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Automation Risk Analysis

Will “Scaler” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Scaler” 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%

“Scaler” 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.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

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

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

  • 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.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

Technologies & Software

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

Alternative Job Titles