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Automation Risk Analysis

Will “Hydro-Pneumatic Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Hydro-Pneumatic 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%

“Hydro-Pneumatic 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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles