EXPOSED
The modal worker here presides over benefits, licensing, workers' comp, and immigration-type hearings, weighs testimony and documentary evidence, and issues written findings of fact and conclusions of law — the decision-writing half of that is exactly what LLMs draft well from a record, and agencies under backlog pressure are already piloting AI-assisted decision drafting and evidence summarization. What holds is the constitutional and statutory requirement that a neutral human adjudicator hear the case, assess witness credibility in real time, and personally sign the order that strips or grants someone's benefits or license. Note the title bundles bar-licensed federal ALJs (strong shield) with state hearing officers and claims adjudicators who need no license (much thinner shield); the routine-docket adjudicator tier is where headcount compresses first.
Mixed — a routine tier and a judgment tier. Roughly half the day is record review and drafting findings of fact and conclusions of law from a documentary file — SSA disability decisions built off medical exhibits and vocational grids are template-driven enough that draft-generation tools already touch them — while live credibility assessment, ruling on evidentiary objections mid-hearing, and questioning an unrepresented claimant who contradicts himself are not, which is what keeps this at 10 and not 5.
Fully desk- and screen-based. The work is a hearing room, a video teleconference link, a case file, and an order — physical presence is required by statute in some venues but nothing about the task depends on the body doing it, hence 4 rather than 0 only because in-person and site-visit hearings still exist in workers' comp and land-use matters.
Licensed human required and personally liable. Federal ALJs under 5 U.S.C. 556-557 are bar-licensed, appointed under the Appointments Clause after Lucia, and personally sign orders subject to appeal and judicial review — that is a real named-human accountability structure; it sits at 15 rather than 19 because a large share of state hearing officers and unemployment/benefits claims adjudicators hold the title with no bar admission and no licence to revoke.
Some relationship component. Parties do not choose their judge and rarely see the same one twice, so there is no repeat relationship to sell — but the perceived neutrality and dignity of a human hearing the case is itself the product for a claimant who wants their day in court, which is why 12 rather than 6.
Exists to be accountable for ambiguous calls. You decide whether a witness is lying, whether an impairment meets a listing, whether a licence to practice gets pulled — on incomplete records, often with an unrepresented party on one side, and the order takes effect on your signature with only appellate review behind it; 17 not 20 because regulations, benefit schedules, and precedential agency decisions constrain the outcome space more than a trial judge faces.
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