Sample workload
A workload map identifies what to template, batch, or leave to teacher judgment.
The example follows the survey-analysis pattern: quantify recurring tasks, sort by burden and judgment, then select a narrow pilot.
Before and after task load
First target
Planning packets
High burden, reusable structure
Protected work
Teacher judgment
Not automated away
Measurement
Time and quality
Both reviewed after pilot