I&#x27;m not sure what your example is supposed to prove. Besides the fact that your likelihood function isn&#x27;t an &quot;unbiased algorithm&quot; like your original comment was talking about, it assumes the bias of the input is known and accepted rather than heavily contested.<p>We certainly shouldn&#x27;t mandate specific outcomes. We should analyze processes, outcomes, and inputs alike for bias.