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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.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

  • 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.

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

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

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

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

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles