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Automation Risk Analysis

Will “Timing Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Timing Inspector” 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%

“Timing Inspector” 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

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

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

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

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

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

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

Technologies & Software

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

Alternative Job Titles