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Automation Risk Analysis

Will “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%

“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%

“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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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  • Inspection marking systems
  • Computer assisted design software
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  • Dassault Systemes CATIA
  • Tolerance analysis software
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  • R
  • Minitab
  • Computer-aided inspection software
  • Verisurf Metrology
  • Apache Pig
  • Thread gauges
  • Metallurgical microscopes
  • Digital multimeters
  • Manufacturing defect analyzers MDA
  • Impact toughness testers
  • Micrometers
  • Frequency counters
  • Laser thickness gauges
  • Hardness testers
  • Null-balance acceleration instruments
  • Bit error rate testers BERT
  • Verisurf 3Dgage
  • Overhead cranes
  • Compression testers
  • Power meters
  • Beta gauges
  • Resistivity meters
  • Sorting machines
  • Depth gauges
  • Radiographic flaw detectors
  • Multimeters
  • Digital resistance thermometers
  • Resistance meters
  • Piezoelectric acceleration instruments
  • Accelerometers
  • Verisurf Master3DGage
  • Environmental chambers
  • Ductility testers
  • Gloss meters
  • Eddy current flaw detectors
  • Conductivity meters
  • Digital voltmeters DVM
  • Eddy current probes
  • Color spectrometers
  • Holographic interferometers
  • In-circuit testers
  • Laser shearography flaw detectors
  • Hipot testers
  • Direct current DC power testers
  • Impact hammers
  • Height gauges
  • Hydraulic lifts
  • Forklifts
  • Coordinate measuring machines CMM
  • Viscometers
  • Calipers
  • Vibration and shaker systems
  • Tensile testers
  • Linear or mixed signal equipment
  • Signal generators
  • Magnetic particle flaw detectors
  • Force transducers
  • Industrial bench scales
  • Continuity testers
  • Return loss calibrator RLC passive component testers
  • Hydraulic pumps
  • Moisture meters
  • Shear testers
  • Measuring microscopes
  • Pi tapes
  • Digital resistance meters
  • Function generators
  • Fatigue testers
  • Verisurf CMM Master
  • Creep and stress relaxation testers
  • Sampling oscilloscopes
  • Logic test systems
  • Frequency meters
  • Shock testers
  • Utrasonic flaw detectors
  • Plug gauges
  • Optical gauges
  • Pulse generators
  • Mass flow leak testers
  • Bubble leak testers
  • Ammeters
  • Personal computers
  • Optical comparators
  • Strain gauges
  • Resonance acceleration instruments
  • Capacitive acceleration instruments
  • Printed circuit board PCB testers
  • Plotters
  • Pin gauges
  • Backplane testers
  • Calorimetric leak testers
  • Magnetic induction acceleration instruments
  • Penetrant flaw detectors

Alternative Job Titles