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Automation Risk Analysis

Will “Primer Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Primer Inspector” 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%

“Primer Inspector” 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

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

  • 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.

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

  • Position products, components, or parts for testing.

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • 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.

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

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

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

  • Compute usable amounts of items in shipments.

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

Technologies & Software

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

Alternative Job Titles