Hospitality

Barista

Based on 35 assessments

19% Low risk

Average realistic automation risk across all Barista profiles in the dataset.

Raw potential
34%
Realistic risk
19%
Research benchmark ?
16%

Raw potential = I/O automation ceiling. Realistic risk = adjusted for informal knowledge and social context. Research benchmark: Eloundou et al. (2023)

Distribution across 35 profiles. Middle half of Baristas score between 17% and 21%.

0% 50% 100%
p10 · 16%
22% · p90
On-screen work 0%

Done entirely on a computer. High AI exposure — these tasks are already in the automation zone.

In-person + screen 36%

Physical sensing, digital output — e.g. interviewing someone then writing a report. Partially protected.

Computer + action 48%

Computer input, real-world output — needs someone to act on it, not just software.

Fully in-person 17%

No computer required. Furthest from automation — the strongest human advantage.

3 synthetic profiles for a Barista, ordered by automation exposure. Tab between them to see how task mix drives the score difference.

Task Time Type Exposure
Preparing and brewing coffee or espresso drinks according to customer specifications, including grinding beans, tamping, and operating espresso machines
deep expertise
23% DA 10%
Steaming and frothing milk to the correct temperature and texture for drinks like lattes or cappuccinos
deep expertise
21% DA 18%
Cleaning and maintaining equipment (e.g., espresso machines, grinders, steam wands) and workspaces to ensure hygiene and functionality
16% AA 4%
Assembling and garnishing drinks with syrups, toppings, or latte art to meet presentation standards
deep expertise social element
10% DA 4%
Engaging with customers to provide recommendations, answer questions about menu items, or address concerns (e.g., drink preferences or dietary restrictions)
deep expertise
10% AA 3%
Taking customer orders at the counter or via a digital kiosk, including customizing drinks (e.g., specifying milk type, sweetness level, or extra shots of espresso)
8% AD 31%
Operating the cash register, handling payments (cash, card, or mobile), and providing correct change or receipts
8% AD 39%

Work as a Barista? Map your specific role.

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