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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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

  • 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.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles