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Automation Risk Analysis

Will “Shadowgraph Scale Operator” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Shadowgraph Scale Operator” 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%

“Shadowgraph Scale Operator” 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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

  • Compute usable amounts of items in shipments.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles