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Automation Risk Analysis

Will “Hides Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Hides 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%

“Hides 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

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

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

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles