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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

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

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

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

  • 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.

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Position products, components, or parts for testing.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles