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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.

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

  • Position products, components, or parts for testing.

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

  • 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.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

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

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

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

Technologies & Software

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

Alternative Job Titles