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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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

  • 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.

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

  • Compute usable amounts of items in shipments.

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

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

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

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

  • 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.

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

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

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

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

  • Position products, components, or parts for testing.

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

Technologies & Software

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

Alternative Job Titles