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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

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

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Position products, components, or parts for testing.

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

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

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

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

Technologies & Software

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

Alternative Job Titles