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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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

Technologies & Software

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

Alternative Job Titles