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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

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

  • Compute usable amounts of items in shipments.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

  • Position products, components, or parts for testing.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

Technologies & Software

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

Alternative Job Titles