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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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

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

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

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

  • 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.

  • 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.

  • Compute usable amounts of items in shipments.

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

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

Technologies & Software

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

Alternative Job Titles