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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

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

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

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

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

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

  • 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.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • 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.

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • Recommend necessary corrective actions, based on inspection results.

Technologies & Software

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

Alternative Job Titles