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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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • 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 usable amounts of items in shipments.

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

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

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

Technologies & Software

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

Alternative Job Titles