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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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles