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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

  • 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.

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • 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.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

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

  • 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.

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

Alternative Job Titles