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Automation Risk Analysis

Will “Template Checker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Template Checker” 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%

“Template Checker” 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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles