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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

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

  • 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.

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

  • 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.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Position products, components, or parts for testing.

  • 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.

  • 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.

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

Technologies & Software

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

Alternative Job Titles