OBSERVED IN REAL USE · Anthropic 2026
0%
of this role’s work is already showing up in real Claude usage (Anthropic Economic Index).
The robots can help. They can’t replace the room you read.
20% 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. Mostly safe. AI helps around the edges, but the job stays human.
WHAT AI CAN ALREADY DO
- Keep records of client needs and preferences and the services provided
- Advise clients about colors and types of makeup and instruct them in makeup application techniques
- Examine clients' skin, using magnifying lamps or visors when necessary, to evaluate skin condition and appearance
- Stay abreast of latest industry trends, products, research, and treatments
- Determine which products or colors will improve clients' skin quality and appearance
WHAT IT STILL CAN’T
- Sterilize equipment and clean work areas
- Cleanse clients' skin with water, creams, or lotions
- Demonstrate how to clean and care for skin properly and recommend skin-care regimens
- Select and apply cosmetic products, such as creams, lotions, and tonics
- Perform simple extractions to remove blackheads
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.
"My job is 20% cooked. What’s yours?"
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