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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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • 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.

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles