Table 2.

From exposure to designed ethical friction

Diagnostic manifestation and exposure conditionContestability at riskObservable diagnosticDesigned ethical friction
Decision friction deficit – moralized speed and compressed timelinesCapacity to suspendNo legitimate interruption points before executionMandatory pause point or escalation threshold
Accountability friction deficit – concentrated decision ownershipEffective challenge/accountabilityObjections can be voiced but cannot alter the decisionIndependent challenge authority; named decision owner
Data friction deficit – weak data provenanceCapacity to revise on evidenceInputs cannot be traced or questioned before useData-origin review and provenance requirement
Dissent friction deficit – dependency and retaliation riskCapacity to dissent safelyConcern is discouraged, delayed or privatizedProtected challenge channel; anti-retaliation rule

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