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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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles