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Automation Risk Analysis

Will “Hide Inspector and Sorter” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Hide Inspector and Sorter” 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%

“Hide Inspector and Sorter” 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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

  • Position products, components, or parts for testing.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

Technologies & Software

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

Alternative Job Titles