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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

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

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

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

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

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Position products, components, or parts for testing.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles