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Automation Risk Analysis

Will “Instrument Checker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Instrument 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%

“Instrument 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

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

  • 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.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • Position products, components, or parts for testing.

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

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

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

  • 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.

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

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

  • 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.

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Notify supervisors or other personnel of production problems.

Technologies & Software

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

Alternative Job Titles