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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.

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

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

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

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

Technologies & Software

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

Alternative Job Titles