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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

  • 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.

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Position products, components, or parts for testing.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles