure status, duplicate control and scheduled teacher review.
• Low-code implementation: connect an approved content store, GenAI interface and searchable item table to classroom polling, quiz or presentation tools while keeping approval status visible.
• Local or privacy-preserving implementation: keep unpublished teaching content in controlled storage, separate any secure assessment material and avoid retaining identifiable student responses when aggregate item notes are sufficient.
• Speculative implementation: suggest lesson-specific question sets from the approved bank and flag items for review when curriculum or aggregate classroom behaviour changes, while requiring teacher selection and interpretation.