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Automation Risk Analysis

Will “Finishing Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Finishing 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%

“Finishing 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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

Technologies & Software

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

Alternative Job Titles