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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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

  • 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.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

Technologies & Software

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

Alternative Job Titles