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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

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

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

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

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

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

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

  • 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.

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

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

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

  • 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.

  • 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.

  • 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.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

Technologies & Software

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

Alternative Job Titles