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Automation Risk Analysis

Will “Sensitized Paper Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Sensitized Paper Tester” 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%

“Sensitized Paper Tester” 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

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

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

  • Position products, components, or parts for testing.

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

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

  • 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.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles