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Automation Risk Analysis

Will “Precision Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Precision 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%

“Precision 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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

  • Compute usable amounts of items in shipments.

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

Technologies & Software

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

Alternative Job Titles