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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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

  • 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.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

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

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles