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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 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.

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

  • Position products, components, or parts for testing.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

Technologies & Software

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

Alternative Job Titles