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Automation Risk Analysis

Will “Crystallizer Operator” be Automated?

Historical Context: Oxford Study (2013)

Ranked #574 of 702. Estimated risk: 93.0%

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AI Exposure Risk

52%

“Crystallizer Operator” will maybe be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 52% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

61%

“Crystallizer Operator” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 61% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Cooling and Freezing Equipment Operators and Tenders, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Operate or tend equipment such as cooling and freezing units, refrigerators, batch freezers, and freezing tunnels, to cool or freeze products, food, blood plasma, and chemicals.

Avg. Annual Salary $44,290
Avg. Hourly Wage $21.29
Available Jobs (US) 6,590
Job Title & Hierarchy Code (SOC) Cooling and Freezing Equipment Operators and Tenders #51-9193
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Cooling and Freezing Equipment Operators and Tenders”

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Core Skills & Abilities

  • Record temperatures, amounts of materials processed, or test results on report forms.

  • Sample and test product characteristics such as specific gravity, acidity, and sugar content, using hydrometers, pH meters, or refractometers.

  • Assemble equipment, and attach pipes, fittings, or valves, using hand tools.

  • Scrape, dislodge, or break excess frost, ice, or frozen product from equipment to prevent accumulation, using hands and hand tools.

  • Monitor pressure gauges, ammeters, flowmeters, thermometers, or products, and adjust controls to maintain specified conditions, such as feed rate, product consistency, temperature, air pressure, and machine speed.

  • Read dials and gauges on panel control boards to ascertain temperatures, alkalinities, and densities of mixtures, and turn valves to obtain specified mixtures.

  • Adjust machine or freezer speed and air intake to obtain desired consistency and amount of product.

  • Activate mechanical rakes to regulate flow of ice from storage bins to vats.

  • Start agitators to blend contents, or start beater, scraper, and expeller blades to mix contents with air and prevent sticking.

  • Insert forming fixtures, and start machines that cut frozen products into measured portions or specified shapes.

  • Load and position wrapping paper, sticks, bags, or cartons into dispensing machines.

  • Place or position containers into equipment, and remove containers after completion of cooling or freezing processes.

  • Stir material with spoons or paddles to mix ingredients or allow even cooling and prevent coagulation.

  • Weigh packages and adjust freezer air valves or switches on filler heads to obtain specified amounts of product in each container.

  • Inspect and flush lines with solutions or steam, and spray equipment with sterilizing solutions.

  • Correct machinery malfunctions by performing actions such as removing jams, and inform supervisors of malfunctions as necessary.

  • Measure or weigh specified amounts of ingredients or materials, and load them into tanks, vats, hoppers, or other equipment.

  • Start machinery, such as pumps, feeders, or conveyors, and turn valves to heat, admit, or transfer products, refrigerants, or mixes.

Technologies & Software

  • Llama (Meta)
  • Claude (Anthropic)
  • ChatGPT (OpenAI)
  • Rockwell Automation AI
  • Grok (xAI)
  • Siemens Industrial AI
  • Gemini (Google)
  • Kimi (Moonshot AI)
  • Microsoft PowerPoint
  • Microsoft Word
  • Mistral (Mistral AI)
  • Microsoft Office software
  • Nova (Amazon)
  • DeepSeek
  • Google Gmail
  • Microsoft Excel
  • ABB AI Robotics
  • Cognex Vision AI
  • Qwen (Alibaba)
  • Sight Machine AI
  • Decontamination shower stations
  • Air-cooled condensers
  • Water-cooled condensers
  • Digital manometers
  • Refrigerant pumps
  • Depth gauges
  • Oil pumps
  • Belt freezers
  • Air purifying respirators
  • Ammonia detectors
  • Compound gauges
  • Boiler generators
  • Magnehelic pressure gauges
  • Volt meters
  • Oil coolers
  • Ice cube forming machines
  • Falling film heat exchangers
  • Pressure relief valves
  • High pressure receivers
  • Ultraviolet UV lamps
  • Plate heat exchangers
  • Surge drums
  • Eyewash stations
  • Spiral freezers
  • Personal computers
  • Portable fire extinguishers
  • Handheld refractometers
  • Back-pressure regulators
  • Recirculators
  • Ohm meters
  • Scraped surface heat exchangers
  • Freezing agitators
  • Digital ammeters
  • Thermostatic expansion valves
  • Thermosiphon oil coolers
  • Oil separators
  • Evaporative condensers
  • Oil level regulators
  • Digital flowmeters
  • Secondary fluid pumps
  • Defrost relief valves
  • Direct expansion evaporators
  • Scissor lifts
  • Impervious boots
  • Digital micrometers
  • Refrigerant compressors
  • Digital calipers
  • Remote thermometers
  • Telescopic booms
  • Hand expansion valves
  • Digital hydrometers
  • Flooded evaporators
  • Protective ear plugs
  • pH testers
  • Liquid level indicators
  • Fluidized bed freezers
  • Protective glasses
  • Hermetic pumps
  • Shell and tube heat exchangers
  • Intercoolers
  • Rotary vane compressors
  • Batch freezers
  • Plate freezers
  • Water chilling systems
  • Rotary screw compressors
  • Low pressure accumulators
  • Positive displacement compressors
  • Electronic refrigerant leak detectors
  • Ammonia pressure gauges
  • Blast tunnel freezers
  • Auto-purgers
  • Immersion freezers
  • Thermal fluid systems
  • Reciprocating compressors
  • Air compressors
  • Liquid overfeed evaporators
  • Flash intercoolers