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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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

  • Position products, components, or parts for testing.

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

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

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

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

Technologies & Software

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

Alternative Job Titles