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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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • 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.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles