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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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

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

  • Position products, components, or parts for testing.

Technologies & Software

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

Alternative Job Titles