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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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Position products, components, or parts for testing.

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Compute usable amounts of items in shipments.

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles