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Automation Risk Analysis

Will “Signal Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Signal 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%

“Signal 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

  • Notify supervisors or other personnel of production problems.

  • 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.

  • 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.

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

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

  • Position products, components, or parts for testing.

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

  • 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.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

Technologies & Software

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

Alternative Job Titles