SAFE
The modal worker here is clinical faculty in pharmacy, dentistry, PT/OT, medical, and allied health programs — lecture content, quiz banks, and case write-ups are exactly what generative AI now produces cheaply, but the job's center is supervising students on live patients, running skills labs and simulations, and signing off that a trainee is competent to practice. Accreditors (LCME, ACPE, CAPTE, CODA) and state boards require credentialed, often licensed, human faculty of record for clinical instruction and competency attestation, which is a regulatory moat that could narrow but not vanish. Didactic-only and adjunct lecturers are the exposed tier; clinical coordinators and preceptor-supervising faculty are the durable one.
Mixed — a routine tier and a judgment tier. Slide decks, item-banked exams, and syllabus updates are already drafted by machine, but watching a second-year student's hands during a scaling procedure or a transfer from bed to wheelchair, correcting technique in real time, and debriefing a high-fidelity sim scenario are the tasks that hold the 13 rather than pushing higher — a meaningful share of contact hours is still lecture and grading that a model can shoulder.
Hands-on in uncontrolled environments. Clinical faculty teach in dental operatories, PT gyms, hospital wards, and cadaver labs where they physically position students, demonstrate palpation and injection technique, and stand at the chairside during live patient care — it sits at 13 rather than 17 because the same person also holds office hours, writes curriculum, and sits on accreditation committees from a desk.
Licensed human required and personally liable. Most clinical faculty hold an active state license (DDS, PharmD, PT, MD) and are personally on the hook for patient care rendered under their supervision, plus their signature on a competency attestation carries weight with ACPE, CODA, and CAPTE site visitors — the 13 rather than 18 reflects that the teaching credential itself is institutional, and basic-science and didactic-only faculty may hold no license at all.
The human relationship is the product. Preceptor relationships, letters of recommendation that residency and fellowship directors actually read, and years of mentoring a cohort through board prep are the product students and programs pay for; it is 16 rather than 19 because large first-year didactic courses run at a scale where individual rapport is thin.
Exists to be accountable for ambiguous calls. Deciding that a student is not safe to continue on a clinical rotation, remediating a near-miss with a real patient, and defending that call through a program's due-process appeal are the ambiguous high-stakes decisions here — 14 rather than 17 because progression standards and accreditation competency frameworks give the call a documented structure to lean on.
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