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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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Compute usable amounts of items in shipments.

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

  • 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.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles