Accept that no formula, leveling system, skills matrix, or series of job titles is going to sufficiently capture the complexity of a real workforce. Only transparency, dialogue, and judgment can make sense of what is fair, and even then you’ll be grappling with inherent issues of bias and privilege that will not be easily eliminated. Compensation can’t be solved, it must be tuned.
