Butchers
Physical, social, or oversight-heavy work that AI augments rather than replaces.
SOC 51-3021 · Production
Signal composition
how the 0-100 score is assembled
By seniority
multiplicative adjustment from category curve
Entry-level roles carry the brunt because they concentrate the most automatable subset of tasks. Senior work is insulated by judgment, relationships, and accountability.
Task-level analysis
scored 0-100 for current-generation AI feasibility, weighted by BLS-stated importance
Maintain records for federal safety and inspection purposes
Record-keeping for compliance is highly structured data entry that AI can handle end-to-end by integrating with scales, inventory systems, and temperature logs; minimal human review needed to ensure regulatory completeness.
BLS evidence: They also have other duties, including maintaining records for purposes of federal safety and inspection.
Monitor inventory and sales trends and order meat supplies
AI excels at analyzing sales data, identifying trends, predicting demand, and generating optimal orders; a human would review recommendations and handle supplier relationships, but the analytical core is highly automatable.
BLS evidence: Butchers keep track of inventory and determine what to stock, especially in anticipation of seasonal demands, and also order supplies.
Store meats in refrigerators or freezers at required temperatures
Physical task of moving meat products to storage requires manual handling of heavy, irregularly shaped items in cold environments; while temperature monitoring is automatable, the physical placement and organization requires human labor.
BLS evidence: Butchers store meats in refrigerators or freezers at the required temperature.
Receive, inspect, and store meat upon delivery
Visual inspection for quality and freshness requires physical handling and sensory assessment (color, texture, smell) that AI vision systems cannot fully replicate, though AI could assist with inventory logging and basic defect detection.
BLS evidence: Butchers typically receive, inspect, and store meat upon delivery.
Weigh and wrap meat products for display or customer orders
Weighing is automatable but wrapping irregular meat portions requires adaptive fine motor skills to handle variable shapes and ensure proper presentation; AI-guided robotics can assist with standardized portions but struggles with custom cuts.
BLS evidence: They then prepare meat for sale by doing various tasks, such as weighing meat, wrapping it, and putting it out for display.
Clean equipment and work areas to maintain health and sanitation standards
Cleaning meat-cutting equipment and work surfaces requires physical scrubbing, sanitizing irregular surfaces, and navigating around fixed equipment in variable layouts—tasks that demand manual dexterity and adaptability beyond current cleaning robotics.
BLS evidence: They follow sanitation standards while working and when cleaning equipment, countertops, and working areas in order to prevent meat contamination.
Sharpen knives and adjust cutting equipment
Knife sharpening requires tactile feedback and manual dexterity to achieve proper angles and edges, while equipment adjustment involves physical manipulation of mechanical systems in variable configurations that robotics handles poorly.
BLS evidence: Butchers typically sharpen knives and adjust cutting equipment as part of their duties.
Cut, debone, or grind pieces of meat into retail portions
Requires precise fine motor control, real-time adaptation to variable meat anatomy, and physical manipulation in three dimensions that current robotics cannot reliably match across diverse cuts and animal types in typical retail settings.
BLS evidence: Butchers cut and trim meat from larger, wholesale portions into steaks, chops, roasts, and other cuts.
Prepare custom meat orders to customers' specifications
Combines the physical cutting challenges of t1 with real-time customer interaction to clarify preferences, handle special requests, and make judgment calls on substitutions—all requiring physical presence and dexterity beyond current AI+robotics capabilities.
BLS evidence: In retail stores, they also wait on customers and prepare special cuts of meat upon request.
Task heatmap
automation score by task, sorted by weighted contribution
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External signals and sources
category-level priors and BLS fields that feed the four non-task signals
- Karpathy/BLS Digital AI Exposure (0-10 scale rescaled to 0-100)
- BLS projected outlook: Slower than average (1%)
- Indeed demand signal (monthly refresh pending)
- BLS typical entry-level education: No formal educational credential
- Credential trend signal (annual refresh)
Related in Production
closest AOI neighbors in the same category