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Automation Risk Analysis

Will “Movement Assembly Final Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Movement Assembly Final 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%

“Movement Assembly Final 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

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

  • Notify supervisors or other personnel of production problems.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

  • Position products, components, or parts for testing.

  • 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.

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

Alternative Job Titles