Speaker Brief Generator — illustrative example

INPUT
Speaker brief: beginner data-quality session, 20-minute total slot, slides due seven days before event. Organizer requests three common problems: missing values, duplicate IDs and inconsistent dates. Event contact and slide format not yet supplied.

RESULT
Audience: beginners working with tabular data.
Outcome: recognize missing values, duplicate IDs and inconsistent dates.
Suggested allocation: 15 minutes teaching with small examples, 5 minutes questions.
Slides due: seven days before the event.
Required confirmation: event date, submission contact, file format and captioning arrangements.
Avoid assuming the audience knows spreadsheet formulas.

REVIEW
A speaker brief should state the audience, desired outcome and practical limits. Give speakers the material submission deadline and accessibility requirements without prescribing unsupported claims.

This is a teaching example, not a live execution record.