Section 9 Review

Section 9 covered modern leadership challenges: leading AI-assisted testing adoption and automation transformation honestly, and building the engineering culture that determines whether quality practices actually take hold.

Knowledge Check

Work through these two scenarios before checking the Section 9 Solutions.

Scenario 1: The Overstated Announcement

A QA Manager, under pressure to demonstrate innovation, announces that AI-assisted test generation will "replace manual test design" within the quarter, without piloting the tools first. What should they have done instead?

Scenario 2: The Reluctant Team

A QA Manager notices their team has become reluctant to flag ambiguous or borderline defects, tending to quietly work around them instead. Investigation traces this to an incident over a year earlier where an engineer was visibly, if unintentionally, singled out for surfacing a defect. What's the fix?

Next: Check your answers against the Section 9 Solutions, then continue to Section 10 — Real-World Leadership, starting with Case Studies and Failure Analysis.