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Automation Risk Analysis

Will “Pulp and 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%

“Pulp and 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%

“Pulp and 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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

  • 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.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

  • 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.

  • Position products, components, or parts for testing.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

Technologies & Software

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

Alternative Job Titles