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Automation Risk Analysis

Will “Pump Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Pump 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%

“Pump 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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles