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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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • 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.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles