What specific mechanisms can be implemented to ensure that accountability for algorithmic injustice rests with developers rather than being dismissed?
To prevent developers from blaming "technical error," we must shift from voluntary guidelines to enforceable legal frameworks. This starts with mandatory algorithmic impact assessments. Before any model hits the market, engineers should be legally required to document potential biases and how they mitigated them. If they cannot prove they checked for disparate impact on protected groups, the product shouldn't ship.
Transparency is the second pillar. Companies must maintain detailed version control and training data logs. When a system fails, auditors need to see the exact data distributions that caused the skewed output. Vague excuses about proprietary
