Production · SOC 51-3091
Roasting and drying lines are automated at scale; operators earn their keep through sensory monitoring that AI still handles imperfectly.
Hands-on, interpersonal or high-stakes work AI struggles to replace.
Timeline: Sensor-driven automated roasters are improving but lack reliable human-level sensory judgment for specialty products; operators remain valuable through at least 2030.
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$48,630 median pay
$36,000 median pay
$51,850 median pay
$61,710 median pay
$40,160 median pay
$46,630 median pay
AI job-risk card
Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders is resilient on AIFear. Hands-on, interpersonal or high-stakes work AI struggles to replace.
AIFear.com
Our AI Fear Score for Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders is 25/100 (Resilient). Hands-on, interpersonal or high-stakes work AI struggles to replace.
25 out of 100, based on an AI-model review of this occupation's O*NET tasks against what current AI can actually do.
Most exposed: Recording production weights, temperatures, and processing times, Setting standard temperature and humidity controls. Harder to automate: Sensory evaluation of product color, aroma, and texture, Detecting and diagnosing machine jams and flow problems, Adjusting controls in response to batch-to-batch ingredient variation, Maintaining equipment hygiene and sanitation.
Lean into Food processing and HACCP, Sensory evaluation and quality grading, Equipment operation and troubleshooting, Production data systems. Consider roles such as Food quality control specialist or Production shift supervisor or Food scientist or product developer.
Tasks, skills and AI-exposure for this role were reviewed by an AI model against its O*NET task profile (curated roles use published research anchors). Pay and employment, where shown, are U.S. BLS OEWS (May 2024) figures. This is an estimate, not a prediction about any individual's job. Compare all occupations.