Prepare lesson plans or learning modules for tutoring sessions according to students' needs and goals.
Prepare lesson plans or learning modules for tutoring sessions according to students' needs and goals.
Task automation exposure
Very high exposure
Exposure basis
[v4/median] score 80 (raw 80 | A 80 / B 85 / C 30 | modality: other) Current LLMs and specialized tutoring platforms can generate customized, standards‑aligned lesson plans of professional quality, though human refinement is still common. (capable: Large Language Model (e.g., GPT‑4 or Claude))
0 capabilities · 1 occupations
Basis
How exposure was assessed
[v4/median] score 80 (raw 80 | A 80 / B 85 / C 30 | modality: other) Current LLMs and specialized tutoring platforms can generate customized, standards‑aligned lesson plans of professional quality, though human refinement is still common. (capable: Large Language Model (e.g., GPT‑4 or Claude))
How much of this task's output current AI can produce or substantially assist.
Best current model strength on any capability this task requires.
This is an assessment of technical feasibility plus published evidence - not a forecast. Even fully automatable tasks are often not automated, because of cost, verification, liability, regulation or the fact that the task is bundled with other work.
Occupations
Occupations that perform this task (1)
Importance is the O*NET-style weight of this task within each occupation. The same task can be highly exposed but peripheral to one job and core to another.
| Occupation | Industry | Importance | Role | Occupation AI exposure |
|---|---|---|---|---|
| Tutors | Education | 3.6/5 | core | 18 |
Evidence
Evidence (0)
No evidence item is mapped to this specific task yet. The exposure figure above rests on the v1 editorial baseline and on the capability assessment, and should be treated as low-confidence. Pages with fewer than 0 evidence items are excluded from sitemaps.