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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

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

  • Notify supervisors or other personnel of production problems.

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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 defect percentages or averages, using formulas and calculators.

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

  • 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.

  • 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.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

Technologies & Software

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

Alternative Job Titles