Test Analytics Without Decision Is Just Reporting

A lightning talk about how test analytics should drive decisions instead of becoming passive reporting dashboards.

Instructor: Ujjwal Kumar Singh

Term: February

Location: Taqelah, Singapore

Time: 28 February 2026

Event

Lightning Talk at Taqelah Lightning Talks 2026

Event Page:
https://taqelah.sg/lightning-talks-2026.html


Talk Summary

In many teams, test analytics dashboards are created to track quality metrics, automation coverage, or defect trends.
However, when these numbers are not connected to actual decisions, they become nothing more than reporting.

This talk explores the difference between reporting metrics and decision-driving analytics.

The key idea is simple:
If analytics does not influence what the team does next, it is not helping improve quality.


Key Points

  • Why most testing dashboards fail to influence decisions
  • The difference between metrics visibility and actionable insights
  • How teams can connect test analytics with product and release decisions
  • Practical ways testers can turn data into meaningful conversations

Audience Takeaways

After this talk, participants will understand:

  • Why analytics without decisions becomes noise
  • How to ask better questions using testing data
  • How testers can move from reporting metrics to influencing strategy