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Automation Risk Analysis

Will “Deicer Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Deicer Tester” 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%

“Deicer Tester” 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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

  • Compute usable amounts of items in shipments.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • 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.

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

  • 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.

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

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

Alternative Job Titles