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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

  • Compute usable amounts of items in shipments.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Position products, components, or parts for testing.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • 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.

  • 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.

  • 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.

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

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

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

  • 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.

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

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

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

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

Technologies & Software

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

Alternative Job Titles