One-to-one tutoring
Delivering individualised instruction and feedback.
Task automation exposure
Low exposure
Exposure basis
[v4/median] score 35 (raw 35 | A 45 / B 15 / C 35 | modality: other) AI can generate personalized explanations and feedback for many subjects, but it still lacks the full pedagogical judgment, classroom management, and socio‑emotional responsiveness that professional teachers provide. (capable: GPT‑4 based tutoring system (e.g., Khanmigo))
2 capabilities · 1 occupations
Basis
How exposure was assessed
[v4/median] score 35 (raw 35 | A 45 / B 15 / C 35 | modality: other) AI can generate personalized explanations and feedback for many subjects, but it still lacks the full pedagogical judgment, classroom management, and socio‑emotional responsiveness that professional teachers provide. (capable: GPT‑4 based tutoring system (e.g., Khanmigo))
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.
Capabilities
AI capabilities involved
15 models tracked · strongest: GPT-5
3 models tracked · strongest: ElevenLabs v3 (alpha)
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 |
|---|---|---|---|---|
| Elementary and Secondary School Teachers | Education | 4/5 | core | 34 |
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.