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Automation Risk Analysis

Will “Checker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“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%

“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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles