ABT Foundations • Module 9

Reporting and Observability

Making test results actionable

Module 9 illustration

"Dear Marilyn,

We have thousands of test results but no one looks at them. When something fails, people just re-run until it passes. How do we make our test reports actually useful?

— Report Ignored"

Marilyn Responds:

A report no one reads is not a report—it's noise. The problem isn't the report; it's that the report doesn't answer the questions people actually have.

Good reporting answers: What failed? Why? What should I do about it? How urgent is it?

ABT builds observability into the framework, not as an afterthought.

Actionable Reporting

Effective test reports include:

  • Executive Summary — Pass/fail at a glance for managers
  • Failure Analysis — Root cause, not just symptoms, for developers
  • Trend Data — Is quality improving or degrading over time?
  • Action Items — What needs to be done, by whom, by when?

Quick Check: Module 9

Question: What makes a test report 'actionable'?

a) It has lots of charts

b) It tells you what to do about the results

c) It's sent to many people

d) It's generated automatically

(Answer: b — Actionable reports don't just present data—they guide decisions and next steps.)