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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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Position products, components, or parts for testing.

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

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

  • 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.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles