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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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • 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.

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

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

  • 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.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

  • Position products, components, or parts for testing.

  • 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.

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

Technologies & Software

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

Alternative Job Titles