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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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles