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Automation Risk Analysis

Will “Pulp 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 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 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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

  • 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.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

  • 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.

Technologies & Software

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

Alternative Job Titles