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Automation Risk Analysis

Will “Test Desk Trouble Locator” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Test Desk Trouble Locator” 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%

“Test Desk Trouble Locator” 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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • 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.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles