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Automation Risk Analysis

Will “Television Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Television 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%

“Television 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

  • 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.

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

Technologies & Software

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

Alternative Job Titles