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Automation Risk Analysis

Will “Reinspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Reinspector” 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%

“Reinspector” 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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

  • 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.

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

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

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

  • Position products, components, or parts for testing.

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

Technologies & Software

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

Alternative Job Titles