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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

  • 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.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

Technologies & Software

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

Alternative Job Titles