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Automation Risk Analysis

Will “Bleach Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Bleach 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%

“Bleach 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

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

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

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

  • 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.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • 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.

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

Technologies & Software

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

Alternative Job Titles