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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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • 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.

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

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

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

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

  • 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.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles