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Automation Risk Analysis

Will “Patch Finisher” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Patch Finisher” 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%

“Patch Finisher” 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

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Position products, components, or parts for testing.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles