COOKEDthe AI job-risk monitorSYSTEM LIVE
EXPOSURE TO AI
43%
MODERATE
OBSERVED IN REAL USE · Anthropic 2026
4%
of this role’s work is already showing up in real Claude usage (Anthropic Economic Index).
The boring parts are leaving. The judgment stays.

43% of this role’s O*NET tasks are within reach of today’s AI. That is the core-weighted exposure score from Eloundou et al. 2023 (“GPTs are GPTs”). It measures a capability ceiling, not a headcount forecast. In the blast radius. A real slice of the work is already automatable. The rest isn’t.

WHAT AI CAN ALREADY DO
  • Document evaluations, treatment plans, case summaries, or progress or other reports related to individual clients or client groups
  • Observe and document client reactions, progress, or other outcomes related to music therapy
  • Participate in continuing education
  • Compose, arrange, or adapt music for music therapy treatments
  • Design or provide music therapy experiences to address client needs, such as using music for self-care, adjusting to life changes, improving cognitive functioning, raising self-esteem, communicating, or controlling impulses
WHAT IT STILL CAN’T
  • Communicate with clients to build rapport, acknowledge their progress, or reflect upon their reactions to musical experiences
  • Assess client functioning levels, strengths, and areas of need in terms of perceptual, sensory, affective, communicative, musical, physical, cognitive, social, spiritual, or other abilities
  • Identify and respond to emergency physical or mental health situations
  • Supervise staff, volunteers, practicum students, or interns engaged in music therapy activities
  • Improvise instrumentally, vocally, or physically to meet client's therapeutic needs
THE HONEST PART. A percentage is not a pink slip. High exposure usually means a role shrinks and shifts toward judgment, direction and responsibility: the parts a model can’t sign its name to. Exposure ≠ displacement. Breathe.
SOURCES: O*NET 30.3 occupational tasks · Eloundou et al. 2023 (“GPTs are GPTs”,arXiv:2303.10130) · Anthropic Economic Index 2026 (CC-BY)  | how this is calculated  | last updated 2026-07-16