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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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

  • 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.

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

  • Notify supervisors or other personnel of production problems.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles