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Automation Risk Analysis

Will “Hide Inspector” 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” 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” 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

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

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

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

Technologies & Software

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

Alternative Job Titles