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Automation Risk Analysis

Will “Needle Grader” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Needle 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%

“Needle 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

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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

  • 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.

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

  • 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.

  • 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.

  • Position products, components, or parts for testing.

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

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

  • Recommend necessary corrective actions, based on inspection results.

Technologies & Software

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

Alternative Job Titles