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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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

  • 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.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles