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Automation Risk Analysis

Will “Calibrator” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Calibrator” 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 56% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

54%

“Calibrator” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 54% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Inspectors, Testers, Sorters, Samplers, and Weighers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Inspect, test, sort, sample, or weigh nonagricultural raw materials or processed, machined, fabricated, or assembled parts or products for defects, wear, and deviations from specifications. May use precision measuring instruments and complex test equipment.

Avg. Annual Salary $51,670
Avg. Hourly Wage $24.84
Available Jobs (US) 591,180
Job Title & Hierarchy Code (SOC) Inspectors, Testers, Sorters, Samplers, and Weighers #51-9061
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Inspectors, Testers, Sorters, Samplers, and Weighers”

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Core Skills & Abilities

  • Adjust, clean, or repair products or processing equipment to correct defects found during inspections.

  • Monitor production operations or equipment to ensure conformance to specifications, making necessary process or assembly adjustments.

  • Inspect or test raw materials, parts, or products to determine compliance with environmental standards.

  • Discard or reject products, materials, or equipment not meeting specifications.

  • Fabricate, install, position, or connect components, parts, finished products, or instruments for testing or operational purposes.

  • Compute defect percentages or averages, using formulas and calculators.

  • Check arriving materials to ensure that they match purchase orders, submitting discrepancy reports as necessary.

  • Collect or select samples for testing or for use as models.

  • Make minor adjustments to equipment, such as turning setscrews to calibrate instruments to required tolerances.

  • Inspect, test, or measure materials, products, installations, or work for conformance to specifications.

  • Remove defects, such as chips, burrs, or lap corroded or pitted surfaces.

  • Recommend necessary corrective actions, based on inspection results.

  • Measure dimensions of products to verify conformance to specifications, using measuring instruments, such as rulers, calipers, gauges, or micrometers.

  • Monitor machines that automatically measure, sort, or inspect products.

  • Read dials or meters to verify that equipment is functioning at specified levels.

  • Mark items with details, such as grade or acceptance-rejection status.

  • Clean, maintain, calibrate, or repair measuring instruments or test equipment, such as dial indicators, fixed gauges, or height gauges.

  • Weigh materials, products, containers, or samples to verify packaging weights or ingredient quantities.

  • Write test or inspection reports describing results, recommendations, or needed repairs.

  • Compare colors, shapes, textures, or grades of products or materials with color charts, templates, or samples to verify conformance to standards.

  • Interpret legal requirements, provide safety information, or recommend compliance procedures to contractors, craft workers, engineers, or property owners.

  • Record inspection or test data, such as weights, temperatures, grades, or moisture content, and quantities inspected or graded.

  • Grade, classify, or sort products according to sizes, weights, colors, or other specifications.

  • Position products, components, or parts for testing.

  • Read blueprints, data, manuals, or other materials to determine specifications, inspection and testing procedures, adjustment methods, certification processes, formulas, or measuring instruments required.

  • Compute usable amounts of items in shipments.

  • Notify supervisors or other personnel of production problems.

  • Administer tests to assess whether engineers or operators are qualified to use equipment.

  • Stack or arrange tested products for further processing, shipping, or packaging.

  • Analyze test data, making computations as necessary, to determine test results.

  • Disassemble defective parts or components, such as inaccurate or worn gauges or measuring instruments.

Technologies & Software

  • Microsoft PowerPoint
  • Autodesk AutoCAD
  • Microsoft Office software
  • Microsoft Access
  • Qwen (Alibaba)
  • Database software
  • Design of experiments DOE software
  • ABB AI Robotics
  • Microsoft Word
  • Cognex Vision AI
  • Microsoft Excel
  • Computer-aided inspection software
  • Apache Pig
  • Sight Machine AI
  • FileMaker Pro
  • Selenium
  • Wilcox Associates PC-DMIS Inspection Planner
  • Minitab
  • Tolerance analysis software
  • Dassault Systemes SolidWorks
  • Coordinate measuring machine software
  • Mastercam computer-aided design and manufacturing software
  • R
  • Nova (Amazon)
  • The MathWorks MATLAB
  • Cybermetrics GAGETrak
  • IBM Notes
  • Computer assisted design software
  • Extensible markup language XML
  • Medical condition coding software
  • IBM Lotus Notes
  • Verisurf Metrology
  • Mistral (Mistral AI)
  • Skype
  • SAP software
  • Grok (xAI)
  • Claude (Anthropic)
  • ChatGPT (OpenAI)
  • DeepSeek
  • Mastercam Design
  • Label inspection systems
  • Inspection marking systems
  • Data entry software
  • Siemens Industrial AI
  • Data analysis software
  • Apache Hive
  • Rockwell Automation AI
  • Kimi (Moonshot AI)
  • Gemini (Google)
  • Dassault Systemes CATIA
  • Microsoft SharePoint
  • Microsoft Outlook
  • Structured query language SQL
  • Llama (Meta)
  • Atlassian JIRA
  • Microsoft Visio
  • Statistical process control SPC data collection devices
  • Resistivity meters
  • Laser thickness gauges
  • Shock testers
  • Multimeters
  • Function generators
  • Pin gauges
  • Height gauges
  • Frequency meters
  • Forklifts
  • Calorimetric leak testers
  • Accelerometers
  • Verisurf Master3DGage
  • Pi tapes
  • Bit error rate testers BERT
  • Force transducers
  • Sorting machines
  • Thread gauges
  • Hipot testers
  • Direct current DC power testers
  • Coordinate measuring machines CMM
  • Piezoelectric acceleration instruments
  • Plotters
  • Personal computers
  • Resistance meters
  • Color spectrometers
  • Digital resistance thermometers
  • Verisurf CMM Master
  • Industrial bench scales
  • Impact toughness testers
  • Continuity testers
  • Hydraulic pumps
  • Metallurgical microscopes
  • Ductility testers
  • Depth gauges
  • Micrometers
  • Digital multimeters
  • Bubble leak testers
  • Null-balance acceleration instruments
  • Pulse generators
  • Beta gauges
  • Capacitive acceleration instruments
  • Digital voltmeters DVM
  • Overhead cranes
  • Vibration and shaker systems
  • Measuring microscopes
  • Eddy current probes
  • Digital resistance meters
  • Magnetic particle flaw detectors
  • In-circuit testers
  • Radiographic flaw detectors
  • Compression testers
  • Fatigue testers
  • Utrasonic flaw detectors
  • Holographic interferometers
  • Signal generators
  • Sampling oscilloscopes
  • Resonance acceleration instruments
  • Printed circuit board PCB testers
  • Logic test systems
  • Gloss meters
  • Ammeters
  • Viscometers
  • Hydraulic lifts
  • Laser shearography flaw detectors
  • Strain gauges
  • Optical comparators
  • Creep and stress relaxation testers
  • Power meters
  • Penetrant flaw detectors
  • Plug gauges
  • Tensile testers
  • Conductivity meters
  • Shear testers
  • Backplane testers
  • Frequency counters
  • Mass flow leak testers
  • Hardness testers
  • Magnetic induction acceleration instruments
  • Manufacturing defect analyzers MDA
  • Verisurf 3Dgage
  • Return loss calibrator RLC passive component testers
  • Environmental chambers
  • Calipers
  • Optical gauges
  • Moisture meters
  • Impact hammers
  • Linear or mixed signal equipment
  • Eddy current flaw detectors

Alternative Job Titles