EXPOSED
Much of the workload — building slide decks, writing syllabi and quiz banks, summarizing readings, drafting case studies, grading written assignments and giving feedback — is exactly what current models do at usable quality, and business content is the most heavily replicated subject matter on the internet. What survives is live classroom presence: running discussion-based case sessions, coaching student teams through consulting and capstone projects, and the alumni/recruiter network students are actually buying with tuition. No licensure protects the role, and the modal worker here is a contingent or non-tenure-track instructor teaching intro accounting, management, and marketing sections — the tier most exposed to larger sections, shared AI-built course shells, and online delivery.
Mixed — a routine tier and a judgment tier. Intro accounting, management, and marketing sections run on standardized content that a model can draft end to end — problem sets, cases, rubrics, discussion prompts — but the Socratic case session, cold-calling on a room of 60, and reading when a capstone team is quietly failing keep this out of the single digits' bottom, hence 9 rather than 4.
Some physical or field component. You are physically in a lecture hall or seminar room on a fixed schedule, walking between team tables during group work and running in-person office hours, but the room is climate-controlled, the equipment is a projector, and a growing share of these sections already deliver fully online — that's a scheduling and presence constraint, not a hands-on one.
No licence, no signature requirement. No state licence, no bar or CPA requirement to teach the material, and accreditation bodies like AACSB set faculty-qualification ratios at the institutional level — so the school can meet them with fewer bodies, adjuncts, or professionally-qualified practitioners, and nothing attaches personal legal exposure to you for what you teach.
The human relationship is the product. Students choose sections by professor name, come back for recommendation letters and internship referrals, and MBA cohorts are explicitly paying for access to your industry contacts and placement network — that relationship is a real part of the product, though it sits at 13 rather than 18 because required intro sections get filled by whoever is assigned and most students never build a durable tie.
Meaningful discretion. You set grade boundaries, handle academic-integrity accusations, decide whether a struggling student gets an incomplete, and choose what goes in the syllabus — genuine discretion, but bounded by department curricula, common finals, appeals committees, and the fact that a bad call gets reviewed rather than becoming irreversible.
Law Teachers, Postsecondary EXPOSED
Gambling Managers EXPOSED
Has AI actually changed your work?