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Automation Risk Analysis

Will “Production Grader” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Production Grader” 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%

“Production Grader” 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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

  • 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.

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

  • Compute usable amounts of items in shipments.

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

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

  • Position products, components, or parts for testing.

Technologies & Software

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

Alternative Job Titles