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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

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

Technologies & Software

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

Alternative Job Titles