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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.

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

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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

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

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

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

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

  • 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.

  • Position products, components, or parts for testing.

  • Notify supervisors or other personnel of production problems.

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

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

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

  • 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.

  • 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.

  • 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.

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

  • 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.

  • 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.

Technologies & Software

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

Alternative Job Titles