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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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

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

  • 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.

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • Notify supervisors or other personnel of production problems.

Technologies & Software

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

Alternative Job Titles