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Automation Risk Analysis

Will “Patch Driller” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Patch Driller” 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 Driller” 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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

  • 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.

  • 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.

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

  • Position products, components, or parts for testing.

  • Compute usable amounts of items in shipments.

  • 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.

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

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

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

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

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

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

  • 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.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

Technologies & Software

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

Alternative Job Titles