The invisible layer: ethics, accountability, and algorithmic workforce governance

The TCDV ethical framework (Transparency, Contestability, Dignity, Voice) is proposed as a testable evaluative instrument that operationalizes established ethical principles into domain-specific criteria for algorithmic workforce governance, including a four-level scoring rubric and empirically testable propositions.