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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

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

  • Compute usable amounts of items in shipments.

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

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

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

  • Position products, components, or parts for testing.

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

  • 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.

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

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

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

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

  • 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.

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles