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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

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

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

  • Position products, components, or parts for testing.

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

  • 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.

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Interpret legal requirements, provide safety information, or recommend compliance procedures to contractors, craft workers, engineers, or property owners.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • 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.

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles