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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

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

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

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

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Position products, components, or parts for testing.

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

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

  • 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.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

Technologies & Software

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

Alternative Job Titles