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Automation Risk Analysis

Will “Trouble Shooter” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Trouble Shooter” 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 Shooter” 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

  • Position products, components, or parts for testing.

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

  • 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.

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles