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Automation Risk Analysis

Will “Timers Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Timers 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%

“Timers 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, test, or measure materials, products, installations, or work for conformance to specifications.

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

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

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

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

  • 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.

  • Compute usable amounts of items in shipments.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • 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.

  • 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.

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

  • 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.

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

  • 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.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

Technologies & Software

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

Alternative Job Titles