Machines have a long-demonstrated ability to find statistical relationships between qualities of texts and surface-level linguistic indicators of writing. More recently, unlocked by artificial intelligence, the potential of using machines to identify content-related writing trait criteria has been uncovered. This development is significant,…

This case examines a rural teaching principal in a small K-12 school in a prairie province. The case examines the work intensification of Mrs. Hayes, whose school has been affected by reductions in student enrolment, staffing, and administrative time. Overwhelmed by myriad responsibilities, the principal feels inadequate as both a teacher and a…