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Automation Risk Analysis

Will “Cover Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Cover 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%

“Cover 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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

  • 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.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

Technologies & Software

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

Alternative Job Titles