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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

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

  • 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.

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

Technologies & Software

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

Alternative Job Titles