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Module 8 • 22 min

Reporting and Underperformance as Data

Use operating results to improve the investment instead of hiding variance.

Core Concept

A useful report shows the promised outcome, the measured result, the drivers of variance, and the action taken. Underperformance may signal adoption, process, data, or design problems that deserve a practical response.

This decision affects the value, delivery effort, operating ownership, and risk profile of the initiative long after the first release.

How to Apply This in Your Organization

Create a reporting rhythm that prompts a decision, such as expand, adjust, pause, or retire, rather than a dashboard that only describes activity.

Use one real workflow, its current systems and data, and the people accountable for the outcome. The purpose is a decision-ready recommendation, not a theoretical evaluation.

Decision Checklist

  • Compare outcome to the baseline.
  • Explain variance with evidence.
  • Assign a corrective decision.

Worked Decision Scenario

A team is evaluating reporting, dashboards, and treating underperformance as data for a current automation initiative. It uses the framework to identify the narrowest viable next step, the dependency that could change the decision, and the owner responsible for resolving it.

A team sees low value realization and discovers that users are bypassing the new workflow. It adjusts training and process ownership before drawing conclusions about the technology.

Apply it

Working Exercise

Define how you will respond to underperformance.

Saved locally for this review prototype. Your response will become private account data when the approved course backend is connected.
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