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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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

  • 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.

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Position products, components, or parts for testing.

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

  • Compute usable amounts of items in shipments.

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

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

Technologies & Software

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

Alternative Job Titles