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Automation Risk Analysis

Will “Production Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Production 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%

“Production 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

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

  • 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.

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

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

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

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

  • 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.

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

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

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

  • 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.

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

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

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

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

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

  • Position products, components, or parts for testing.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

Technologies & Software

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

Alternative Job Titles