CONCEPT
Dignified Work
Janah's defining concept — work that pays living wages, treats workers fairly, and develops their capabilities — applied as an evaluative standard to the AI labor supply chain and found, in most current cases, to fall short.
Dignified work, in Janah's framework, is not a luxury standard reserved for wealthy economies but an operational specification applicable everywhere. It requires living wages calibrated to local cost of living, working conditions that do not damage workers physically or psychologically, professional development that enables workers to grow rather than merely execute, and relational respect that treats workers as participants in shared enterprise rather than interchangeable units of production. Applied to the AI labor supply chain — to the data annotators, content moderators, RLHF evaluators, and quality reviewers who constitute the human infrastructure every AI system depends on — the standard reveals a systematic gap between what the industry claims and what it delivers. The gap is not accidental. It is the predictable consequence of economic pressures that market mechanisms alone cannot resist, which is why the countervailing institutional architecture is load-bearing for the standard's sustainability.
In The You On AI Field Guide
The concept has specific operational components