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Automation Risk Analysis

Will “Calibration Checker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Calibration Checker” 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%

“Calibration Checker” 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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles