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Automation Risk Analysis

Will “Regrader” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Regrader” 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%

“Regrader” 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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles