1. Core Insight: Objectivity Isn’t the Problem

• “Objective metrics get gamed” only applies to bad metrics.
• In engineered systems, optimizing to the metric is correct.
• Good metrics = comprehensive, outcome‑aligned, hack‑resistant, validated, transparent.
• Aviation, medicine, engineering, finance all rely on objective standards to prevent fraud.
• Higher ed is the lone domain claiming objectivity is dangerous.

2. Regulator Logic Fails

Regulator claim: numeric minima → gaming → diploma mills. Reality: this only happens when metrics are superficial or incomplete.

Correct logic:

• Bad metrics → gaming → low quality
• Good metrics → gaming → excellence

Other domains prove this (ABET, ISO, FAA, FDA, SEC). Higher ed uniquel ...