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Automation Risk Analysis

Will “Chemical Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Chemical Inspector” 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%

“Chemical Inspector” 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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

  • 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.

Technologies & Software

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

Alternative Job Titles