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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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

  • 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.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles