| degrades into | Feature Factory | The organization does not accurately capture or surface usage data, obscuring whether features provide value. |
| degrades into | Validation Blindness | The organization fails to observe or communicate actual user behavior and outcomes. |
| degrades into | Output Obsession | The organization measures and reports output metrics instead of reflecting true value delivered. |
| degrades into | Watermelon Reporting | The organization surfaces overly optimistic or incomplete information, masking underlying issues and misrepresenting reality. |
| degrades into | Proxy Metrics | The organization relies on indirect or easy-to-measure indicators that do not accurately reflect real outcomes, distorting understanding and driving harmful behavior. |
| degrades into | False Precision | The organization treats estimates as certain when they are inherently uncertain. |
| | |