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Automation Risk Analysis

Will “Bench Assembly Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Bench Assembly 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%

“Bench Assembly 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

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

  • 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.

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

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

  • 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.

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

  • Position products, components, or parts for testing.

  • 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.

  • 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.

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Compute usable amounts of items in shipments.

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

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

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

Technologies & Software

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

Alternative Job Titles