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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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

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

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles