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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.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • 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.

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

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

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

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

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

  • 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.

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

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

  • 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.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Compute usable amounts of items in shipments.

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

  • Position products, components, or parts for testing.

Technologies & Software

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

Alternative Job Titles