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Automation Risk Analysis

Will “Passer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Passer” 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%

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

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

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

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

  • 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.

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

  • 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.

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

  • 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.

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

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

  • Compute usable amounts of items in shipments.

  • Position products, components, or parts for testing.

Technologies & Software

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

Alternative Job Titles