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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

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

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

  • Position products, components, or parts for testing.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

  • 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.

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

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

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

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

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

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

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles