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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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • 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.

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

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

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

  • 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.

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

  • 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.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • Compute usable amounts of items in shipments.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

Technologies & Software

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

Alternative Job Titles