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Automation Risk Analysis

Will “Bath Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Bath 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%

“Bath 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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • 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.

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles