Decision support under uncertainty

A slide shows a single confident effect; the data only said "about" so, on a sample thin enough to cover both transformative and noise — and the decision gets made on a number a good week of data from reversing. The answer was never the product; the error bar is. Decision theory settled it sixty years ago: information is worth only what it changes about the decision in front of you (value of information), so the question isn't "what's the answer" but "how much certainty does this decision deserve, and what would it cost to get it." Certainty is a dial with a posted price — and telling a customer when more analysis isn't worth buying is what proves it isn't a sales tactic.

Ask three comp pros whether one company's Senior Engineer equals another's Staff Engineer and you get three defended, uncheckable answers — leveling is an argument, every time, because work has no shared reference. Pantone fixed exactly this for color in 1963: own the reference everyone maps into, not the ink, and give it coordinates so difference becomes a computed number. Jobs can carry coordinates too — kept in separate spaces, honest enough to say “no confident match,” frozen in editions. The irony that opens the market: the survey houses copyright and enforce their structures, which fences them permanently out of the neutral position none of them can occupy — and universal math locates their jobs without ever storing their codes. We own the universal structure; licensed crosswalks stay client-side. Never pull an Adobe.

The job is the primary key of the economy of work: you compare pay, plan hiring, audit representation, and map careers by job — yet in nearly every dataset it's free text two companies fill in differently and no one reconciles. The market chased skills (the attribute) and skipped the job (the entity they attach to). Governments built the codes coarse-but-open; the survey houses built them rich-but-locked; nobody built the canonical architecture that's both. Get the job right — function × level, synthesized to map every source — and pay, skills, supply/demand, representation, and careers all compose onto it. The hilltop went unclaimed because the path up was labeled boring.