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MMP.11:8 - Common Anti-Patterns and How to Avoid Them
| Failure | Consequence | Repair |
| Fit each contribution independently despite a shared identity | The fitted whole can violate the identity. | Build the shared quantity or joint condition into the family. |
| Treat a penalty as an enforced relation | A small fitting loss can conceal a consequential violation. | Match the construction and obtaining method to the allowed discrepancy. |
| Treat a finite fitted family as all admissible relations | A failure inside it becomes an unsupported impossibility claim. | State its restrictions and widen or bound the family when the question needs it. |
| Identify parameters when only a consequence is needed | Work is spent resolving distinctions that do not change use. | Apply the observation relation to the receiving consequence. |
| Transfer an observational fit to an intervention without modeling the mechanism change | Models agreeing on observed behavior can imply different intervention effects. | Construct the mechanism replacement and the alternatives it can distinguish. |