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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

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

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

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

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

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

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

  • 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.

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

  • Compute usable amounts of items in shipments.

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles