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Automation Risk Analysis

Will “Trouble Locater” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Trouble Locater” 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%

“Trouble Locater” 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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

  • 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.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

Technologies & Software

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

Alternative Job Titles