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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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

  • 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.

  • 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.

  • 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.

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

  • 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.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

Technologies & Software

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

Alternative Job Titles