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Automation Risk Analysis

Will “Water Quality Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Water Quality 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%

“Water Quality 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

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

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

  • Compute usable amounts of items in shipments.

  • 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.

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

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

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

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

  • 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.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles