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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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

  • Position products, components, or parts for testing.

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

Technologies & Software

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

Alternative Job Titles