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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

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

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

  • 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.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

Technologies & Software

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

Alternative Job Titles